[1] "ofn"        "-oTKIRC-TP"
[1] "opt"       "-OPMUTSIG"
[1] "tl" ""  
[1] "dx" ""  
[1] "opt"    "MUTSIG"
[1] "dx" ""  
[1] "cfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/Append_Data/KIRC-TP/15081616/KIRC-TP.merged_data.txt"
[1] "dfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_Correlate_Genomic_Events_Preprocess/KIRC-TP/15087101/transformed.cor.cli.txt"

nPatients in clinical file=533, in cluster file=528, common to both=524
[1] "Reduce the number of clustering variables from 82 to 81."
[1]  81 524
[1] "1P GAIN MUTATION ANALYSIS"
[1] 3
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               24               500 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               24               500 
[1] "1Q GAIN MUTATION ANALYSIS"
[1] 3
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               51               473 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               51               473 
[1] "2P GAIN MUTATION ANALYSIS"
[1] 3
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               76               448 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               76               448 
[1] "2Q GAIN MUTATION ANALYSIS"
[1] 3
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               78               446 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               78               446 
[1] "3P GAIN MUTATION ANALYSIS"
[1] 3
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               19               505 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               19               505 
[1] "3Q GAIN MUTATION ANALYSIS"
[1] 3
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               60               464 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               60               464 
[1] "4P GAIN MUTATION ANALYSIS"
[1] 3
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
               13               511 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
               13               511 
[1] "4Q GAIN MUTATION ANALYSIS"
[1] 3
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
               13               511 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
               13               511 
[1] "5P GAIN MUTATION ANALYSIS"
[1] 3
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
              193               331 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
              193               331 
[1] "5Q GAIN MUTATION ANALYSIS"
[1] 3
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
              206               318 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
              206               318 
[1] "6P GAIN MUTATION ANALYSIS"
[1] 3
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               11               513 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               11               513 
[1] "6Q GAIN MUTATION ANALYSIS"
[1] 3
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
                9               515 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
                9               515 
[1] "7P GAIN MUTATION ANALYSIS"
[1] 3
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
              171               353 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
              171               353 
[1] "7Q GAIN MUTATION ANALYSIS"
[1] 3
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
              172               352 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
              172               352 
[1] "8P GAIN MUTATION ANALYSIS"
[1] 3
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
               30               494 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
               30               494 
[1] "8Q GAIN MUTATION ANALYSIS"
[1] 3
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
               61               463 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
               61               463 
[1] "9P GAIN MUTATION ANALYSIS"
[1] 3
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               13               511 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               13               511 
[1] "9Q GAIN MUTATION ANALYSIS"
[1] 3
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               12               512 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               12               512 
[1] "10P GAIN MUTATION ANALYSIS"
[1] 3
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                17                507 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                17                507 
[1] "10Q GAIN MUTATION ANALYSIS"
[1] 3
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                12                512 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                12                512 
[1] "11P GAIN MUTATION ANALYSIS"
[1] 3
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                31                493 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                31                493 
[1] "11Q GAIN MUTATION ANALYSIS"
[1] 3
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                29                495 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                29                495 
[1] "12P GAIN MUTATION ANALYSIS"
[1] 3
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
               119                405 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
               119                405 
[1] "12Q GAIN MUTATION ANALYSIS"
[1] 3
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
               120                404 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
               120                404 
[1] "13Q GAIN MUTATION ANALYSIS"
[1] 3
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
                22                502 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
                22                502 
[1] "14Q GAIN MUTATION ANALYSIS"
[1] 3
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                16                508 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                16                508 
[1] "15Q GAIN MUTATION ANALYSIS"
[1] 3
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                26                498 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                26                498 
[1] "16P GAIN MUTATION ANALYSIS"
[1] 3
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
               106                418 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
               106                418 
[1] "16Q GAIN MUTATION ANALYSIS"
[1] 3
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                98                426 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                98                426 
[1] "17P GAIN MUTATION ANALYSIS"
[1] 3
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                25                499 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                25                499 
[1] "17Q GAIN MUTATION ANALYSIS"
[1] 3
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                32                492 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                32                492 
[1] "18P GAIN MUTATION ANALYSIS"
[1] 3
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                25                499 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                25                499 
[1] "18Q GAIN MUTATION ANALYSIS"
[1] 3
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                25                499 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                25                499 
[1] "19P GAIN MUTATION ANALYSIS"
[1] 3
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                51                473 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                51                473 
[1] "19Q GAIN MUTATION ANALYSIS"
[1] 3
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                57                467 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                57                467 
[1] "20P GAIN MUTATION ANALYSIS"
[1] 3
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
               111                413 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
               111                413 
[1] "20Q GAIN MUTATION ANALYSIS"
[1] 3
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
               114                410 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
               114                410 
[1] "21Q GAIN MUTATION ANALYSIS"
[1] 3
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                50                474 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                50                474 
[1] "22Q GAIN MUTATION ANALYSIS"
[1] 3
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                40                484 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                40                484 
[1] "XP GAIN MUTATION ANALYSIS"
[1] 3
  XP GAIN MUTATED XP GAIN WILD-TYPE 
               31               493 
  XP GAIN MUTATED XP GAIN WILD-TYPE 
               31               493 
[1] "XQ GAIN MUTATION ANALYSIS"
[1] 3
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               30               494 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               30               494 
[1] "1P LOSS MUTATION ANALYSIS"
[1] 3
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               56               468 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               56               468 
[1] "1Q LOSS MUTATION ANALYSIS"
[1] 3
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               36               488 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               36               488 
[1] "2P LOSS MUTATION ANALYSIS"
[1] 3
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
               14               510 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
               14               510 
[1] "2Q LOSS MUTATION ANALYSIS"
[1] 3
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
               14               510 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
               14               510 
[1] "3P LOSS MUTATION ANALYSIS"
[1] 3
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
              378               146 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
              378               146 
[1] "3Q LOSS MUTATION ANALYSIS"
[1] 3
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               98               426 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               98               426 
[1] "4P LOSS MUTATION ANALYSIS"
[1] 3
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
               72               452 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
               72               452 
[1] "4Q LOSS MUTATION ANALYSIS"
[1] 3
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
               65               459 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
               65               459 
[1] "5P LOSS MUTATION ANALYSIS"
[1] 3
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
                7               517 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
                7               517 
[1] "5Q LOSS MUTATION ANALYSIS"
[1] 3
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
                6               518 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
                6               518 
[1] "6P LOSS MUTATION ANALYSIS"
[1] 3
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
              100               424 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
              100               424 
[1] "6Q LOSS MUTATION ANALYSIS"
[1] 3
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
              128               396 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
              128               396 
[1] "7Q LOSS MUTATION ANALYSIS"
[1] 3
  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
                3               521 
  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
                3               521 
[1] "8P LOSS MUTATION ANALYSIS"
[1] 3
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
              137               387 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
              137               387 
[1] "8Q LOSS MUTATION ANALYSIS"
[1] 3
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               64               460 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               64               460 
[1] "9P LOSS MUTATION ANALYSIS"
[1] 3
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
              149               375 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
              149               375 
[1] "9Q LOSS MUTATION ANALYSIS"
[1] 3
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
              150               374 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
              150               374 
[1] "10P LOSS MUTATION ANALYSIS"
[1] 3
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                67                457 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                67                457 
[1] "10Q LOSS MUTATION ANALYSIS"
[1] 3
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                89                435 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                89                435 
[1] "11P LOSS MUTATION ANALYSIS"
[1] 3
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                18                506 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                18                506 
[1] "11Q LOSS MUTATION ANALYSIS"
[1] 3
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                23                501 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                23                501 
[1] "12P LOSS MUTATION ANALYSIS"
[1] 3
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                 3                521 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                 3                521 
[1] "12Q LOSS MUTATION ANALYSIS"
[1] 3
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                 4                520 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                 4                520 
[1] "13Q LOSS MUTATION ANALYSIS"
[1] 3
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                71                453 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                71                453 
[1] "14Q LOSS MUTATION ANALYSIS"
[1] 3
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
               214                310 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
               214                310 
[1] "15Q LOSS MUTATION ANALYSIS"
[1] 3
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
                36                488 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
                36                488 
[1] "16P LOSS MUTATION ANALYSIS"
[1] 3
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                10                514 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                10                514 
[1] "16Q LOSS MUTATION ANALYSIS"
[1] 3
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                16                508 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                16                508 
[1] "17P LOSS MUTATION ANALYSIS"
[1] 3
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                45                479 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                45                479 
[1] "17Q LOSS MUTATION ANALYSIS"
[1] 3
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                28                496 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                28                496 
[1] "18P LOSS MUTATION ANALYSIS"
[1] 3
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                93                431 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                93                431 
[1] "18Q LOSS MUTATION ANALYSIS"
[1] 3
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                95                429 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                95                429 
[1] "19P LOSS MUTATION ANALYSIS"
[1] 3
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                11                513 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                11                513 
[1] "19Q LOSS MUTATION ANALYSIS"
[1] 3
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                 4                520 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                 4                520 
[1] "20P LOSS MUTATION ANALYSIS"
[1] 3
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                 8                516 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                 8                516 
[1] "20Q LOSS MUTATION ANALYSIS"
[1] 3
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 3                521 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 3                521 
[1] "21Q LOSS MUTATION ANALYSIS"
[1] 3
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                54                470 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                54                470 
[1] "22Q LOSS MUTATION ANALYSIS"
[1] 3
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
                39                485 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
                39                485 
[1] "XP LOSS MUTATION ANALYSIS"
[1] 3
  XP LOSS MUTATED XP LOSS WILD-TYPE 
               46               478 
  XP LOSS MUTATED XP LOSS WILD-TYPE 
               46               478 
[1] "XQ LOSS MUTATION ANALYSIS"
[1] 3
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               46               478 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               46               478 
[1] "data2feature, selection=ALL"
 [1] "YEARS_TO_BIRTH"                        
 [2] "VITAL_STATUS"                          
 [3] "DAYS_TO_DEATH"                         
 [4] "DAYS_TO_LAST_FOLLOWUP"                 
 [5] "PRIMARY_SITE_OF_DISEASE"               
 [6] "NEOPLASM_DISEASESTAGE"                 
 [7] "PATHOLOGY_T_STAGE"                     
 [8] "PATHOLOGY_N_STAGE"                     
 [9] "PATHOLOGY_M_STAGE"                     
[10] "DCC_UPLOAD_DATE"                       
[11] "GENDER"                                
[12] "DATE_OF_INITIAL_PATHOLOGIC_DIAGNOSIS"  
[13] "DAYS_TO_LAST_KNOWN_ALIVE"              
[14] "RADIATION_THERAPY"                     
[15] "KARNOFSKY_PERFORMANCE_SCORE"           
[16] "HISTOLOGICAL_TYPE"                     
[17] "RADIATIONS_RADIATION_REGIMENINDICATION"
[18] "NUMBER_PACK_YEARS_SMOKED"              
[19] "YEAR_OF_TOBACCO_SMOKING_ONSET"         
[20] "RACE"                                  
[21] "ETHNICITY"                             
[22] "BATCH_NUMBER"                          

Input Data has 22 rows and 524 columns.

[1] "Batch" "22"   
[1] "Last Follow UP"
Variable 1:'YEARS_TO_BIRTH':	nDistinctValues=59,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 2:'VITAL_STATUS':	nDistinctValues=2,	numeric=TRUE,	binary=TRUE,	exclude=FALSE.
Variable 3:'DAYS_TO_DEATH':	nDistinctValues=158,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
[1] "exclude grep('DAYS_?TO', vnms) to deal with survival parameters seperately"
Variable 4:'DAYS_TO_LAST_FOLLOWUP':	nDistinctValues=349,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
[1] "exclude grep('FOLLOWUP', vnms) to deal with survival parameters seperately"
Variable 5:'PRIMARY_SITE_OF_DISEASE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "PRIMARY_SITE_OF_DISEASE is excluded in the analysis because there is no more than two cases of (unique non-NA values)"
Variable 6:'NEOPLASM_DISEASESTAGE':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 7:'PATHOLOGY_T_STAGE':	nDistinctValues=11,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 8:'PATHOLOGY_N_STAGE':	nDistinctValues=3,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 9:'PATHOLOGY_M_STAGE':	nDistinctValues=3,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 10:'DCC_UPLOAD_DATE':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "DCC_UPLOAD_DATE excluded in the analysis because there is no case of (both >= 3) in the table below"
              19-3-2015 5-3-2015
freq.values   "523"     "1"     
freq.contrast "1"       "523"   
both >= 3     "FALSE"   "FALSE" 
Variable 11:'GENDER':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 12:'DATE_OF_INITIAL_PATHOLOGIC_DIAGNOSIS':	nDistinctValues=16,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
[1] "exclude grep('DATE', vnms) to deal with survival parameters seperately"
Variable 13:'DAYS_TO_LAST_KNOWN_ALIVE':	nDistinctValues=55,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
[1] "exclude grep('DAYS_?TO', vnms) to deal with survival parameters seperately"
Variable 14:'RADIATION_THERAPY':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "RADIATION_THERAPY is excluded in the analysis because there is no more than two cases of (unique non-NA values)"
Variable 15:'KARNOFSKY_PERFORMANCE_SCORE':	nDistinctValues=6,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 16:'HISTOLOGICAL_TYPE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "HISTOLOGICAL_TYPE is excluded in the analysis because there is no more than two cases of (unique non-NA values)"
Variable 17:'RADIATIONS_RADIATION_REGIMENINDICATION':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "RADIATIONS_RADIATION_REGIMENINDICATION excluded in the analysis because there is no case of (both >= 3) in the table below"
              NO      YES    
freq.values   "1"     "523"  
freq.contrast "523"   "1"    
both >= 3     "FALSE" "FALSE"
Variable 18:'NUMBER_PACK_YEARS_SMOKED':	nDistinctValues=10,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 19:'YEAR_OF_TOBACCO_SMOKING_ONSET':	nDistinctValues=7,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 20:'RACE':	nDistinctValues=3,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 21:'ETHNICITY':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 22:'BATCH_NUMBER':	nDistinctValues=16,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] NA
[1] "## **** detect survival parameters (defined in index such as ind_OS, ind_MFS, ind_RFS, ind_RFS, ind_BCR and ind_d2ssd) *** ##"
[1] "detected survival parameters using [ind_OS, overall_survival]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_OS, curated_overall_survival]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_TCGAOS]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survivial parameters using [ind_MFS]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_RFS]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_BCR]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_Progression]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [index_additional_survival_time]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using condition: [is.null(surv.mat)&&(selection=='SURV')]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "************ conversion from categorical data to rank data ********** "
[1] "PATHOLOGY_T_STAGE is converted to numeric rank data using modified categoies"
[1] "PATHOLOGY_N_STAGE is converted to numeric rank data using modified categoies"
[1] "PATHOLOGY_M_STAGE is converted to rank data using modified categoies"
[1] "****** SUMMARY ***** "
Output Data has 524 columns, 1 survival variables, and 11 non-survival variables.
[1] "* survival variables: "
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "* non-survival variables: "
 [1] "YEARS_TO_BIRTH"                "NEOPLASM_DISEASESTAGE"        
 [3] "PATHOLOGY_T_STAGE"             "PATHOLOGY_N_STAGE"            
 [5] "PATHOLOGY_M_STAGE"             "GENDER"                       
 [7] "KARNOFSKY_PERFORMANCE_SCORE"   "NUMBER_PACK_YEARS_SMOKED"     
 [9] "YEAR_OF_TOBACCO_SMOKING_ONSET" "RACE"                         
[11] "ETHNICITY"                    
YEARS_TO_BIRTH, nv=59, binary=FALSE, numeric=TRUE
NEOPLASM_DISEASESTAGE, nv=4, binary=FALSE, numeric=FALSE
PATHOLOGY_T_STAGE, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.T',vnm)"
vv
 T1  T2  T3  T4 
265  69 179  11 
[1] "table(vv)"
vv
 T1  T2  T3  T4 
265  69 179  11 
$ClinVariableName
[1] "PATHOLOGY_T_STAGE"

$Table
vv
 T1  T2  T3  T4 
265  69 179  11 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


 T1  T2  T3  T4 
265  69 179  11 
PATHOLOGY_N_STAGE, nv=2, binary=FALSE, numeric=TRUE
PATHOLOGY_M_STAGE, nv=2, binary=FALSE, numeric=TRUE
GENDER, nv=2, binary=FALSE, numeric=FALSE
KARNOFSKY_PERFORMANCE_SCORE, nv=6, binary=FALSE, numeric=TRUE
NUMBER_PACK_YEARS_SMOKED, nv=10, binary=FALSE, numeric=TRUE
YEAR_OF_TOBACCO_SMOKING_ONSET, nv=7, binary=FALSE, numeric=TRUE
RACE, nv=3, binary=FALSE, numeric=FALSE
ETHNICITY, nv=2, binary=FALSE, numeric=FALSE

Clustering(1) Variable = 1P GAIN MUTATION ANALYSIS
D1V1, survival
                   sevent
clus2                 0   1
  1P GAIN MUTATED    11  13
  1P GAIN WILD-TYPE 343 155
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               24               498 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               13               155 
$`1P GAIN MUTATED`
TCGA-A3-3316 TCGA-A3-3372 TCGA-AK-3430 TCGA-AK-3455 TCGA-B0-4815 TCGA-B0-4838 
       49.08        24.16        15.78        22.45        52.21        27.42 
TCGA-B0-5092 TCGA-B0-5109 TCGA-B8-4143 TCGA-B8-5551 TCGA-BP-4352 TCGA-BP-4756 
       15.09        19.30        23.31         0.53        11.31        12.30 
TCGA-BP-4771 TCGA-BP-4974 TCGA-BP-5175 TCGA-CJ-4635 TCGA-CJ-4873 TCGA-CJ-5679 
        5.33         7.23        30.64        46.55        74.27        22.32 
TCGA-CJ-6027 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4858 TCGA-CZ-5452 TCGA-MM-A564 
       60.99        83.90        18.77        69.21        58.82        19.96 

$`1P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3433 
       29.10        84.36        73.08        66.31        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       68.61        67.20        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3456 
       40.01        58.49        48.69        45.93        28.73        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       19.00         1.38         3.62        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 
        2.14        19.73         3.16        43.96         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 
       20.25        15.72        46.59         0.59         5.52        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       54.48        29.10        10.09        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       45.30        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       25.32        18.51        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
       27.02         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
       14.27        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 
       31.89        12.33        33.99        31.33        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       13.15        61.68        10.82        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       36.53        20.38        36.39        10.98        37.25        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4975 
       58.98        14.24        48.89        49.38        45.50        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
        5.82        43.00        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       53.52        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       79.66        47.18        75.06        77.36        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       66.21        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       27.65        39.45        59.44        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
       49.97        51.29        58.92        49.18        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
       63.88        72.00        79.89        84.66        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       53.26        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 
       66.31        78.18        74.66         1.35       105.93       103.43 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4860 
       25.45        46.16         0.59        47.08        58.75         6.77 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 
       14.66        60.59        63.39        93.04         5.46        61.41 
TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 
       63.42         0.82        23.74        18.44        56.28        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 
       57.21        47.54        22.52         2.40         1.94        31.10 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A84U TCGA-MW-A4EC 
       70.13        35.87         2.01        19.43        15.25        10.85 

  1P GAIN MUTATED 1P GAIN WILD-TYPE 
             0.53              0.07 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
            83.90            120.59 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
           22.880            36.835 
[1] "0.5 - 83.9 (22.9)"  "0.1 - 120.6 (36.8)"
[1] "hr=" "2.1"
D1V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  1P GAIN MUTATED         7        4         8        5
  1P GAIN WILD-TYPE     253       53       119       75
D1V3, multiclass
           clus
vv          1P GAIN MUTATED 1P GAIN WILD-TYPE
  STAGE I                 7               253
  STAGE II                4                53
  STAGE III               8               119
  STAGE IV                5                75
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  1P GAIN MUTATED     8   4  12   0
  1P GAIN WILD-TYPE 257  65 167  11
D1V4, multiclass
    clus
vv   1P GAIN MUTATED 1P GAIN WILD-TYPE
  T1               8               257
  T2               4                65
  T3              12               167
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V5, binary
                   cls
clus                  0   1
  1P GAIN MUTATED    10   2
  1P GAIN WILD-TYPE 222  16
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED     10    2
  1P GAIN WILD-TYPE  222   16
   clus
vv  1P GAIN MUTATED 1P GAIN WILD-TYPE
  0              10               222
  1               2                16
[1] 2 2
[1] FALSE
D1V6, binary
                   cls
clus                  0   1
  1P GAIN MUTATED    18   5
  1P GAIN WILD-TYPE 400  73
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED     18    5
  1P GAIN WILD-TYPE  400   73
   clus
vv  1P GAIN MUTATED 1P GAIN WILD-TYPE
  0              18               400
  1               5                73
[1] 2 2
[1] FALSE
D1V7, binary
                   cls
clus                  0   1
  1P GAIN MUTATED     8  16
  1P GAIN WILD-TYPE 180 320
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED      8   16
  1P GAIN WILD-TYPE  180  320
        clus
vv       1P GAIN MUTATED 1P GAIN WILD-TYPE
  FEMALE               8               180
  MALE                16               320
[1] 2 2
[1] FALSE
D1V8, continuous
D1V9, continuous
D1V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  1P GAIN MUTATED       1                         2    21
  1P GAIN WILD-TYPE     7                        50   436
D1V11, multiclass
                           clus
vv                          1P GAIN MUTATED 1P GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  21               436
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V12, binary
                   cls
clus                  0   1
  1P GAIN MUTATED     1  15
  1P GAIN WILD-TYPE  25 330
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED      1   15
  1P GAIN WILD-TYPE   25  330
                        clus
vv                       1P GAIN MUTATED 1P GAIN WILD-TYPE
  HISPANIC OR LATINO                   1                25
  NOT HISPANIC OR LATINO              15               330
[1] 2 2
[1] FALSE

Clustering(2) Variable = 1Q GAIN MUTATION ANALYSIS
D2V1, survival
                   sevent
clus2                 0   1
  1Q GAIN MUTATED    28  23
  1Q GAIN WILD-TYPE 326 145
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               51               471 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               23               145 
$`1Q GAIN MUTATED`
TCGA-A3-3316 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3372 TCGA-A3-3382 TCGA-AK-3430 
       49.08        34.29        31.07        24.16        18.87        15.78 
TCGA-AK-3450 TCGA-AK-3455 TCGA-B0-4713 TCGA-B0-4815 TCGA-B0-4838 TCGA-B0-4848 
       58.49        22.45         6.64        52.21        27.42        29.03 
TCGA-B0-5092 TCGA-B0-5096 TCGA-B0-5109 TCGA-B0-5115 TCGA-B0-5701 TCGA-B4-5843 
       15.09         2.24        19.30        26.20        56.94         0.36 
TCGA-B8-4143 TCGA-B8-5551 TCGA-BP-4161 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4331 
       23.31         0.53        90.28        61.78        64.27        80.68 
TCGA-BP-4342 TCGA-BP-4352 TCGA-BP-4756 TCGA-BP-4771 TCGA-BP-4781 TCGA-BP-4974 
       74.17        11.31        12.30         5.33        68.38         7.23 
TCGA-BP-5173 TCGA-BP-5175 TCGA-CJ-4635 TCGA-CJ-4640 TCGA-CJ-4873 TCGA-CJ-4876 
        1.78        30.64        46.55        65.69        74.27        64.27 
TCGA-CJ-4881 TCGA-CJ-4916 TCGA-CJ-4923 TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5679 
       66.21        45.14        18.81        79.89        18.87        22.32 
TCGA-CJ-6027 TCGA-CW-5587 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4858 
       60.99        73.18        83.90        18.77        46.16        69.21 
TCGA-CZ-5452 TCGA-G6-A5PC TCGA-MM-A564 
       58.82         7.96        19.96 

$`1Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3346 
       38.99        24.69        37.38        48.82        21.86         4.50 
TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 
       52.93        45.53        29.92        18.44        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 
       53.29        43.20        55.76        20.71        18.64        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       66.31        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 
       46.78        48.36        42.08        40.01        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       28.73        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       40.70         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 
        3.25        20.25        15.72        46.59         0.59         5.52 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
       45.07        33.50        16.77         6.02        40.44        36.53 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 
       14.93        54.48        29.10        10.09        78.44        68.71 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       40.70        45.30        53.88         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 
       10.29        65.29        39.45        26.07         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5097 TCGA-B0-5098 
       25.32        18.51        10.95         8.05        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       29.95        35.90        11.80        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 
       60.33        84.92        90.12        52.77        39.55       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 
       79.36       102.48        47.97        96.36        89.49        61.32 
TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 
       97.41        32.61        35.90         1.68        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR 
       31.30        11.77        10.36        32.98        21.57        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
        9.57         5.75         0.23         1.25         0.53         4.64 
TCGA-B4-5838 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        5.46         0.23        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
       16.60         6.38        14.27        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       23.05        77.03        62.24        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
        3.58        27.78        62.07        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 
        0.07        93.99        18.48        52.24        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        31.89        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       31.33        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 
       41.75        71.80        48.07        13.15        61.68        10.82 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
       61.97        60.59        13.51        56.91        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       71.41        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
        6.74        57.40        58.98        14.24        48.89        49.38 
TCGA-BP-4973 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
       45.50        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       46.45        31.30        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 
       46.45        16.47         5.82        43.00        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 
       35.21        36.23        28.87        48.10         6.35        79.30 
TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       74.20        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4641 
       59.84        63.25        73.22        14.17        75.88        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       53.52        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4882 
       79.66        47.18        75.06        77.36        71.87        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       59.44        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5676 TCGA-CJ-5677 
        3.06         4.57        63.88        72.00        84.66        25.71 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       53.26        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5588 
       64.57        92.02        81.83         5.39        85.78        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4853 
       78.18        74.66         1.35       105.93       103.43        25.45 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 
        0.59        47.08        58.75         6.77        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5453 
       63.39        93.04         5.46        61.41        63.42         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
       23.74        18.44        56.28        55.33        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       47.01        10.85        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       22.52         2.40         1.94        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        6.77         4.18        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        15.25        10.85 

  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
             0.36              0.07 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
            90.28            120.59 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
            30.64             36.53 
[1] "0.4 - 90.3 (30.6)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "1.5"
D2V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  1Q GAIN MUTATED        17        9        17        8
  1Q GAIN WILD-TYPE     243       48       110       72
D2V3, multiclass
           clus
vv          1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  STAGE I                17               243
  STAGE II                9                48
  STAGE III              17               110
  STAGE IV                8                72
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  1Q GAIN MUTATED    19  11  21   0
  1Q GAIN WILD-TYPE 246  58 158  11
D2V4, multiclass
    clus
vv   1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  T1              19               246
  T2              11                58
  T3              21               158
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V5, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED    24   3
  1Q GAIN WILD-TYPE 208  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED     24    3
  1Q GAIN WILD-TYPE  208   15
   clus
vv  1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  0              24               208
  1               3                15
[1] 2 2
[1] FALSE
D2V6, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED    41   9
  1Q GAIN WILD-TYPE 377  69
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED     41    9
  1Q GAIN WILD-TYPE  377   69
   clus
vv  1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  0              41               377
  1               9                69
[1] 2 2
[1] FALSE
D2V7, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED    16  35
  1Q GAIN WILD-TYPE 172 301
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED     16   35
  1Q GAIN WILD-TYPE  172  301
        clus
vv       1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  FEMALE              16               172
  MALE                35               301
[1] 2 2
[1] FALSE
D2V8, continuous
D2V9, continuous
[1] "Remove cluster labels:" "1Q GAIN MUTATED"       
clus
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
                1                14 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5158        TCGA-B8-5164        TCGA-B8-A54E 
"1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" 
       TCGA-B8-A54F        TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0 
"1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563 
"1Q GAIN WILD-TYPE" "1Q GAIN WILD-TYPE" 
D2V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  1Q GAIN MUTATED       1                         4    46
  1Q GAIN WILD-TYPE     7                        48   411
D2V11, multiclass
                           clus
vv                          1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               4                48
  WHITE                                  46               411
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V12, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED     3  33
  1Q GAIN WILD-TYPE  23 312
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED      3   33
  1Q GAIN WILD-TYPE   23  312
                        clus
vv                       1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   3                23
  NOT HISPANIC OR LATINO              33               312
[1] 2 2
[1] FALSE

Clustering(3) Variable = 2P GAIN MUTATION ANALYSIS
D3V1, survival
                   sevent
clus2                 0   1
  2P GAIN MUTATED    54  22
  2P GAIN WILD-TYPE 300 146
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               76               446 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               22               146 
$`2P GAIN MUTATED`
TCGA-3Z-A93Z TCGA-A3-3372 TCGA-A3-3382 TCGA-A3-A8CQ TCGA-AK-3429 TCGA-AK-3430 
       12.66        24.16        18.87         0.10        66.31        15.78 
TCGA-AK-3444 TCGA-AK-3450 TCGA-B0-4690 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4811 
       48.36        58.49         1.41        19.73         3.16        46.59 
TCGA-B0-4813 TCGA-B0-5099 TCGA-B0-5109 TCGA-B0-5113 TCGA-B0-5702 TCGA-B4-5832 
        0.59        15.95        19.30        11.80        52.77         0.23 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B8-4620 TCGA-B8-5159 TCGA-B8-5549 TCGA-B8-5550 
        5.46         0.36        25.55        23.74         6.38        14.27 
TCGA-B8-5551 TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4166 TCGA-BP-4174 TCGA-BP-4337 
        0.53         4.93       101.06         0.43        61.78         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4342 TCGA-BP-4347 TCGA-BP-4351 TCGA-BP-4756 
       93.99        18.48        74.17        44.94        31.89        12.30 
TCGA-BP-4763 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4799 
       41.75        48.07        13.15        60.59        68.38        37.25 
TCGA-BP-4804 TCGA-BP-4969 TCGA-BP-4985 TCGA-BP-4989 TCGA-BP-5173 TCGA-BP-5178 
       47.97        58.98        31.30         3.88         1.78        62.86 
TCGA-BP-5185 TCGA-BP-5200 TCGA-CJ-4876 TCGA-CJ-4893 TCGA-CJ-4897 TCGA-CJ-4901 
       37.22        34.95        64.27        24.66        59.44        47.67 
TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5676 TCGA-CJ-5682 
       51.29        49.28        63.88        72.00        84.66        61.91 
TCGA-CJ-6028 TCGA-CJ-6032 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5591 TCGA-CZ-4854 
       53.42        83.77        73.18        66.31        74.66        46.16 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 
       69.21        58.75         6.77        56.28        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-EU-5905 
       10.85        31.10        67.96         3.91 

$`2P GAIN WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.16        36.82        47.21         0.53        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.64        28.31        65.52        20.28        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       73.08        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       46.78        42.08        40.01        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       40.70         1.41         3.32         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        5.98         2.14        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       15.72         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       52.08        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       29.95        35.90        26.20        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5705 
       60.33        84.92        90.12        56.94        39.55       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 
       79.36       102.48        47.97        96.36        89.49        61.32 
TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 
       97.41        32.61        35.90         1.68        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR 
       31.30        11.77        10.36        32.98        21.57        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5844 
        9.57         5.75         1.25         0.53         4.64         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5162 TCGA-B8-5163 
       17.19        25.91        23.01        20.91         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5552 TCGA-B8-5553 
        0.85        24.23        17.16        16.60        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J 
       27.29        29.88        17.06         1.74         8.42        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 
       90.28        93.34        32.61        99.85        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       77.03        62.24        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4349 
       15.16        52.24        62.86        54.77        49.08        12.23 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 
       11.31        12.33        33.99        31.33        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 
       77.62         5.98        44.15        71.80        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
        5.33        61.97        13.51        56.91        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
       36.95         6.71         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        46.45        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       36.95        27.22        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
        6.35        79.30        74.20        30.64        52.27         9.63 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 
       74.40        49.15        38.30        42.44        37.25        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 
       24.62        33.47        19.82        44.55        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       77.36        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 
       50.01        27.65        39.45        50.24        56.35        49.97 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       58.92        49.18        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 
        3.06         4.57        18.81        79.89        25.71        18.87 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       22.32        25.25        18.15        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5580 
       53.26        60.99        75.58        62.66         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5589 TCGA-CW-6087 
       92.02        81.83         5.39        85.78        78.18         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 
      105.93        83.90       103.43        18.77        25.45         0.59 
TCGA-CZ-4857 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
       47.08        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       56.94        55.33        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 
       22.52         2.40         1.94        12.69        80.19        65.65 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       12.26        14.63        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       23.90        66.02        18.12         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  2P GAIN MUTATED 2P GAIN WILD-TYPE 
             0.07              0.10 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
           101.06            120.59 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
            39.50             36.15 
[1] "0.1 - 101.1 (39.5)" "0.1 - 120.6 (36.1)"
[1] "hr=" "1.1"
D3V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  2P GAIN MUTATED        33        9        26        8
  2P GAIN WILD-TYPE     227       48       101       72
D3V3, multiclass
           clus
vv          2P GAIN MUTATED 2P GAIN WILD-TYPE
  STAGE I                33               227
  STAGE II                9                48
  STAGE III              26               101
  STAGE IV                8                72
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  2P GAIN MUTATED    34   9  31   2
  2P GAIN WILD-TYPE 231  60 148   9
D3V4, multiclass
    clus
vv   2P GAIN MUTATED 2P GAIN WILD-TYPE
  T1              34               231
  T2               9                60
  T3              31               148
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D3V5, binary
                   cls
clus                  0   1
  2P GAIN MUTATED    36   3
  2P GAIN WILD-TYPE 196  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED     36    3
  2P GAIN WILD-TYPE  196   15
   clus
vv  2P GAIN MUTATED 2P GAIN WILD-TYPE
  0              36               196
  1               3                15
[1] 2 2
[1] FALSE
D3V6, binary
                   cls
clus                  0   1
  2P GAIN MUTATED    66   8
  2P GAIN WILD-TYPE 352  70
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED     66    8
  2P GAIN WILD-TYPE  352   70
   clus
vv  2P GAIN MUTATED 2P GAIN WILD-TYPE
  0              66               352
  1               8                70
[1] 2 2
[1] FALSE
D3V7, binary
                   cls
clus                  0   1
  2P GAIN MUTATED    27  49
  2P GAIN WILD-TYPE 161 287
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED     27   49
  2P GAIN WILD-TYPE  161  287
        clus
vv       2P GAIN MUTATED 2P GAIN WILD-TYPE
  FEMALE              27               161
  MALE                49               287
[1] 2 2
[1] FALSE
D3V8, continuous
D3V9, continuous
[1] "Remove cluster labels:" "2P GAIN MUTATED"       
clus
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
                1                14 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-4621 
"2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" 
       TCGA-B8-5158        TCGA-B8-5164        TCGA-B8-A54E        TCGA-B8-A54F 
"2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563 
"2P GAIN WILD-TYPE" "2P GAIN WILD-TYPE" 
D3V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  2P GAIN MUTATED       1                         4    71
  2P GAIN WILD-TYPE     7                        48   386
D3V11, multiclass
                           clus
vv                          2P GAIN MUTATED 2P GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               4                48
  WHITE                                  71               386
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D3V12, binary
                   cls
clus                  0   1
  2P GAIN MUTATED     4  44
  2P GAIN WILD-TYPE  22 301
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED      4   44
  2P GAIN WILD-TYPE   22  301
                        clus
vv                       2P GAIN MUTATED 2P GAIN WILD-TYPE
  HISPANIC OR LATINO                   4                22
  NOT HISPANIC OR LATINO              44               301
[1] 2 2
[1] FALSE

Clustering(4) Variable = 2Q GAIN MUTATION ANALYSIS
D4V1, survival
                   sevent
clus2                 0   1
  2Q GAIN MUTATED    55  23
  2Q GAIN WILD-TYPE 299 145
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               78               444 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               23               145 
$`2Q GAIN MUTATED`
TCGA-3Z-A93Z TCGA-A3-3372 TCGA-A3-3382 TCGA-A3-A8CQ TCGA-AK-3429 TCGA-AK-3444 
       12.66        24.16        18.87         0.10        66.31        48.36 
TCGA-AK-3450 TCGA-B0-4690 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4811 TCGA-B0-4813 
       58.49         1.41        19.73         3.16        46.59         0.59 
TCGA-B0-5099 TCGA-B0-5109 TCGA-B0-5113 TCGA-B0-5702 TCGA-B4-5832 TCGA-B4-5838 
       15.95        19.30        11.80        52.77         0.23         5.46 
TCGA-B4-5843 TCGA-B8-4620 TCGA-B8-5159 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
        0.36        25.55        23.74         6.38        14.27         0.53 
TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4166 TCGA-BP-4170 TCGA-BP-4174 TCGA-BP-4337 
        4.93       101.06         0.43        77.03        61.78         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4342 TCGA-BP-4347 TCGA-BP-4351 TCGA-BP-4756 
       93.99        18.48        74.17        44.94        31.89        12.30 
TCGA-BP-4763 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4799 
       41.75        48.07        13.15        60.59        68.38        37.25 
TCGA-BP-4804 TCGA-BP-4969 TCGA-BP-4985 TCGA-BP-4989 TCGA-BP-5001 TCGA-BP-5173 
       47.97        58.98        31.30         3.88        38.70         1.78 
TCGA-BP-5174 TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5200 TCGA-CJ-4644 TCGA-CJ-4876 
       74.20        62.86        37.22        34.95        11.05        64.27 
TCGA-CJ-4893 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-5671 
       24.66        59.44        47.67        51.29        49.28        63.88 
TCGA-CJ-5672 TCGA-CJ-5676 TCGA-CJ-5682 TCGA-CJ-6028 TCGA-CJ-6032 TCGA-CW-5587 
       72.00        84.66        61.91        53.42        83.77        73.18 
TCGA-CW-5588 TCGA-CW-5591 TCGA-CZ-4854 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 
       66.31        74.66        46.16        69.21        58.75         6.77 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5469 TCGA-EU-5905 
       56.28        55.33        47.01        10.85        31.10         3.91 

$`2Q GAIN WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.16        36.82        47.21         0.53        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.64        28.31        65.52        20.28        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 
       73.08        15.78        60.92        72.07        68.61        67.20 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 
       57.37        46.78        42.08        40.01        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 
       12.13        40.70         1.41         3.32         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 
        7.82         5.98         2.14        43.96         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       20.25        15.72         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       21.86        52.08        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       30.48        29.95        35.90        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5703 
       56.78        60.33        84.92        90.12        56.94        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       16.67         9.57         5.75         1.25         0.53         4.64 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5162 
       24.66        17.19        25.91        23.01        20.91         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5552 
       27.02         0.85        24.23        17.16        16.60        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4167 
       94.72        90.28        93.34        32.61        99.85        89.36 
TCGA-BP-4169 TCGA-BP-4173 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       23.05        62.24        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4349 
       15.16        52.24        62.86        54.77        49.08        12.23 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 
       11.31        12.33        33.99        31.33        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 
       77.62         5.98        44.15        71.80        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
        5.33        61.97        13.51        56.91        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
       36.95         6.71         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        46.45        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       36.95        27.22        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5004 TCGA-BP-5006 
       45.07        30.64        41.62        18.51        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 
       79.30        30.64        52.27         9.63        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       38.30        42.44        37.25        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       19.82        44.55        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       53.52        58.95        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4881 
       47.18        74.27        75.06        77.36        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4894 TCGA-CJ-4895 
       63.98        68.55        26.93        50.01        27.65        39.45 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       50.24        56.35        49.97        58.92        49.18        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       79.89        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 
       62.10        73.35        67.00        53.26        60.99        75.58 
TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       62.66         7.36        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5589 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       85.78        78.18         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4861 TCGA-CZ-4862 
       18.77        25.45         0.59        47.08        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       63.39        93.04         5.46        61.41        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 
        0.82        23.74        18.44        56.94        55.33        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       21.76        57.21        47.54        22.52         2.40         1.94 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
       18.12         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
             0.07              0.10 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
           101.06            120.59 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
           40.225            35.985 
[1] "0.1 - 101.1 (40.2)" "0.1 - 120.6 (36.0)"
[1] "hr=" "1.1"
D4V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  2Q GAIN MUTATED        35        9        25        9
  2Q GAIN WILD-TYPE     225       48       102       71
D4V3, multiclass
           clus
vv          2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  STAGE I                35               225
  STAGE II                9                48
  STAGE III              25               102
  STAGE IV                9                71
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  2Q GAIN MUTATED    36   9  31   2
  2Q GAIN WILD-TYPE 229  60 148   9
D4V4, multiclass
    clus
vv   2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  T1              36               229
  T2               9                60
  T3              31               148
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D4V5, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED    37   2
  2Q GAIN WILD-TYPE 195  16
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED     37    2
  2Q GAIN WILD-TYPE  195   16
   clus
vv  2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  0              37               195
  1               2                16
[1] 2 2
[1] FALSE
D4V6, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED    67   9
  2Q GAIN WILD-TYPE 351  69
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED     67    9
  2Q GAIN WILD-TYPE  351   69
   clus
vv  2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  0              67               351
  1               9                69
[1] 2 2
[1] FALSE
D4V7, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED    31  47
  2Q GAIN WILD-TYPE 157 289
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED     31   47
  2Q GAIN WILD-TYPE  157  289
        clus
vv       2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  FEMALE              31               157
  MALE                47               289
[1] 2 2
[1] FALSE
D4V8, continuous
D4V9, continuous
[1] "Remove cluster labels:" "2Q GAIN MUTATED"       
clus
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
                1                14 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-4621 
"2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" 
       TCGA-B8-5158        TCGA-B8-5164        TCGA-B8-A54E        TCGA-B8-A54F 
"2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563 
"2Q GAIN WILD-TYPE" "2Q GAIN WILD-TYPE" 
D4V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  2Q GAIN MUTATED       1                         4    73
  2Q GAIN WILD-TYPE     7                        48   384
D4V11, multiclass
                           clus
vv                          2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               4                48
  WHITE                                  73               384
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D4V12, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED     5  45
  2Q GAIN WILD-TYPE  21 300
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED      5   45
  2Q GAIN WILD-TYPE   21  300
                        clus
vv                       2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   5                21
  NOT HISPANIC OR LATINO              45               300
[1] 2 2
[1] FALSE

Clustering(5) Variable = 3P GAIN MUTATION ANALYSIS
D5V1, survival
                   sevent
clus2                 0   1
  3P GAIN MUTATED    10   9
  3P GAIN WILD-TYPE 344 159
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               19               503 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
                9               159 
$`3P GAIN MUTATED`
TCGA-A3-3374 TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4699 TCGA-B0-4712 TCGA-B0-5081 
       43.20        57.37        45.93         3.62        43.96        11.90 
TCGA-B0-5084 TCGA-B4-5835 TCGA-BP-4337 TCGA-BP-4352 TCGA-BP-4969 TCGA-BP-4994 
        7.30         0.53         0.07        11.31        58.98        43.00 
TCGA-BP-5175 TCGA-BP-5198 TCGA-CJ-4638 TCGA-CJ-4897 TCGA-CW-6087 TCGA-CZ-5456 
       30.64        19.82        14.17        59.44         1.35        56.28 
TCGA-CZ-5469 
       31.10 

$`3P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 
       60.92        72.07        68.61        67.20        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 
       42.08        40.01        58.49        48.69        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 
       37.58        38.40        31.27        28.04        12.13        40.70 
TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
        1.41         3.32         1.41         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       28.47        19.00         1.38        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        2.14        19.73         3.16         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       54.48        29.10        10.09        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       10.29        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5085 
       36.85        70.52        20.94        43.30        11.24        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        0.23         1.25         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       17.19        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
        6.38        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 
       90.28       101.06        93.34        32.61        99.85         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4338 TCGA-BP-4340 
       80.68        37.25        21.21        15.16        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       12.23        31.89        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
       71.80        48.07        13.15        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       60.95        15.78        48.95        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       87.45        71.41        63.62        58.68        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
       61.51         6.74        57.40        14.24        48.89        49.38 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 
       45.50         7.23        47.11        53.65        14.93        36.07 
TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 
       33.34        46.45        31.30        25.81        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 
        3.88        46.45        16.47         5.82        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 
       35.21        36.23        28.87        48.10         6.35        79.30 
TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
        1.78        74.20        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       24.62        33.47        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4640 
       59.84        46.55        63.25        73.22        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 
       50.01        24.66        27.65        39.45        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 
       47.67        49.97        51.29        58.92        49.18        49.28 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 
       50.33        54.48        38.56        45.14         3.06         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 
       18.81        63.88        72.00        79.89        84.66        25.71 
TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 
       18.87        22.32        25.25        18.15        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 
       73.35        67.00        53.26        60.99        53.42        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 
        5.39        85.78        73.18        66.31        78.18        74.66 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 
       60.59        63.39        93.04         5.46        61.41        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 
       58.82         0.82        23.74        18.44        55.33        56.94 
TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 
       55.33        47.01        10.85        10.22        21.76        57.21 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 
       47.54        22.52         2.40         1.94        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  3P GAIN MUTATED 3P GAIN WILD-TYPE 
             0.07              0.10 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
            59.44            120.59 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
            30.64             36.53 
[1] "0.1 - 59.4 (30.6)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "2.1"
D5V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  3P GAIN MUTATED         6        3         4        6
  3P GAIN WILD-TYPE     254       54       123       74
D5V3, multiclass
           clus
vv          3P GAIN MUTATED 3P GAIN WILD-TYPE
  STAGE I                 6               254
  STAGE II                3                54
  STAGE III               4               123
  STAGE IV                6                74
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  3P GAIN MUTATED     6   3   9   1
  3P GAIN WILD-TYPE 259  66 170  10
D5V4, multiclass
    clus
vv   3P GAIN MUTATED 3P GAIN WILD-TYPE
  T1               6               259
  T2               3                66
  T3               9               170
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D5V5, binary
                   cls
clus                  0   1
  3P GAIN MUTATED     9   3
  3P GAIN WILD-TYPE 223  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED      9    3
  3P GAIN WILD-TYPE  223   15
   clus
vv  3P GAIN MUTATED 3P GAIN WILD-TYPE
  0               9               223
  1               3                15
[1] 2 2
[1] FALSE
D5V6, binary
                   cls
clus                  0   1
  3P GAIN MUTATED    13   6
  3P GAIN WILD-TYPE 405  72
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED     13    6
  3P GAIN WILD-TYPE  405   72
   clus
vv  3P GAIN MUTATED 3P GAIN WILD-TYPE
  0              13               405
  1               6                72
[1] 2 2
[1] FALSE
D5V7, binary
                   cls
clus                  0   1
  3P GAIN MUTATED     9  10
  3P GAIN WILD-TYPE 179 326
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED      9   10
  3P GAIN WILD-TYPE  179  326
        clus
vv       3P GAIN MUTATED 3P GAIN WILD-TYPE
  FEMALE               9               179
  MALE                10               326
[1] 2 2
[1] FALSE
D5V8, continuous
D5V9, continuous
D5V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  3P GAIN MUTATED       0                         1    18
  3P GAIN WILD-TYPE     8                        51   439
D5V11, multiclass
                           clus
vv                          3P GAIN MUTATED 3P GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  18               439
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D5V12, binary
                   cls
clus                  0   1
  3P GAIN MUTATED     1  13
  3P GAIN WILD-TYPE  25 332
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED      1   13
  3P GAIN WILD-TYPE   25  332
                        clus
vv                       3P GAIN MUTATED 3P GAIN WILD-TYPE
  HISPANIC OR LATINO                   1                25
  NOT HISPANIC OR LATINO              13               332
[1] 2 2
[1] FALSE

Clustering(6) Variable = 3Q GAIN MUTATION ANALYSIS
D6V1, survival
                   sevent
clus2                 0   1
  3Q GAIN MUTATED    36  24
  3Q GAIN WILD-TYPE 318 144
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               60               462 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               24               144 
$`3Q GAIN MUTATED`
TCGA-A3-3325 TCGA-A3-3374 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3453 
       24.69        43.20        68.61        67.20        57.37        45.93 
TCGA-B0-4690 TCGA-B0-4699 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4833 TCGA-B0-5081 
        1.41         3.62        43.96         6.64        78.44        11.90 
TCGA-B0-5084 TCGA-B0-5097 TCGA-B0-5102 TCGA-B0-5109 TCGA-B0-5116 TCGA-B0-5696 
        7.30        21.86        90.87        19.30        21.60        56.78 
TCGA-B0-5710 TCGA-B4-5835 TCGA-B4-5838 TCGA-B8-4143 TCGA-B8-4620 TCGA-B8-4621 
       47.97         0.53         5.46        23.31        25.55        25.91 
TCGA-B8-5549 TCGA-B8-5551 TCGA-BP-4163 TCGA-BP-4167 TCGA-BP-4329 TCGA-BP-4337 
        6.38         0.53        93.34        89.36        27.78         0.07 
TCGA-BP-4338 TCGA-BP-4352 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4960 TCGA-BP-4969 
       93.99        11.31         5.98        44.15        71.41        58.98 
TCGA-BP-4985 TCGA-BP-4994 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5198 TCGA-CJ-4638 
       31.30        43.00         6.35        30.64        19.82        14.17 
TCGA-CJ-4640 TCGA-CJ-4871 TCGA-CJ-4881 TCGA-CJ-4897 TCGA-CJ-4900 TCGA-CJ-4901 
       65.69        79.66        66.21        59.44        56.35        47.67 
TCGA-CJ-6028 TCGA-CJ-6033 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6097 TCGA-CZ-4858 
       53.42         7.36        74.66         1.35        18.77        69.21 
TCGA-CZ-4860 TCGA-CZ-5456 TCGA-CZ-5460 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5469 
        6.77        56.28        47.01        57.21        47.54        31.10 

$`3Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       36.36        38.99        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        24.16        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3433 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 
       72.07        46.78        48.36        42.08        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       48.69        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 
       28.04        12.13        40.70         1.41         3.32         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        2.53         3.48        28.47        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4714 
        7.82         5.98         2.14        19.73         3.16         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 
       20.25        15.72        46.59         0.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
       45.07        33.50        16.77         6.02        40.44        36.53 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4834 TCGA-B0-4836 
       14.93        54.48        29.10        10.09        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       10.29        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5085 
       36.85        70.52        20.94        43.30        11.24        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5098 
       18.51        15.09        10.95         8.05         2.24        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       15.95        62.89        90.48        52.54        30.48        29.95 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 
       35.90        11.80        26.20        17.59         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 
       18.21        21.44        37.22        14.76        79.17       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5697 TCGA-B0-5698 
       48.89       101.13        15.78        46.68        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
      102.48        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        0.23         1.25         4.64         0.36         0.23        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4622 
       27.16        27.55        25.05        24.66        17.19        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
       17.16        16.60        14.27        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 
       90.28       101.06        32.61        99.85         0.43        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
       53.42         3.58        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       15.16        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        31.89        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4763 
       31.33        12.30        72.59        77.98        77.62        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
       71.80        48.07        13.15        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       60.95        15.78        48.95        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       87.45        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
        6.74        57.40        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
       16.47         5.82        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 
       28.87        48.10        79.30         1.78        74.20        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 
       31.79        23.47        13.41        24.62        33.47        44.55 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       34.95        31.27         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       73.22        75.88        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       21.24        83.97        49.25        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       77.36        64.27        71.87        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4902 
       50.01        24.66        27.65        39.45        50.24        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 
       72.00        79.89        84.66        25.71        18.87        22.32 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CW-5580 
       53.26        60.99        75.58        62.66        83.77        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4854 
       78.18       105.93        83.90       103.43        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
        0.59        47.08        58.75        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 
       23.74        18.44        55.33        56.94        55.33        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       10.22        21.76        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
        3.91         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
             0.07              0.10 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
            93.99            120.59 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
           37.150            36.375 
[1] "0.1 - 94.0 (37.1)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.3"
D6V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  3Q GAIN MUTATED        17        5        21       17
  3Q GAIN WILD-TYPE     243       52       106       63
D6V3, multiclass
           clus
vv          3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  STAGE I                17               243
  STAGE II                5                52
  STAGE III              21               106
  STAGE IV               17                63
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  3Q GAIN MUTATED    17   6  33   4
  3Q GAIN WILD-TYPE 248  63 146   7
D6V4, multiclass
    clus
vv   3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  T1              17               248
  T2               6                63
  T3              33               146
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D6V5, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED    30   7
  3Q GAIN WILD-TYPE 202  11
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED     30    7
  3Q GAIN WILD-TYPE  202   11
   clus
vv  3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  0              30               202
  1               7                11
[1] 2 2
[1] FALSE
D6V6, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED    43  17
  3Q GAIN WILD-TYPE 375  61
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED     43   17
  3Q GAIN WILD-TYPE  375   61
   clus
vv  3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  0              43               375
  1              17                61
[1] 2 2
[1] FALSE
D6V7, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED    20  40
  3Q GAIN WILD-TYPE 168 296
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED     20   40
  3Q GAIN WILD-TYPE  168  296
        clus
vv       3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  FEMALE              20               168
  MALE                40               296
[1] 2 2
[1] FALSE
D6V8, continuous
D6V9, continuous
[1] "Remove cluster labels:" "3Q GAIN MUTATED"       
clus
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
                1                14 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" 
       TCGA-B8-5158        TCGA-B8-5164        TCGA-B8-A54E        TCGA-B8-A54F 
"3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563 
"3Q GAIN WILD-TYPE" "3Q GAIN WILD-TYPE" 
D6V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  3Q GAIN MUTATED       0                         3    56
  3Q GAIN WILD-TYPE     8                        49   401
D6V11, multiclass
                           clus
vv                          3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               3                49
  WHITE                                  56               401
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D6V12, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED     3  39
  3Q GAIN WILD-TYPE  23 306
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED      3   39
  3Q GAIN WILD-TYPE   23  306
                        clus
vv                       3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   3                23
  NOT HISPANIC OR LATINO              39               306
[1] 2 2
[1] FALSE

Clustering(7) Variable = 4P GAIN MUTATION ANALYSIS
D7V1, survival
                   sevent
clus2                 0   1
  4P GAIN MUTATED     7   6
  4P GAIN WILD-TYPE 347 162
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
               13               509 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
                6               162 
$`4P GAIN MUTATED`
TCGA-A3-3374 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3440 TCGA-B0-4688 TCGA-B0-4696 
       43.20        15.78        72.07        57.37         3.32        28.47 
TCGA-B0-4813 TCGA-BP-4166 TCGA-BP-4342 TCGA-BP-4352 TCGA-BP-4977 TCGA-BP-4989 
        0.59         0.43        74.17        11.31        14.93         3.88 
TCGA-BP-4994 
       43.00 

$`4P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 
      109.91        29.10        84.36        73.08        66.31        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 
        1.41         4.57         2.53         3.48        19.00         1.38 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
        3.62        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       46.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 
        0.23         1.25         0.53         4.64         5.46         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 
       94.72        90.28       101.06        93.34        32.61        99.85 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       18.48        52.24        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       12.23        31.89        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
       71.80        48.07        13.15        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       60.95        15.78        48.95        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       87.45        71.41        63.62        58.68        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 
       49.38        45.50         7.23        47.11        53.65        36.07 
TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 
       33.34        46.45        31.30        25.81        36.95        27.22 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       46.45        16.47         5.82        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
       74.20        30.64        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       59.44        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       66.31        78.18        74.66         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       69.21        58.75         6.77        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
       23.74        18.44        56.28        55.33        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       47.01        10.85        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       22.52         2.40         1.94        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  4P GAIN MUTATED 4P GAIN WILD-TYPE 
             0.43              0.07 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
            74.17            120.59 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
            15.78             36.53 
[1] "0.4 - 74.2 (15.8)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "2"  
D7V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  4P GAIN MUTATED         4        2         5        2
  4P GAIN WILD-TYPE     256       55       122       78
D7V3, multiclass
           clus
vv          4P GAIN MUTATED 4P GAIN WILD-TYPE
  STAGE I                 4               256
  STAGE II                2                55
  STAGE III               5               122
  STAGE IV                2                78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  4P GAIN MUTATED     4   2   6   1
  4P GAIN WILD-TYPE 261  67 173  10
D7V4, multiclass
    clus
vv   4P GAIN MUTATED 4P GAIN WILD-TYPE
  T1               4               261
  T2               2                67
  T3               6               173
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D7V5, binary
                   cls
clus                  0   1
  4P GAIN MUTATED     8   1
  4P GAIN WILD-TYPE 224  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED      8    1
  4P GAIN WILD-TYPE  224   17
   clus
vv  4P GAIN MUTATED 4P GAIN WILD-TYPE
  0               8               224
  1               1                17
[1] 2 2
[1] FALSE
D7V6, binary
                   cls
clus                  0   1
  4P GAIN MUTATED    11   2
  4P GAIN WILD-TYPE 407  76
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED     11    2
  4P GAIN WILD-TYPE  407   76
   clus
vv  4P GAIN MUTATED 4P GAIN WILD-TYPE
  0              11               407
  1               2                76
[1] 2 2
[1] FALSE
D7V7, binary
                   cls
clus                  0   1
  4P GAIN MUTATED     3  10
  4P GAIN WILD-TYPE 185 326
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED      3   10
  4P GAIN WILD-TYPE  185  326
        clus
vv       4P GAIN MUTATED 4P GAIN WILD-TYPE
  FEMALE               3               185
  MALE                10               326
[1] 2 2
[1] FALSE
D7V8, continuous
[1] "Remove cluster labels:" "4P GAIN MUTATED"       
clus
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-AK-3426        TCGA-B0-4838        TCGA-B2-5639        TCGA-B4-5377 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834        TCGA-B4-5835 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843        TCGA-B4-5844 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858        TCGA-CZ-4860 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456        TCGA-CZ-5457 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-CZ-5465        TCGA-CZ-5469        TCGA-CZ-5982        TCGA-DV-5565 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" "4P GAIN WILD-TYPE" 
D7V9, continuous
D7V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  4P GAIN MUTATED       0                         1    12
  4P GAIN WILD-TYPE     8                        51   445
D7V11, multiclass
                           clus
vv                          4P GAIN MUTATED 4P GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  12               445
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D7V12, binary
                   cls
clus                  0   1
  4P GAIN MUTATED     0   8
  4P GAIN WILD-TYPE  26 337
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED      0    8
  4P GAIN WILD-TYPE   26  337
                        clus
vv                       4P GAIN MUTATED 4P GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO               8               337
[1] 2 2
[1] FALSE

Clustering(8) Variable = 4Q GAIN MUTATION ANALYSIS
D8V1, survival
                   sevent
clus2                 0   1
  4Q GAIN MUTATED     8   5
  4Q GAIN WILD-TYPE 346 163
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
               13               509 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
                5               163 
$`4Q GAIN MUTATED`
TCGA-A3-3374 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3440 TCGA-B0-4696 TCGA-B0-4813 
       43.20        15.78        72.07        57.37        28.47         0.59 
TCGA-BP-4166 TCGA-BP-4342 TCGA-BP-4352 TCGA-BP-4977 TCGA-BP-4989 TCGA-BP-4994 
        0.43        74.17        11.31        14.93         3.88        43.00 
TCGA-BP-5177 
        9.63 

$`4Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 
      109.91        29.10        84.36        73.08        66.31        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 
        3.32         1.41         4.57         2.53         3.48        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
       19.73         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       15.72        46.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
       21.86        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 
       52.54        30.48        29.95        19.30        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       26.20        21.60        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 
        5.75         0.23         1.25         0.53         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       99.85        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       93.99        18.48        52.24        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       44.94        12.23        31.89        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       12.30        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 
       41.75        71.80        48.07        13.15        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 
       27.22        46.45        16.47         5.82        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 
       35.21        36.23        28.87        48.10         6.35        79.30 
TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5178 TCGA-BP-5180 
        1.78        74.20        30.64        52.27        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       59.44        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       66.31        78.18        74.66         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       69.21        58.75         6.77        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
       23.74        18.44        56.28        55.33        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       47.01        10.85        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       22.52         2.40         1.94        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
             0.43              0.07 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
            74.17            120.59 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
            15.78             36.53 
[1] "0.4 - 74.2 (15.8)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "1.6"
D8V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  4Q GAIN MUTATED         5        2         5        1
  4Q GAIN WILD-TYPE     255       55       122       79
D8V3, multiclass
           clus
vv          4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  STAGE I                 5               255
  STAGE II                2                55
  STAGE III               5               122
  STAGE IV                1                79
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  4Q GAIN MUTATED     5   2   6   0
  4Q GAIN WILD-TYPE 260  67 173  11
D8V4, multiclass
    clus
vv   4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  T1               5               260
  T2               2                67
  T3               6               173
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D8V5, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED     7   1
  4Q GAIN WILD-TYPE 225  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED      7    1
  4Q GAIN WILD-TYPE  225   17
   clus
vv  4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  0               7               225
  1               1                17
[1] 2 2
[1] FALSE
D8V6, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED    12   1
  4Q GAIN WILD-TYPE 406  77
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED     12    1
  4Q GAIN WILD-TYPE  406   77
   clus
vv  4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  0              12               406
  1               1                77
[1] 2 2
[1] FALSE
D8V7, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED     4   9
  4Q GAIN WILD-TYPE 184 327
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED      4    9
  4Q GAIN WILD-TYPE  184  327
        clus
vv       4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  FEMALE               4               184
  MALE                 9               327
[1] 2 2
[1] FALSE
D8V8, continuous
[1] "Remove cluster labels:" "4Q GAIN MUTATED"       
clus
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-AK-3426        TCGA-B0-4838        TCGA-B2-5639        TCGA-B4-5377 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834        TCGA-B4-5835 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843        TCGA-B4-5844 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858        TCGA-CZ-4860 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456        TCGA-CZ-5457 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-CZ-5465        TCGA-CZ-5469        TCGA-CZ-5982        TCGA-DV-5565 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" "4Q GAIN WILD-TYPE" 
D8V9, continuous
D8V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  4Q GAIN MUTATED       0                         1    12
  4Q GAIN WILD-TYPE     8                        51   445
D8V11, multiclass
                           clus
vv                          4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  12               445
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D8V12, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED     0   7
  4Q GAIN WILD-TYPE  26 338
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED      0    7
  4Q GAIN WILD-TYPE   26  338
                        clus
vv                       4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO               7               338
[1] 2 2
[1] FALSE

Clustering(9) Variable = 5P GAIN MUTATION ANALYSIS
D9V1, survival
                   sevent
clus2                 0   1
  5P GAIN MUTATED   138  55
  5P GAIN WILD-TYPE 216 113
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
              193               329 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
               55               113 
$`5P GAIN MUTATED`
TCGA-3Z-A93Z TCGA-A3-3316 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3331 
       12.66        49.08        48.59        38.99        24.69        48.82 
TCGA-A3-3336 TCGA-A3-3347 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3372 TCGA-A3-3374 
       34.29        52.93        88.37        42.97        24.16        43.20 
TCGA-A3-3382 TCGA-A3-3385 TCGA-A3-A6NL TCGA-A3-A6NN TCGA-AK-3429 TCGA-AK-3430 
       18.87        65.52        22.65         0.10        66.31        15.78 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3445 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3460 
       67.20        57.37        42.08        48.69        45.93        31.27 
TCGA-AK-3461 TCGA-B0-4696 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4703 TCGA-B0-4707 
       28.04        28.47         1.38        65.10         5.98        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 
        3.16        43.96         6.64        46.59         5.52        52.21 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4828 TCGA-B0-4833 
        6.02        40.44        36.53        14.93        10.09        78.44 
TCGA-B0-4836 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-5075 
       40.70        27.42        53.88        29.03         2.27        20.94 
TCGA-B0-5077 TCGA-B0-5088 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5102 TCGA-B0-5106 
       43.30        18.51        10.95         8.05        90.87        52.54 
TCGA-B0-5109 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5121 TCGA-B0-5694 TCGA-B0-5696 
       19.30        11.80        26.20        18.21        15.78        56.78 
TCGA-B0-5697 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5705 TCGA-B0-5712 TCGA-B0-5713 
       60.33        56.94        52.77       120.59        89.49        61.32 
TCGA-B2-3924 TCGA-B2-4102 TCGA-B2-5635 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-5159 
       35.90        31.30        10.36         5.46        25.55        23.74 
TCGA-B8-5163 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-A54H TCGA-B8-A54I 
       27.02         6.38        14.27         0.53         8.42         4.93 
TCGA-BP-4158 TCGA-BP-4160 TCGA-BP-4162 TCGA-BP-4166 TCGA-BP-4174 TCGA-BP-4176 
      111.02        94.72       101.06         0.43        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       54.90         0.07        93.99        74.17        62.86        54.77 
TCGA-BP-4347 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4761 TCGA-BP-4763 
       44.94        31.89        11.31        12.33         5.98        41.75 
TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4797 TCGA-BP-4799 TCGA-BP-4804 
       13.15        68.38        15.78        36.39        37.25        47.97 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       63.62        58.68        61.22        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4971 TCGA-BP-4976 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       58.98        48.89        53.65        46.45        31.30        25.81 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-4999 
       27.22         3.88        46.45        16.47        43.00        41.62 
TCGA-BP-5004 TCGA-BP-5007 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5175 
       37.02        37.48        48.10        79.30         1.78        30.64 
TCGA-BP-5177 TCGA-BP-5185 TCGA-BP-5187 TCGA-BP-5191 TCGA-BP-5200 TCGA-BP-5201 
        9.63        37.22        13.35        31.79        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4639 TCGA-CJ-4644 TCGA-CJ-4869 
        0.95        46.55        63.25        75.88        11.05        83.97 
TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4881 TCGA-CJ-4885 TCGA-CJ-4887 
       79.66        74.27        77.36        66.21        69.86        30.64 
TCGA-CJ-4890 TCGA-CJ-4892 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4903 
       68.55        50.01        59.44        50.24        56.35        51.29 
TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-4912 TCGA-CJ-5671 TCGA-CJ-5675 TCGA-CJ-5676 
       58.92        49.28        54.48        63.88        79.89        84.66 
TCGA-CJ-5679 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6027 
       22.32        61.91        62.10        73.35        67.00        60.99 
TCGA-CJ-6028 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5591 TCGA-CZ-4853 
       53.42        85.78        73.18        66.31        74.66        25.45 
TCGA-CZ-4854 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       46.16        63.39        93.04        61.41        63.42        58.82 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5461 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 
       56.28        55.33        10.85        21.76        57.21        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5986 TCGA-DV-5573 
        2.40         1.94        12.69        67.96        12.26        37.15 
TCGA-DV-5574 TCGA-EU-5905 TCGA-EU-5907 TCGA-G6-A8L6 TCGA-GK-A6C7 TCGA-MM-A564 
       66.28         3.91         4.18        10.29         2.01        19.96 
TCGA-MW-A4EC 
       10.85 

$`5P GAIN WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.16        36.82        47.21         0.53        39.16        24.16 
TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3323 TCGA-A3-3326 TCGA-A3-3335 
       49.02        37.15        49.58        36.36        37.38        21.86 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3359 
       31.07         4.50        45.53        29.92        18.44        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 
       51.25        10.49        28.70        74.63        74.76        53.29 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3387 TCGA-A3-A6NJ 
       55.76        20.71        18.64        28.31        20.28        15.39 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3444 
       73.08        60.92        72.07        68.61        46.78        48.36 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       40.01        58.49        28.73        22.45        37.58        38.40 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       12.13        40.70         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4699 TCGA-B0-4701 TCGA-B0-4706 
        2.53         3.48        19.00         3.62         7.82         2.14 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4816 TCGA-B0-4817 
        3.25        20.25        15.72         0.59        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4841 
       16.77        54.48        29.10        68.71        45.30         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       36.85        70.52        11.24        11.90         7.30        25.32 
TCGA-B0-5092 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 
       15.09         2.24        21.86        52.08        15.95        62.89 
TCGA-B0-5104 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5116 TCGA-B0-5117 
       90.48        30.48        29.95        35.90        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
        1.94        16.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 
      112.80        48.89       101.13        46.68        84.92        90.12 
TCGA-B0-5703 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5812 
       39.55        79.36       102.48        47.97        96.36        97.41 
TCGA-B2-3923 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-5633 TCGA-B2-5639 
       32.61         1.68        12.30        21.30        11.77        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 
       27.16        27.55        25.05        24.66        17.19        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.01        20.91         1.18         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
       16.60        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4159 
        1.74        17.36        15.42        16.27        14.17        85.51 
TCGA-BP-4161 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 
       90.28        93.34        32.61        99.85        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       77.03        62.24        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 
       62.07        80.68        37.25        21.21        15.16        18.48 
TCGA-BP-4341 TCGA-BP-4346 TCGA-BP-4349 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       52.24        49.08        12.23        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4766 
       72.59        77.98        77.62        44.15        71.80        48.07 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       61.68        10.82         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       56.91        11.64        60.95        48.95        36.53        20.38 
TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       10.98        36.95         6.71         6.94        87.45        71.41 
TCGA-BP-4963 TCGA-BP-4970 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       60.30        14.24        49.38        45.50         7.23        47.11 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4987 TCGA-BP-4993 TCGA-BP-4995 
       14.93        36.07        33.34        36.95         5.82        45.07 
TCGA-BP-4998 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5006 TCGA-BP-5008 TCGA-BP-5009 
       30.64        18.51        38.70        27.62        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5178 TCGA-BP-5180 
       28.87         6.35        74.20        52.27        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5189 
       49.15        38.30        42.44        37.25        22.78        27.02 
TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       33.24        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-CJ-4634 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 
       44.55        59.84        73.22        14.17        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4874 
       53.52        58.95        21.24        49.25        47.18        75.06 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4888 
       64.27        71.87        61.91        57.83        64.18        51.52 
TCGA-CJ-4889 TCGA-CJ-4891 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4901 
       63.98        26.93        24.66        27.65        39.45        47.67 
TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.97        49.18        50.33        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 
        4.57        18.81        72.00        25.71        18.87        25.25 
TCGA-CJ-5681 TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       18.15        53.26        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5589 TCGA-CW-6087 
       64.57        92.02        81.83         5.39        78.18         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4856 TCGA-CZ-4857 
      105.93        83.90       103.43        18.77         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4865 
       69.21        58.75         6.77        14.66        60.59         5.46 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
        0.82        23.74        18.44        56.94        55.33        47.01 
TCGA-CZ-5462 TCGA-CZ-5465 TCGA-CZ-5469 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5987 
       10.22        47.54        31.10        80.19        65.65        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 
       11.67        56.84        23.90        66.02        18.12         6.77 
TCGA-G6-A5PC TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-MM-A563 TCGA-MM-A84U 
        7.96        70.13        35.87        19.43        15.25 

  5P GAIN MUTATED 5P GAIN WILD-TYPE 
             0.07              0.10 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
           120.59            112.80 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
            42.97             32.61 
[1] "0.1 - 120.6 (43.0)" "0.1 - 112.8 (32.6)"
[1] "hr=" "1.3"
D9V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  5P GAIN MUTATED        84       22        57       30
  5P GAIN WILD-TYPE     176       35        70       50
D9V3, multiclass
           clus
vv          5P GAIN MUTATED 5P GAIN WILD-TYPE
  STAGE I                84               176
  STAGE II               22                35
  STAGE III              57                70
  STAGE IV               30                50
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  5P GAIN MUTATED    86  28  75   4
  5P GAIN WILD-TYPE 179  41 104   7
D9V4, multiclass
    clus
vv   5P GAIN MUTATED 5P GAIN WILD-TYPE
  T1              86               179
  T2              28                41
  T3              75               104
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D9V5, binary
                   cls
clus                  0   1
  5P GAIN MUTATED    89   8
  5P GAIN WILD-TYPE 143  10
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED     89    8
  5P GAIN WILD-TYPE  143   10
   clus
vv  5P GAIN MUTATED 5P GAIN WILD-TYPE
  0              89               143
  1               8                10
[1] 2 2
[1] FALSE
D9V6, binary
                   cls
clus                  0   1
  5P GAIN MUTATED   156  29
  5P GAIN WILD-TYPE 262  49
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED    156   29
  5P GAIN WILD-TYPE  262   49
   clus
vv  5P GAIN MUTATED 5P GAIN WILD-TYPE
  0             156               262
  1              29                49
[1] 2 2
[1] FALSE
D9V7, binary
                   cls
clus                  0   1
  5P GAIN MUTATED    56 137
  5P GAIN WILD-TYPE 132 199
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED     56  137
  5P GAIN WILD-TYPE  132  199
        clus
vv       5P GAIN MUTATED 5P GAIN WILD-TYPE
  FEMALE              56               132
  MALE               137               199
[1] 2 2
[1] FALSE
D9V8, continuous
D9V9, continuous
D9V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  5P GAIN MUTATED       3                        12   176
  5P GAIN WILD-TYPE     5                        40   281
D9V11, multiclass
                           clus
vv                          5P GAIN MUTATED 5P GAIN WILD-TYPE
  ASIAN                                   3                 5
  BLACK OR AFRICAN AMERICAN              12                40
  WHITE                                 176               281
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D9V12, binary
                   cls
clus                  0   1
  5P GAIN MUTATED    10 125
  5P GAIN WILD-TYPE  16 220
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED     10  125
  5P GAIN WILD-TYPE   16  220
                        clus
vv                       5P GAIN MUTATED 5P GAIN WILD-TYPE
  HISPANIC OR LATINO                  10                16
  NOT HISPANIC OR LATINO             125               220
[1] 2 2
[1] FALSE

Clustering(10) Variable = 5Q GAIN MUTATION ANALYSIS
D10V1, survival
                   sevent
clus2                 0   1
  5Q GAIN MUTATED   147  59
  5Q GAIN WILD-TYPE 207 109
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
              206               316 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
               59               109 
$`5Q GAIN MUTATED`
TCGA-3Z-A93Z TCGA-A3-3316 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3331 
       12.66        49.08        48.59        38.99        24.69        48.82 
TCGA-A3-3336 TCGA-A3-3347 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 
       34.29        52.93        29.92        18.44        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3372 TCGA-A3-3374 TCGA-A3-3382 TCGA-A3-3385 TCGA-A3-A6NL 
       82.32        24.16        43.20        18.87        65.52        22.65 
TCGA-A3-A6NN TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3444 
        0.10        66.31        15.78        67.20        57.37        48.36 
TCGA-AK-3445 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3460 TCGA-AK-3461 TCGA-B0-4693 
       42.08        48.69        45.93        31.27        28.04         2.53 
TCGA-B0-4700 TCGA-B0-4703 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 
       65.10         5.98        19.73         3.16        43.96         6.64 
TCGA-B0-4714 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4817 TCGA-B0-4819 TCGA-B0-4821 
        3.25        46.59         5.52        33.50         6.02        40.44 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4836 TCGA-B0-4838 
       36.53        14.93        10.09        78.44        40.70        27.42 
TCGA-B0-4839 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5088 
       53.88        29.03         2.27        20.94        43.30        18.51 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5102 TCGA-B0-5106 TCGA-B0-5108 TCGA-B0-5109 
       10.95         8.05        90.87        52.54        29.95        19.30 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5694 TCGA-B0-5696 
       11.80        26.20        16.21        18.21        15.78        56.78 
TCGA-B0-5697 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5705 TCGA-B0-5710 TCGA-B0-5712 
       60.33        56.94        52.77       120.59        47.97        89.49 
TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-4102 TCGA-B2-5635 TCGA-B4-5838 TCGA-B8-4146 
       61.32        35.90        31.30        10.36         5.46        16.80 
TCGA-B8-4620 TCGA-B8-5159 TCGA-B8-5163 TCGA-B8-5165 TCGA-B8-5549 TCGA-B8-5550 
       25.55        23.74        27.02        24.23         6.38        14.27 
TCGA-B8-5551 TCGA-B8-A54H TCGA-B8-A54I TCGA-BP-4158 TCGA-BP-4160 TCGA-BP-4162 
        0.53         8.42         4.93       111.02        94.72       101.06 
TCGA-BP-4166 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4337 TCGA-BP-4338 
        0.43        61.78        64.27        54.90         0.07        93.99 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4347 TCGA-BP-4351 TCGA-BP-4352 
       74.17        62.86        54.77        44.94        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4787 
       12.33        44.15        41.75        13.15        68.38        15.78 
TCGA-BP-4797 TCGA-BP-4799 TCGA-BP-4804 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4964 
       36.39        37.25        47.97        63.62        58.68        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4971 TCGA-BP-4976 
       61.51         6.74        57.40        58.98        48.89        53.65 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        31.30        25.81        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-4999 TCGA-BP-5004 TCGA-BP-5007 TCGA-BP-5009 
       16.47        43.00        41.62        37.02        37.48        36.23 
TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5175 TCGA-BP-5177 TCGA-BP-5185 
       48.10        79.30         1.78        30.64         9.63        37.22 
TCGA-BP-5187 TCGA-BP-5191 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4635 
       13.35        31.79        34.95        31.27         0.95        46.55 
TCGA-CJ-4636 TCGA-CJ-4639 TCGA-CJ-4644 TCGA-CJ-4869 TCGA-CJ-4871 TCGA-CJ-4873 
       63.25        75.88        11.05        83.97        79.66        74.27 
TCGA-CJ-4875 TCGA-CJ-4885 TCGA-CJ-4887 TCGA-CJ-4890 TCGA-CJ-4892 TCGA-CJ-4897 
       77.36        69.86        30.64        68.55        50.01        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-4908 
       50.24        56.35        51.29        58.92        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4918 TCGA-CJ-5671 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5679 
       54.48         3.06        63.88        79.89        84.66        22.32 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6027 TCGA-CJ-6028 
       61.91        62.10        73.35        67.00        60.99        53.42 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CZ-4853 
       85.78        73.18        66.31        78.18        74.66        25.45 
TCGA-CZ-4854 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       46.16        63.39        93.04        61.41        63.42        58.82 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5461 TCGA-CZ-5463 TCGA-CZ-5464 
       56.28        55.33        56.94        10.85        21.76        57.21 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5986 
       22.52         2.40         1.94        12.69        67.96        12.26 
TCGA-DV-5573 TCGA-DV-5574 TCGA-EU-5905 TCGA-EU-5907 TCGA-G6-A8L6 TCGA-GK-A6C7 
       37.15        66.28         3.91         4.18        10.29         2.01 
TCGA-MM-A564 TCGA-MW-A4EC 
       19.96        10.85 

$`5Q GAIN WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.16        36.82        47.21         0.53        39.16        24.16 
TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3323 TCGA-A3-3326 TCGA-A3-3335 
       49.02        37.15        49.58        36.36        37.38        21.86 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3349 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       31.07         4.50        45.53        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.63        74.76        53.29        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       28.31        20.28        15.39         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3431 TCGA-AK-3433 
      109.91        29.10        84.36        73.08        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3454 TCGA-AK-3455 
       68.61        46.78        40.01        58.49        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       37.58        38.40        12.13        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 
        1.41         4.57         3.48        28.47        19.00         1.38 
TCGA-B0-4699 TCGA-B0-4701 TCGA-B0-4706 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
        3.62         7.82         2.14        20.25        15.72         0.59 
TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4834 
       52.21        45.07        16.77        54.48        29.10        68.71 
TCGA-B0-4837 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       45.30         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5080 TCGA-B0-5081 
       39.45        26.07        36.85        70.52        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5092 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
        7.30        25.32        15.09         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5107 TCGA-B0-5110 TCGA-B0-5116 
       15.95        62.89        90.48        30.48        35.90        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       17.59         1.94        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 
      112.80        48.89       101.13        46.68        84.92        90.12 
TCGA-B0-5703 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5711 TCGA-B0-5812 TCGA-B2-3923 
       39.55        79.36       102.48        96.36        97.41        32.61 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-5633 TCGA-B2-5639 TCGA-B2-5641 
        1.68        12.30        21.30        11.77        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 
       16.67         9.57         5.75         0.23         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4148 TCGA-B8-4151 
        4.64         0.36         0.23        23.31        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       25.05        24.66        17.19        25.91        23.01        20.91 
TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5552 TCGA-B8-5553 
        1.18         0.85        17.16        16.60        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54J TCGA-B8-A54K 
       27.29        29.88        17.06         1.74        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4159 TCGA-BP-4161 TCGA-BP-4163 TCGA-BP-4164 
       16.27        14.17        85.51        90.28        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4325 
       99.85        89.36        23.05        77.03        62.24        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4346 TCGA-BP-4349 
       21.21        15.16        18.48        52.24        49.08        12.23 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
        5.98        71.80        48.07        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
       61.97        60.59        13.51        56.91        11.64        60.95 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 
       48.95        36.53        20.38        10.98        36.95         6.71 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4963 TCGA-BP-4970 TCGA-BP-4972 
        6.94        87.45        71.41        60.30        14.24        49.38 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
       45.50         7.23        47.11        14.93        36.07        33.34 
TCGA-BP-4987 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-5000 TCGA-BP-5001 
       36.95         5.82        45.07        30.64        18.51        38.70 
TCGA-BP-5006 TCGA-BP-5008 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5174 TCGA-BP-5176 
       27.62        35.21        28.87         6.35        74.20        52.27 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5186 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       22.78        27.02        33.24        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-CJ-4634 TCGA-CJ-4637 TCGA-CJ-4638 
       33.47        19.82        44.55        59.84        73.22        14.17 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4870 
       65.69        54.61        53.52        58.95        21.24        49.25 
TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       47.18        75.06        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4891 TCGA-CJ-4893 
       57.83        64.18        51.52        63.98        26.93        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4913 
       27.65        39.45        47.67        49.97        49.18        38.56 
TCGA-CJ-4916 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5677 TCGA-CJ-5678 
       45.14         4.57        18.81        72.00        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 
       25.25        18.15        53.26        75.58        62.66        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-6087 
        7.36        64.57        92.02        81.83         5.39         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4856 TCGA-CZ-4857 
      105.93        83.90       103.43        18.77         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4865 
       69.21        58.75         6.77        14.66        60.59         5.46 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5462 
        0.82        23.74        18.44        55.33        47.01        10.22 
TCGA-CZ-5465 TCGA-CZ-5469 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5987 TCGA-CZ-5988 
       47.54        31.10        80.19        65.65        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-G6-A5PC 
       56.84        23.90        66.02        18.12         6.77         7.96 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-MM-A563 TCGA-MM-A84U 
       70.13        35.87        19.43        15.25 

  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
             0.07              0.10 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
           120.59            112.80 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
           41.915            32.610 
[1] "0.1 - 120.6 (41.9)" "0.1 - 112.8 (32.6)"
[1] "hr=" "1.3"
D10V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  5Q GAIN MUTATED        94       23        58       31
  5Q GAIN WILD-TYPE     166       34        69       49
D10V3, multiclass
           clus
vv          5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  STAGE I                94               166
  STAGE II               23                34
  STAGE III              58                69
  STAGE IV               31                49
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  5Q GAIN MUTATED    96  29  78   3
  5Q GAIN WILD-TYPE 169  40 101   8
D10V4, multiclass
    clus
vv   5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  T1              96               169
  T2              29                40
  T3              78               101
  T4               3                 8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D10V5, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED    98   7
  5Q GAIN WILD-TYPE 134  11
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED     98    7
  5Q GAIN WILD-TYPE  134   11
   clus
vv  5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  0              98               134
  1               7                11
[1] 2 2
[1] FALSE
D10V6, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED   167  31
  5Q GAIN WILD-TYPE 251  47
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED    167   31
  5Q GAIN WILD-TYPE  251   47
   clus
vv  5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  0             167               251
  1              31                47
[1] 2 2
[1] FALSE
D10V7, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED    61 145
  5Q GAIN WILD-TYPE 127 191
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED     61  145
  5Q GAIN WILD-TYPE  127  191
        clus
vv       5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  FEMALE              61               127
  MALE               145               191
[1] 2 2
[1] FALSE
D10V8, continuous
D10V9, continuous
D10V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  5Q GAIN MUTATED       3                        12   189
  5Q GAIN WILD-TYPE     5                        40   268
D10V11, multiclass
                           clus
vv                          5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  ASIAN                                   3                 5
  BLACK OR AFRICAN AMERICAN              12                40
  WHITE                                 189               268
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D10V12, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED    11 136
  5Q GAIN WILD-TYPE  15 209
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED     11  136
  5Q GAIN WILD-TYPE   15  209
                        clus
vv                       5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  HISPANIC OR LATINO                  11                15
  NOT HISPANIC OR LATINO             136               209
[1] 2 2
[1] FALSE

Clustering(11) Variable = 6P GAIN MUTATION ANALYSIS
D11V1, survival
                   sevent
clus2                 0   1
  6P GAIN MUTATED     7   4
  6P GAIN WILD-TYPE 347 164
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               11               511 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
                4               164 
$`6P GAIN MUTATED`
TCGA-A3-3313 TCGA-B0-4811 TCGA-B0-5113 TCGA-B8-5549 TCGA-BP-4781 TCGA-BP-4799 
       24.16        46.59        11.80         6.38        68.38        37.25 
TCGA-BP-4985 TCGA-BP-5177 TCGA-CJ-4885 TCGA-CZ-5457 TCGA-CZ-5460 
       31.30         9.63        69.86        55.33        47.01 

$`6P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       12.13        40.70         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
        2.53         3.48        28.47        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
       43.96         6.64         3.25        20.25        15.72         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       29.95        19.30        35.90        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        0.53         4.64         5.46         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 
       27.02         0.85        24.23        17.16        16.60        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       31.89        11.31        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
       71.80        48.07        13.15        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
       61.97        60.59        13.51        56.91        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       16.47         5.82        43.00        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       74.20        30.64        52.27        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.28        56.94        55.33        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 
       57.21        47.54        22.52         2.40         1.94        31.10 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  6P GAIN MUTATED 6P GAIN WILD-TYPE 
             6.38              0.07 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
            69.86            120.59 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
            37.25             36.36 
[1] "6.4 - 69.9 (37.2)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.2"
D11V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  6P GAIN MUTATED         4        0         5        2
  6P GAIN WILD-TYPE     256       57       122       78
D11V3, multiclass
           clus
vv          6P GAIN MUTATED 6P GAIN WILD-TYPE
  STAGE I                 4               256
  STAGE II                0                57
  STAGE III               5               122
  STAGE IV                2                78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  6P GAIN MUTATED     4   0   7   0
  6P GAIN WILD-TYPE 261  69 172  11
D11V4, multiclass
    clus
vv   6P GAIN MUTATED 6P GAIN WILD-TYPE
  T1               4               261
  T2               0                69
  T3               7               172
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D11V5, binary
                   cls
clus                  0   1
  6P GAIN MUTATED     6   0
  6P GAIN WILD-TYPE 226  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED      6    0
  6P GAIN WILD-TYPE  226   18
   clus
vv  6P GAIN MUTATED 6P GAIN WILD-TYPE
  0               6               226
  1               0                18
[1] 2 2
[1] FALSE
D11V6, binary
                   cls
clus                  0   1
  6P GAIN MUTATED     9   2
  6P GAIN WILD-TYPE 409  76
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED      9    2
  6P GAIN WILD-TYPE  409   76
   clus
vv  6P GAIN MUTATED 6P GAIN WILD-TYPE
  0               9               409
  1               2                76
[1] 2 2
[1] FALSE
D11V7, binary
                   cls
clus                  0   1
  6P GAIN MUTATED     2   9
  6P GAIN WILD-TYPE 186 327
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED      2    9
  6P GAIN WILD-TYPE  186  327
        clus
vv       6P GAIN MUTATED 6P GAIN WILD-TYPE
  FEMALE               2               186
  MALE                 9               327
[1] 2 2
[1] FALSE
D11V8, continuous
[1] "Remove cluster labels:" "6P GAIN MUTATED"       
clus
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-AK-3426        TCGA-AK-3430        TCGA-B0-4838        TCGA-B2-5639 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-B4-5377        TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-B4-5835        TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-B4-5844        TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-CZ-4860        TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-CZ-5465        TCGA-CZ-5469        TCGA-CZ-5982        TCGA-DV-5565 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" "6P GAIN WILD-TYPE" 
D11V9, continuous
D11V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  6P GAIN MUTATED       0                         1    10
  6P GAIN WILD-TYPE     8                        51   447
D11V11, multiclass
                           clus
vv                          6P GAIN MUTATED 6P GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  10               447
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D11V12, binary
                   cls
clus                  0   1
  6P GAIN MUTATED     0   6
  6P GAIN WILD-TYPE  26 339
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED      0    6
  6P GAIN WILD-TYPE   26  339
                        clus
vv                       6P GAIN MUTATED 6P GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO               6               339
[1] 2 2
[1] FALSE

Clustering(12) Variable = 6Q GAIN MUTATION ANALYSIS
D12V1, survival
                   sevent
clus2                 0   1
  6Q GAIN MUTATED     5   4
  6Q GAIN WILD-TYPE 349 164
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
                9               513 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
                4               164 
$`6Q GAIN MUTATED`
TCGA-A3-3313 TCGA-B0-4811 TCGA-B0-5113 TCGA-B8-5549 TCGA-BP-4781 TCGA-BP-4799 
       24.16        46.59        11.80         6.38        68.38        37.25 
TCGA-BP-4985 TCGA-CJ-4885 TCGA-CZ-5457 
       31.30        69.86        55.33 

$`6Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       12.13        40.70         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
        2.53         3.48        28.47        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
       43.96         6.64         3.25        20.25        15.72         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       29.95        19.30        35.90        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        0.53         4.64         5.46         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 
       27.02         0.85        24.23        17.16        16.60        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       31.89        11.31        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
       71.80        48.07        13.15        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
       61.97        60.59        13.51        56.91        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       16.47         5.82        43.00        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
       74.20        30.64        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       57.83        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       50.24        56.35        47.67        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       49.18        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       18.44        56.28        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 
        1.94        31.10        12.69        80.19        67.96        65.65 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       12.26        14.63        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
             6.38              0.07 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
            69.86            120.59 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
            37.25             36.36 
[1] "6.4 - 69.9 (37.2)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.4"
D12V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  6Q GAIN MUTATED         3        0         5        1
  6Q GAIN WILD-TYPE     257       57       122       79
D12V3, multiclass
           clus
vv          6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  STAGE I                 3               257
  STAGE II                0                57
  STAGE III               5               122
  STAGE IV                1                79
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  6Q GAIN MUTATED     3   0   6   0
  6Q GAIN WILD-TYPE 262  69 173  11
D12V4, multiclass
    clus
vv   6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  T1               3               262
  T2               0                69
  T3               6               173
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D12V5, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED     6   0
  6Q GAIN WILD-TYPE 226  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED      6    0
  6Q GAIN WILD-TYPE  226   18
   clus
vv  6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  0               6               226
  1               0                18
[1] 2 2
[1] FALSE
D12V6, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED     8   1
  6Q GAIN WILD-TYPE 410  77
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED      8    1
  6Q GAIN WILD-TYPE  410   77
   clus
vv  6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  0               8               410
  1               1                77
[1] 2 2
[1] FALSE
D12V7, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED     1   8
  6Q GAIN WILD-TYPE 187 328
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED      1    8
  6Q GAIN WILD-TYPE  187  328
        clus
vv       6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  FEMALE               1               187
  MALE                 8               328
[1] 2 2
[1] FALSE
D12V8, continuous
[1] "Remove cluster labels:" "6Q GAIN MUTATED"       
clus
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-AK-3426        TCGA-AK-3430        TCGA-B0-4838        TCGA-B2-5639 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-B4-5377        TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-B4-5835        TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-B4-5844        TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-CZ-4860        TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-CZ-5465        TCGA-CZ-5469        TCGA-CZ-5982        TCGA-DV-5565 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" "6Q GAIN WILD-TYPE" 
D12V9, continuous
D12V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  6Q GAIN MUTATED       0                         1     8
  6Q GAIN WILD-TYPE     8                        51   449
D12V11, multiclass
                           clus
vv                          6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                   8               449
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D12V12, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED     0   5
  6Q GAIN WILD-TYPE  26 340
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED      0    5
  6Q GAIN WILD-TYPE   26  340
                        clus
vv                       6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO               5               340
[1] 2 2
[1] FALSE

Clustering(13) Variable = 7P GAIN MUTATION ANALYSIS
D13V1, survival
                   sevent
clus2                 0   1
  7P GAIN MUTATED   115  56
  7P GAIN WILD-TYPE 239 112
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
              171               351 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
               56               112 
$`7P GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 
       24.16        49.08        49.02        48.59        38.99        24.69 
TCGA-A3-3336 TCGA-A3-3347 TCGA-A3-3358 TCGA-A3-3363 TCGA-A3-3372 TCGA-A3-3374 
       34.29        52.93        42.97        10.49        24.16        43.20 
TCGA-A3-3382 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-AK-3425 
       18.87        65.52        20.28         0.10        11.18       109.91 
TCGA-AK-3427 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3436 TCGA-AK-3440 
       84.36        66.31        15.78        72.07        67.20        57.37 
TCGA-AK-3444 TCGA-AK-3453 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 
       48.36        45.93         3.32         1.41         4.57         3.48 
TCGA-B0-4696 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4714 TCGA-B0-4811 
       28.47        19.73         3.16        43.96         3.25        46.59 
TCGA-B0-4815 TCGA-B0-4828 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4852 
       52.21        10.09        27.42        53.88         6.71        36.85 
TCGA-B0-5077 TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5102 TCGA-B0-5109 TCGA-B0-5113 
       43.30        10.95         2.24        90.87        19.30        11.80 
TCGA-B0-5116 TCGA-B0-5694 TCGA-B0-5698 TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5713 
       21.60        15.78        84.92        56.94        39.55        61.32 
TCGA-B2-3924 TCGA-B2-5633 TCGA-B4-5832 TCGA-B4-5835 TCGA-B4-5838 TCGA-B4-5843 
       35.90        11.77         0.23         0.53         5.46         0.36 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5550 TCGA-B8-A54E 
       17.19        25.55        25.91        23.01        14.27        29.88 
TCGA-B8-A54I TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4162 TCGA-BP-4166 TCGA-BP-4167 
        4.93       111.02        85.51       101.06         0.43        89.36 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4332 
       77.03        62.24        61.78        64.27        97.45        37.25 
TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4352 
       15.16         0.07        93.99        62.86        31.89        11.31 
TCGA-BP-4354 TCGA-BP-4759 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4771 TCGA-BP-4775 
       33.99        77.98        48.07        13.15         5.33        60.59 
TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4790 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       68.38        15.78        36.53        36.39        10.98        37.25 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4967 
        6.71        47.97        71.41        58.68        60.30         6.74 
TCGA-BP-4969 TCGA-BP-4971 TCGA-BP-4973 TCGA-BP-4977 TCGA-BP-4983 TCGA-BP-4985 
       58.98        48.89        45.50        14.93        46.45        31.30 
TCGA-BP-4987 TCGA-BP-4989 TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-4998 TCGA-BP-5001 
       36.95         3.88        16.47        43.00        30.64        38.70 
TCGA-BP-5009 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5177 TCGA-BP-5178 
       36.23         6.35        79.30         1.78         9.63        62.86 
TCGA-BP-5198 TCGA-BP-5200 TCGA-BP-5201 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4638 
       19.82        34.95        31.27        46.55        63.25        14.17 
TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4885 
       11.05        79.66        47.18        74.27        77.36        69.86 
TCGA-CJ-4887 TCGA-CJ-4889 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4903 TCGA-CJ-4907 
       30.64        63.98        59.44        47.67        51.29        49.28 
TCGA-CJ-4912 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5679 TCGA-CJ-5682 
       54.48         4.57        63.88        72.00        22.32        61.91 
TCGA-CJ-5684 TCGA-CJ-6028 TCGA-CW-5588 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6093 
       73.35        53.42        66.31        74.66         1.35       103.43 
TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5453 
       46.16        47.08        69.21         6.77        61.41         0.82 
TCGA-CZ-5454 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 
       23.74        56.28        55.33        47.01        10.85        57.21 
TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5989 TCGA-DV-5565 
       22.52         1.94        31.10        67.96        62.63        43.69 
TCGA-DV-5574 TCGA-G6-A8L7 TCGA-MM-A564 
       66.28        70.13        19.96 

$`7P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3323 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       37.15        49.58        36.36        37.38        48.82        21.86 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
       31.07         4.50        45.53        29.92        18.44        88.37 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 
       82.32        51.25        28.70        74.63        74.76        53.29 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-A6NJ TCGA-A3-A6NL 
       55.76        20.71        18.64        28.31        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8OW TCGA-AK-3426 TCGA-AK-3428 TCGA-AK-3431 TCGA-AK-3434 
        0.10        10.62        29.10        73.08        60.92        68.61 
TCGA-AK-3443 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       46.78        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4693 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
       40.70         1.41         2.53        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4718 
       65.10         7.82         5.98         2.14         6.64        20.25 
TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       15.72         0.59         5.52        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4842 TCGA-B0-4843 
       78.44        68.71        40.70        45.30        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       10.29        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       70.52        20.94        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       18.51        15.09         8.05        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 
       62.89        90.48        52.54        30.48        29.95        35.90 
TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       26.20        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5705 
       46.68        56.78        60.33        90.12        52.77       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5812 
       79.36       102.48        47.97        96.36        89.49        97.41 
TCGA-B2-3923 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 
       32.61         1.68        12.30        21.30        31.30        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       32.98        21.57        16.67         9.57         5.75         1.25 
TCGA-B4-5836 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        4.64         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.05        24.66        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5551 
        0.85        24.23        17.16        16.60         6.38         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       34.39        14.30        27.29        17.06         1.74         8.42 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4160 TCGA-BP-4161 
       17.36        15.42        16.27        14.17        94.72        90.28 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4177 TCGA-BP-4326 
       93.34        32.61        99.85        23.05        54.90        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4334 TCGA-BP-4340 
        3.58        27.78        62.07        80.68        21.21        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       52.24        74.17        54.77        49.08        44.94        12.23 
TCGA-BP-4353 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4760 TCGA-BP-4761 
       12.33        31.33        12.30        72.59        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4774 
       44.15        41.75        71.80        61.68        10.82        61.97 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4795 
       13.51        56.91        11.64        60.95        48.95        20.38 
TCGA-BP-4801 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4964 TCGA-BP-4965 
       36.95         6.94        87.45        63.62        61.22        61.51 
TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4972 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       57.40        14.24        49.38         7.23        47.11        53.65 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4993 
       36.07        33.34        25.81        27.22        46.45         5.82 
TCGA-BP-4995 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       45.07        41.62        18.51        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
       35.21        28.87        48.10        74.20        30.64        52.27 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5202 TCGA-CJ-4634 
       13.41        24.62        33.47        44.55         0.95        59.84 
TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       73.22        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 
       21.24        83.97        49.25        75.06        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4888 TCGA-CJ-4890 
       66.21        61.91        57.83        64.18        51.52        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 
       26.93        50.01        24.66        27.65        39.45        50.24 
TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4913 
       56.35        49.97        58.92        49.18        50.33        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4923 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 
       45.14         3.06        18.81        79.89        84.66        25.71 
TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5686 TCGA-CJ-5689 
       18.87        25.25        18.15        62.10        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       60.99        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       92.02        81.83         5.39        85.78        73.18        78.18 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4859 
      105.93        83.90        18.77        25.45         0.59        58.75 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 
       14.66        60.59        63.39        93.04         5.46        63.42 
TCGA-CZ-5452 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 
       58.82        18.44        56.94        55.33        10.22        21.76 
TCGA-CZ-5465 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 
       47.54         2.40        12.69        80.19        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       14.63        22.78        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       37.15        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 
        6.77         4.18         7.96        10.29        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        15.25        10.85 

  7P GAIN MUTATED 7P GAIN WILD-TYPE 
             0.07              0.10 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
           111.02            120.59 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
            38.99             33.47 
[1] "0.1 - 111.0 (39.0)" "0.1 - 120.6 (33.5)"
[1] "hr=" "1"  
D13V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  7P GAIN MUTATED        72       19        46       34
  7P GAIN WILD-TYPE     188       38        81       46
D13V3, multiclass
           clus
vv          7P GAIN MUTATED 7P GAIN WILD-TYPE
  STAGE I                72               188
  STAGE II               19                38
  STAGE III              46                81
  STAGE IV               34                46
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  7P GAIN MUTATED    74  24  69   4
  7P GAIN WILD-TYPE 191  45 110   7
D13V4, multiclass
    clus
vv   7P GAIN MUTATED 7P GAIN WILD-TYPE
  T1              74               191
  T2              24                45
  T3              69               110
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D13V5, binary
                   cls
clus                  0   1
  7P GAIN MUTATED    81   8
  7P GAIN WILD-TYPE 151  10
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED     81    8
  7P GAIN WILD-TYPE  151   10
   clus
vv  7P GAIN MUTATED 7P GAIN WILD-TYPE
  0              81               151
  1               8                10
[1] 2 2
[1] FALSE
D13V6, binary
                   cls
clus                  0   1
  7P GAIN MUTATED   130  35
  7P GAIN WILD-TYPE 288  43
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED    130   35
  7P GAIN WILD-TYPE  288   43
   clus
vv  7P GAIN MUTATED 7P GAIN WILD-TYPE
  0             130               288
  1              35                43
[1] 2 2
[1] FALSE
D13V7, binary
                   cls
clus                  0   1
  7P GAIN MUTATED    46 125
  7P GAIN WILD-TYPE 142 211
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED     46  125
  7P GAIN WILD-TYPE  142  211
        clus
vv       7P GAIN MUTATED 7P GAIN WILD-TYPE
  FEMALE              46               142
  MALE               125               211
[1] 2 2
[1] FALSE
D13V8, continuous
D13V9, continuous
D13V10, continuous
[1] "Remove cluster labels:" "7P GAIN MUTATED"       
clus
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
                2                 6 
       TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-5158        TCGA-DV-A4W0 
"7P GAIN WILD-TYPE" "7P GAIN WILD-TYPE" "7P GAIN WILD-TYPE" "7P GAIN WILD-TYPE" 
       TCGA-MM-A563        TCGA-MM-A84U 
"7P GAIN WILD-TYPE" "7P GAIN WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  7P GAIN MUTATED       4                        10   155
  7P GAIN WILD-TYPE     4                        42   302
D13V11, multiclass
                           clus
vv                          7P GAIN MUTATED 7P GAIN WILD-TYPE
  ASIAN                                   4                 4
  BLACK OR AFRICAN AMERICAN              10                42
  WHITE                                 155               302
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D13V12, binary
                   cls
clus                  0   1
  7P GAIN MUTATED     6 103
  7P GAIN WILD-TYPE  20 242
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED      6  103
  7P GAIN WILD-TYPE   20  242
                        clus
vv                       7P GAIN MUTATED 7P GAIN WILD-TYPE
  HISPANIC OR LATINO                   6                20
  NOT HISPANIC OR LATINO             103               242
[1] 2 2
[1] FALSE

Clustering(14) Variable = 7Q GAIN MUTATION ANALYSIS
D14V1, survival
                   sevent
clus2                 0   1
  7Q GAIN MUTATED   112  60
  7Q GAIN WILD-TYPE 242 108
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
              172               350 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
               60               108 
$`7Q GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 
       24.16        49.08        49.02        48.59        38.99        24.69 
TCGA-A3-3336 TCGA-A3-3347 TCGA-A3-3358 TCGA-A3-3363 TCGA-A3-3372 TCGA-A3-3374 
       34.29        52.93        42.97        10.49        24.16        43.20 
TCGA-A3-3382 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-AK-3425 
       18.87        65.52        20.28         0.10        11.18       109.91 
TCGA-AK-3427 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3436 TCGA-AK-3440 
       84.36        66.31        15.78        72.07        67.20        57.37 
TCGA-AK-3444 TCGA-AK-3453 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 
       48.36        45.93         3.32         1.41         4.57         3.48 
TCGA-B0-4696 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4714 TCGA-B0-4811 
       28.47        19.73         3.16        43.96         3.25        46.59 
TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4828 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       52.21         6.02        10.09        27.42        53.88         6.71 
TCGA-B0-4852 TCGA-B0-5077 TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5102 TCGA-B0-5109 
       36.85        43.30        10.95         2.24        90.87        19.30 
TCGA-B0-5113 TCGA-B0-5116 TCGA-B0-5694 TCGA-B0-5698 TCGA-B0-5701 TCGA-B0-5703 
       11.80        21.60        15.78        84.92        56.94        39.55 
TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-5639 TCGA-B4-5832 TCGA-B4-5835 TCGA-B4-5838 
       61.32        35.90        32.98         0.23         0.53         5.46 
TCGA-B4-5843 TCGA-B8-4146 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
        0.36        16.80        17.19        25.55        25.91        23.01 
TCGA-B8-5550 TCGA-B8-A54E TCGA-B8-A54I TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4162 
       14.27        29.88         4.93       111.02        85.51       101.06 
TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
        0.43        89.36        77.03        62.24        61.78        64.27 
TCGA-BP-4325 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4343 
       97.45        37.25        15.16         0.07        93.99        62.86 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4354 TCGA-BP-4759 TCGA-BP-4766 TCGA-BP-4768 
       31.89        11.31        33.99        77.98        48.07        13.15 
TCGA-BP-4771 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4790 TCGA-BP-4798 
        5.33        60.59        68.38        15.78        36.53        10.98 
TCGA-BP-4799 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4962 TCGA-BP-4963 
       37.25         6.71        47.97        71.41        58.68        60.30 
TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4971 TCGA-BP-4973 TCGA-BP-4977 TCGA-BP-4983 
        6.74        58.98        48.89        45.50        14.93        46.45 
TCGA-BP-4985 TCGA-BP-4987 TCGA-BP-4989 TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-4998 
       31.30        36.95         3.88        16.47        43.00        30.64 
TCGA-BP-5009 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5177 TCGA-BP-5178 
       36.23         6.35        79.30         1.78         9.63        62.86 
TCGA-BP-5198 TCGA-BP-5200 TCGA-BP-5201 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4638 
       19.82        34.95        31.27        46.55        63.25        14.17 
TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4885 
       11.05        79.66        47.18        74.27        77.36        69.86 
TCGA-CJ-4887 TCGA-CJ-4889 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4903 TCGA-CJ-4907 
       30.64        63.98        59.44        47.67        51.29        49.28 
TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-5682 
        4.57        63.88        72.00        25.71        22.32        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-6028 TCGA-CW-5588 TCGA-CW-5591 TCGA-CW-6087 
       62.10        73.35        53.42        66.31        74.66         1.35 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 
      103.43        18.77        46.16        47.08        69.21         6.77 
TCGA-CZ-4866 TCGA-CZ-5454 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5461 
       61.41        23.74        56.28        55.33        47.01        10.85 
TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5989 
       57.21        22.52         1.94        31.10        67.96        62.63 
TCGA-DV-5565 TCGA-DV-5574 TCGA-G6-A8L7 TCGA-MM-A564 
       43.69        66.28        70.13        19.96 

$`7Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3323 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       37.15        49.58        36.36        37.38        48.82        21.86 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
       31.07         4.50        45.53        29.92        18.44        88.37 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 
       82.32        51.25        28.70        74.63        74.76        53.29 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-A6NJ TCGA-A3-A6NL 
       55.76        20.71        18.64        28.31        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8OW TCGA-AK-3426 TCGA-AK-3428 TCGA-AK-3431 TCGA-AK-3434 
        0.10        10.62        29.10        73.08        60.92        68.61 
TCGA-AK-3443 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       46.78        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4693 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
       40.70         1.41         2.53        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4718 
       65.10         7.82         5.98         2.14         6.64        20.25 
TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       15.72         0.59         5.52        45.07        33.50        16.77 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 
       40.44        36.53        14.93        54.48        29.10        78.44 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       68.71        40.70        45.30        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4945 
       65.29        39.45        26.07        29.03         2.27        70.52 
TCGA-B0-5075 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       20.94        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 
       15.09         8.05        21.86        52.08        15.95        62.89 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5115 
       90.48        52.54        30.48        29.95        35.90        26.20 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 
       14.76        79.17       112.80        48.89       101.13        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5705 TCGA-B0-5706 
       56.78        60.33        90.12        52.77       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5812 TCGA-B2-3923 
      102.48        47.97        96.36        89.49        97.41        32.61 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5836 
       21.57        16.67         9.57         5.75         1.25         4.64 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
        0.23        23.31        27.16        27.55        25.05        24.66 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       17.16        16.60         6.38         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K 
       27.29        17.06         1.74         8.42        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4163 TCGA-BP-4164 
       16.27        14.17        94.72        90.28        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4177 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       99.85        23.05        54.90        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4334 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 
       62.07        80.68        21.21        18.48        52.24        74.17 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4355 
       54.77        49.08        44.94        12.23        12.33        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       12.30        72.59        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 
       71.80        61.68        10.82        61.97        13.51        56.91 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4801 
       11.64        60.95        48.95        20.38        36.39        36.95 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 
        6.94        87.45        63.62        61.22        61.51        57.40 
TCGA-BP-4970 TCGA-BP-4972 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 
       14.24        49.38         7.23        47.11        53.65        36.07 
TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 
       33.34        25.81        27.22        46.45         5.82        45.07 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
       35.21        28.87        48.10        74.20        30.64        52.27 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5202 TCGA-CJ-4634 
       13.41        24.62        33.47        44.55         0.95        59.84 
TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       73.22        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 
       21.24        83.97        49.25        75.06        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4888 TCGA-CJ-4890 
       66.21        61.91        57.83        64.18        51.52        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 
       26.93        50.01        24.66        27.65        39.45        50.24 
TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 
       56.35        49.97        58.92        49.18        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4923 TCGA-CJ-5675 TCGA-CJ-5676 
       38.56        45.14         3.06        18.81        79.89        84.66 
TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       18.87        25.25        18.15        67.00        53.26        60.99 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6088 
       81.83         5.39        85.78        73.18        78.18       105.93 
TCGA-CW-6090 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 
       83.90        25.45         0.59        58.75        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       63.39        93.04         5.46        63.42        58.82         0.82 
TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 
       18.44        56.94        55.33        10.22        21.76        47.54 
TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
        2.40        12.69        80.19        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       22.78        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        4.18         7.96        10.29        35.87         2.01        19.43 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
             0.07              0.10 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
           111.02            120.59 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
            38.12             34.80 
[1] "0.1 - 111.0 (38.1)" "0.1 - 120.6 (34.8)"
[1] "hr=" "1.1"
D14V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  7Q GAIN MUTATED        72       17        46       37
  7Q GAIN WILD-TYPE     188       40        81       43
D14V3, multiclass
           clus
vv          7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  STAGE I                72               188
  STAGE II               17                40
  STAGE III              46                81
  STAGE IV               37                43
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  7Q GAIN MUTATED    74  22  72   4
  7Q GAIN WILD-TYPE 191  47 107   7
D14V4, multiclass
    clus
vv   7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  T1              74               191
  T2              22                47
  T3              72               107
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D14V5, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED    79   8
  7Q GAIN WILD-TYPE 153  10
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED     79    8
  7Q GAIN WILD-TYPE  153   10
   clus
vv  7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  0              79               153
  1               8                10
[1] 2 2
[1] FALSE
D14V6, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED   128  38
  7Q GAIN WILD-TYPE 290  40
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED    128   38
  7Q GAIN WILD-TYPE  290   40
   clus
vv  7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  0             128               290
  1              38                40
[1] 2 2
[1] FALSE
D14V7, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED    48 124
  7Q GAIN WILD-TYPE 140 212
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED     48  124
  7Q GAIN WILD-TYPE  140  212
        clus
vv       7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  FEMALE              48               140
  MALE               124               212
[1] 2 2
[1] FALSE
D14V8, continuous
D14V9, continuous
D14V10, continuous
[1] "Remove cluster labels:" "7Q GAIN MUTATED"       
clus
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
                2                 6 
       TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-5158        TCGA-DV-A4W0 
"7Q GAIN WILD-TYPE" "7Q GAIN WILD-TYPE" "7Q GAIN WILD-TYPE" "7Q GAIN WILD-TYPE" 
       TCGA-MM-A563        TCGA-MM-A84U 
"7Q GAIN WILD-TYPE" "7Q GAIN WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  7Q GAIN MUTATED       4                        10   156
  7Q GAIN WILD-TYPE     4                        42   301
D14V11, multiclass
                           clus
vv                          7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  ASIAN                                   4                 4
  BLACK OR AFRICAN AMERICAN              10                42
  WHITE                                 156               301
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D14V12, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED     5 106
  7Q GAIN WILD-TYPE  21 239
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED      5  106
  7Q GAIN WILD-TYPE   21  239
                        clus
vv                       7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   5                21
  NOT HISPANIC OR LATINO             106               239
[1] 2 2
[1] FALSE

Clustering(15) Variable = 8P GAIN MUTATION ANALYSIS
D15V1, survival
                   sevent
clus2                 0   1
  8P GAIN MUTATED    19  11
  8P GAIN WILD-TYPE 335 157
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
               30               492 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
               11               157 
$`8P GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3316 TCGA-AK-3433 TCGA-AK-3445 TCGA-B0-4713 TCGA-B0-4828 
       24.16        49.08        72.07        42.08         6.64        10.09 
TCGA-B0-4844 TCGA-B0-5097 TCGA-B0-5109 TCGA-B4-5832 TCGA-BP-4342 TCGA-BP-4768 
       10.29        21.86        19.30         0.23        74.17        13.15 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-5000 TCGA-BP-5185 TCGA-BP-5191 TCGA-CJ-4871 
       46.45        31.30        18.51        37.22        31.79        79.66 
TCGA-CJ-4901 TCGA-CJ-4923 TCGA-CW-5588 TCGA-CW-5591 TCGA-CZ-4858 TCGA-CZ-4866 
       47.67        18.81        66.31        74.66        69.21        61.41 
TCGA-CZ-5456 TCGA-CZ-5464 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5987 TCGA-MM-A564 
       56.28        57.21        31.10        12.69        14.63        19.96 

$`8P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.02        37.15        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.76        24.16        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3447 
       68.61        67.20        57.37        46.78        48.36        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       19.00         1.38         3.62        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4714 TCGA-B0-4718 
        2.14        19.73         3.16        43.96         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       54.48        29.10        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 
       27.42        53.88         6.71        56.68        11.64        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5098 
       18.51        15.09        10.95         8.05         2.24        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       29.95        35.90        11.80        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 
       21.57        16.67         9.57         5.75         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 
       62.86        54.77        49.08        44.94        12.23        31.89 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       11.31        12.33        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 
        5.82        43.00        45.07        30.64        41.62        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       42.44        37.25        22.78        13.35        27.02        33.24 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       34.95        31.27         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 
       58.95        11.05        21.24        83.97        49.25        47.18 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 
       74.27        75.06        77.36        64.27        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 
       39.45        59.44        50.24        56.35        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
       45.14         3.06         4.57        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       92.02        81.83         5.39        85.78        73.18        78.18 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
        1.35       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
       46.16         0.59        47.08        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 
       60.59        63.39        93.04         5.46        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
        0.82        23.74        18.44        55.33        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 
       47.01        10.85        10.22        21.76        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
        2.40         1.94        80.19        67.96        65.65        12.26 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A84U TCGA-MW-A4EC 
       70.13        35.87         2.01        19.43        15.25        10.85 

  8P GAIN MUTATED 8P GAIN WILD-TYPE 
             0.23              0.07 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
            79.66            120.59 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
           31.545            36.460 
[1] "0.2 - 79.7 (31.5)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "1.2"
D15V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  8P GAIN MUTATED         6        8         9        7
  8P GAIN WILD-TYPE     254       49       118       73
D15V3, multiclass
           clus
vv          8P GAIN MUTATED 8P GAIN WILD-TYPE
  STAGE I                 6               254
  STAGE II                8                49
  STAGE III               9               118
  STAGE IV                7                73
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  8P GAIN MUTATED     6   9  15   0
  8P GAIN WILD-TYPE 259  60 164  11
D15V4, multiclass
    clus
vv   8P GAIN MUTATED 8P GAIN WILD-TYPE
  T1               6               259
  T2               9                60
  T3              15               164
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D15V5, binary
                   cls
clus                  0   1
  8P GAIN MUTATED    12   1
  8P GAIN WILD-TYPE 220  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED     12    1
  8P GAIN WILD-TYPE  220   17
   clus
vv  8P GAIN MUTATED 8P GAIN WILD-TYPE
  0              12               220
  1               1                17
[1] 2 2
[1] FALSE
D15V6, binary
                   cls
clus                  0   1
  8P GAIN MUTATED    22   7
  8P GAIN WILD-TYPE 396  71
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED     22    7
  8P GAIN WILD-TYPE  396   71
   clus
vv  8P GAIN MUTATED 8P GAIN WILD-TYPE
  0              22               396
  1               7                71
[1] 2 2
[1] FALSE
D15V7, binary
                   cls
clus                  0   1
  8P GAIN MUTATED     9  21
  8P GAIN WILD-TYPE 179 315
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED      9   21
  8P GAIN WILD-TYPE  179  315
        clus
vv       8P GAIN MUTATED 8P GAIN WILD-TYPE
  FEMALE               9               179
  MALE                21               315
[1] 2 2
[1] FALSE
D15V8, continuous
D15V9, continuous
D15V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  8P GAIN MUTATED       1                         2    26
  8P GAIN WILD-TYPE     7                        50   431
D15V11, multiclass
                           clus
vv                          8P GAIN MUTATED 8P GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  26               431
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D15V12, binary
                   cls
clus                  0   1
  8P GAIN MUTATED     0  19
  8P GAIN WILD-TYPE  26 326
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED      0   19
  8P GAIN WILD-TYPE   26  326
                        clus
vv                       8P GAIN MUTATED 8P GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              19               326
[1] 2 2
[1] FALSE

Clustering(16) Variable = 8Q GAIN MUTATION ANALYSIS
D16V1, survival
                   sevent
clus2                 0   1
  8Q GAIN MUTATED    39  22
  8Q GAIN WILD-TYPE 315 146
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
               61               461 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
               22               146 
$`8Q GAIN MUTATED`
TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3325 TCGA-A3-3336 
        0.53        24.16        49.08        37.15        24.69        34.29 
TCGA-AK-3425 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3445 TCGA-B0-4688 TCGA-B0-4712 
      109.91        72.07        68.61        42.08         3.32        43.96 
TCGA-B0-4713 TCGA-B0-4828 TCGA-B0-4844 TCGA-B0-5081 TCGA-B0-5097 TCGA-B0-5108 
        6.64        10.09        10.29        11.90        21.86        29.95 
TCGA-B0-5109 TCGA-B4-5832 TCGA-B8-5158 TCGA-B8-5163 TCGA-B8-5551 TCGA-B8-A54I 
       19.30         0.23        20.91        27.02         0.53         4.93 
TCGA-BP-4174 TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4761 TCGA-BP-4768 TCGA-BP-4798 
       61.78        93.99        74.17         5.98        13.15        10.98 
TCGA-BP-4799 TCGA-BP-4962 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-5000 TCGA-BP-5169 
       37.25        58.68        46.45        31.30        18.51         6.35 
TCGA-BP-5173 TCGA-BP-5175 TCGA-BP-5185 TCGA-BP-5191 TCGA-CJ-4871 TCGA-CJ-4881 
        1.78        30.64        37.22        31.79        79.66        66.21 
TCGA-CJ-4901 TCGA-CJ-4912 TCGA-CJ-4923 TCGA-CJ-5677 TCGA-CJ-6033 TCGA-CW-5588 
       47.67        54.48        18.81        25.71         7.36        66.31 
TCGA-CW-5591 TCGA-CZ-4854 TCGA-CZ-4858 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5462 
       74.66        46.16        69.21        61.41        56.28        10.22 
TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5987 
       57.21        22.52         1.94        31.10        12.69        14.63 
TCGA-MM-A564 
       19.96 

$`8Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3317 
       12.66        12.16        36.82        47.21        39.16        49.02 
TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 
       49.58        48.59        36.36        38.99        37.38        48.82 
TCGA-A3-3335 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       21.86        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
       10.62        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3447 
       60.92        67.20        57.37        46.78        48.36        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       19.73         3.16         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
        6.71        56.68        11.64        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 
       11.24         7.30        25.32        18.51        15.09        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
        8.05         2.24        52.08        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       90.48        52.54        30.48        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5162 
       17.19        25.55        25.91        23.01        23.74         1.18 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        8.42        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       18.48        52.24        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       12.23        31.89        11.31        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 
       12.30        72.59        77.98        77.62        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        61.68        10.82         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 
       60.59        13.51        56.91        68.38        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4801 
       15.78        48.95        36.53        20.38        36.39        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4987 
       53.65        14.93        36.07        33.34        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       45.07        30.64        41.62        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5170 
       37.48        35.21        36.23        28.87        48.10        79.30 
TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       74.20        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       38.30        42.44        37.25        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       33.24        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       44.55        34.95        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       53.52        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       47.18        74.27        75.06        77.36        64.27        71.87 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 
       39.45        59.44        50.24        56.35        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4913 TCGA-CJ-4916 
       58.92        49.18        49.28        50.33        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        3.06         4.57        63.88        72.00        79.89        84.66 
TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 
       18.87        22.32        25.25        18.15        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 
       73.35        67.00        53.26        60.99        53.42        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       62.66        83.77        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       85.78        73.18        78.18         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 
      103.43        18.77        25.45         0.59        47.08        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 
       63.42        58.82         0.82        23.74        18.44        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5463 TCGA-CZ-5465 
       56.94        55.33        47.01        10.85        21.76        47.54 
TCGA-CZ-5467 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5988 
        2.40        80.19        67.96        65.65        12.26        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
        3.91         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        15.25        10.85 

  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
             0.23              0.07 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
           109.91            120.59 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
            29.95             36.95 
[1] "0.2 - 109.9 (29.9)" "0.1 - 120.6 (37.0)"
[1] "hr=" "1.3"
D16V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  8Q GAIN MUTATED        18       11        19       13
  8Q GAIN WILD-TYPE     242       46       108       67
D16V3, multiclass
           clus
vv          8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  STAGE I                18               242
  STAGE II               11                46
  STAGE III              19               108
  STAGE IV               13                67
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  8Q GAIN MUTATED    19  12  29   1
  8Q GAIN WILD-TYPE 246  57 150  10
D16V4, multiclass
    clus
vv   8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  T1              19               246
  T2              12                57
  T3              29               150
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D16V5, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED    26   3
  8Q GAIN WILD-TYPE 206  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED     26    3
  8Q GAIN WILD-TYPE  206   15
   clus
vv  8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  0              26               206
  1               3                15
[1] 2 2
[1] FALSE
D16V6, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED    45  14
  8Q GAIN WILD-TYPE 373  64
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED     45   14
  8Q GAIN WILD-TYPE  373   64
   clus
vv  8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  0              45               373
  1              14                64
[1] 2 2
[1] FALSE
D16V7, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED    16  45
  8Q GAIN WILD-TYPE 172 291
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED     16   45
  8Q GAIN WILD-TYPE  172  291
        clus
vv       8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  FEMALE              16               172
  MALE                45               291
[1] 2 2
[1] FALSE
D16V8, continuous
D16V9, continuous
[1] "Remove cluster labels:" "8Q GAIN MUTATED"       
clus
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
                1                14 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5164        TCGA-B8-A54E        TCGA-B8-A54F 
"8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563 
"8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" 
D16V10, continuous
[1] "Remove cluster labels:" "8Q GAIN MUTATED"       
clus
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
                1                 7 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-DV-A4W0 
"8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563        TCGA-MM-A84U 
"8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" "8Q GAIN WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  8Q GAIN MUTATED       1                         4    54
  8Q GAIN WILD-TYPE     7                        48   403
D16V11, multiclass
                           clus
vv                          8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               4                48
  WHITE                                  54               403
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D16V12, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED     1  36
  8Q GAIN WILD-TYPE  25 309
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED      1   36
  8Q GAIN WILD-TYPE   25  309
                        clus
vv                       8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   1                25
  NOT HISPANIC OR LATINO              36               309
[1] 2 2
[1] FALSE

Clustering(17) Variable = 9P GAIN MUTATION ANALYSIS
D17V1, survival
                   sevent
clus2                 0   1
  9P GAIN MUTATED    10   3
  9P GAIN WILD-TYPE 344 165
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               13               509 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
                3               165 
$`9P GAIN MUTATED`
TCGA-A3-3374 TCGA-AK-3429 TCGA-AK-3433 TCGA-AK-3440 TCGA-B0-4698 TCGA-BP-4331 
       43.20        66.31        72.07        57.37         1.38        80.68 
TCGA-BP-4770 TCGA-BP-4969 TCGA-BP-5181 TCGA-CJ-4870 TCGA-CJ-4897 TCGA-CZ-4866 
       10.82        58.98        49.15        49.25        59.44        61.41 
TCGA-CZ-5457 
       55.33 

$`9P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3430 TCGA-AK-3431 
      109.91        29.10        84.36        73.08        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
       19.00         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
       19.73         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       54.48        29.10        10.09        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       10.29        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       36.85        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
        7.30        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
        2.24        21.86        52.08        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
       90.48        52.54        30.48        29.95        19.30        35.90 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 
       11.80        26.20        21.60        17.59         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 
       18.21        21.44        37.22        14.76        79.17       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
       48.89       101.13        15.78        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 
       84.92        90.12        56.94        52.77        39.55       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 
       79.36       102.48        47.97        96.36        89.49        61.32 
TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 
       97.41        32.61        35.90         1.68        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR 
       31.30        11.77        10.36        32.98        21.57        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
        9.57         5.75         0.23         1.25         0.53         4.64 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        5.46         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.55        25.05        24.66        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
       32.61        99.85         0.43        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
        3.58        27.78        62.07        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 
       54.77        49.08        44.94        12.23        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       13.15        61.68         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       36.53        20.38        36.39        10.98        37.25        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
        5.82        43.00        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5182 
       30.64        52.27         9.63        62.86        74.40        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       79.66        47.18        74.27        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       71.87        66.21        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       24.66        27.65        39.45        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
       49.97        51.29        58.92        49.18        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
       63.88        72.00        79.89        84.66        25.71        18.87 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 
       22.32        25.25        18.15        61.91        62.10        73.35 
TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 
       67.00        53.26        60.99        53.42        75.58        62.66 
TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       83.77         7.36        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
       85.78        73.18        66.31        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 
       60.59        63.39        93.04         5.46        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 
        0.82        23.74        18.44        56.28        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       47.01        10.85        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       22.52         2.40         1.94        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  9P GAIN MUTATED 9P GAIN WILD-TYPE 
             1.38              0.07 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
            80.68            120.59 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
            57.37             35.90 
[1] "1.4 - 80.7 (57.4)"  "0.1 - 120.6 (35.9)"
[1] "hr=" "1.9"
D17V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  9P GAIN MUTATED         6        2         3        2
  9P GAIN WILD-TYPE     254       55       124       78
D17V3, multiclass
           clus
vv          9P GAIN MUTATED 9P GAIN WILD-TYPE
  STAGE I                 6               254
  STAGE II                2                55
  STAGE III               3               124
  STAGE IV                2                78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  9P GAIN MUTATED     6   2   3   2
  9P GAIN WILD-TYPE 259  67 176   9
D17V4, multiclass
    clus
vv   9P GAIN MUTATED 9P GAIN WILD-TYPE
  T1               6               259
  T2               2                67
  T3               3               176
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D17V5, binary
                   cls
clus                  0   1
  9P GAIN MUTATED     5   0
  9P GAIN WILD-TYPE 227  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED      5    0
  9P GAIN WILD-TYPE  227   18
   clus
vv  9P GAIN MUTATED 9P GAIN WILD-TYPE
  0               5               227
  1               0                18
[1] 2 2
[1] FALSE
D17V6, binary
                   cls
clus                  0   1
  9P GAIN MUTATED    13   0
  9P GAIN WILD-TYPE 405  78
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED     13    0
  9P GAIN WILD-TYPE  405   78
   clus
vv  9P GAIN MUTATED 9P GAIN WILD-TYPE
  0              13               405
  1               0                78
[1] 2 2
[1] FALSE
D17V7, binary
                   cls
clus                  0   1
  9P GAIN MUTATED     9   4
  9P GAIN WILD-TYPE 179 332
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED      9    4
  9P GAIN WILD-TYPE  179  332
        clus
vv       9P GAIN MUTATED 9P GAIN WILD-TYPE
  FEMALE               9               179
  MALE                 4               332
[1] 2 2
[1] FALSE
D17V8, continuous
[1] "Remove cluster labels:" "9P GAIN MUTATED"       
clus
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-AK-3426        TCGA-AK-3430        TCGA-B0-4838        TCGA-B2-5639 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-B4-5377        TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-B4-5835        TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-B4-5844        TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-CZ-4860        TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-CZ-5465        TCGA-CZ-5469        TCGA-CZ-5982        TCGA-DV-5565 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" "9P GAIN WILD-TYPE" 
D17V9, continuous
D17V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  9P GAIN MUTATED       0                         2    11
  9P GAIN WILD-TYPE     8                        50   446
D17V11, multiclass
                           clus
vv                          9P GAIN MUTATED 9P GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  11               446
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D17V12, binary
                   cls
clus                  0   1
  9P GAIN MUTATED     1  10
  9P GAIN WILD-TYPE  25 335
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED      1   10
  9P GAIN WILD-TYPE   25  335
                        clus
vv                       9P GAIN MUTATED 9P GAIN WILD-TYPE
  HISPANIC OR LATINO                   1                25
  NOT HISPANIC OR LATINO              10               335
[1] 2 2
[1] FALSE

Clustering(18) Variable = 9Q GAIN MUTATION ANALYSIS
D18V1, survival
                   sevent
clus2                 0   1
  9Q GAIN MUTATED     8   4
  9Q GAIN WILD-TYPE 346 164
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               12               510 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
                4               164 
$`9Q GAIN MUTATED`
TCGA-A3-3374 TCGA-AK-3429 TCGA-AK-3433 TCGA-AK-3440 TCGA-B0-4688 TCGA-B0-4698 
       43.20        66.31        72.07        57.37         3.32         1.38 
TCGA-BP-4770 TCGA-BP-4969 TCGA-CJ-4897 TCGA-CZ-4866 TCGA-CZ-5457 TCGA-CZ-5468 
       10.82        58.98        59.44        61.41        55.33         1.94 

$`9Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3430 TCGA-AK-3431 
      109.91        29.10        84.36        73.08        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
        3.62        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
       21.86        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 
       52.54        30.48        29.95        19.30        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       26.20        21.60        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 
        5.75         0.23         1.25         0.53         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 
       54.77        49.08        44.94        12.23        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       13.15        61.68         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       36.53        20.38        36.39        10.98        37.25        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
        5.82        43.00        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       30.64        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 
       26.93        50.01        24.66        27.65        39.45        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40        31.10        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
        3.91         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
             1.38              0.07 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
            72.07            120.59 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
            56.35             36.15 
[1] "1.4 - 72.1 (56.3)"  "0.1 - 120.6 (36.1)"
[1] "hr=" "1"  
D18V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  9Q GAIN MUTATED         4        2         2        4
  9Q GAIN WILD-TYPE     256       55       125       76
D18V3, multiclass
           clus
vv          9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  STAGE I                 4               256
  STAGE II                2                55
  STAGE III               2               125
  STAGE IV                4                76
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  9Q GAIN MUTATED     4   2   3   3
  9Q GAIN WILD-TYPE 261  67 176   8
D18V4, multiclass
    clus
vv   9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  T1               4               261
  T2               2                67
  T3               3               176
  T4               3                 8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D18V5, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED     5   0
  9Q GAIN WILD-TYPE 227  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED      5    0
  9Q GAIN WILD-TYPE  227   18
   clus
vv  9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  0               5               227
  1               0                18
[1] 2 2
[1] FALSE
D18V6, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED    10   2
  9Q GAIN WILD-TYPE 408  76
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED     10    2
  9Q GAIN WILD-TYPE  408   76
   clus
vv  9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  0              10               408
  1               2                76
[1] 2 2
[1] FALSE
D18V7, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED     7   5
  9Q GAIN WILD-TYPE 181 331
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED      7    5
  9Q GAIN WILD-TYPE  181  331
        clus
vv       9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  FEMALE               7               181
  MALE                 5               331
[1] 2 2
[1] FALSE
D18V8, continuous
[1] "Remove cluster labels:" "9Q GAIN MUTATED"       
clus
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-AK-3426        TCGA-AK-3430        TCGA-B0-4838        TCGA-B2-5639 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-B4-5377        TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-B4-5835        TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-B4-5844        TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-CZ-4860        TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-CZ-5465        TCGA-CZ-5469        TCGA-CZ-5982        TCGA-DV-5565 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" "9Q GAIN WILD-TYPE" 
D18V9, continuous
D18V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  9Q GAIN MUTATED       0                         1    11
  9Q GAIN WILD-TYPE     8                        51   446
D18V11, multiclass
                           clus
vv                          9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  11               446
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D18V12, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED     1  10
  9Q GAIN WILD-TYPE  25 335
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED      1   10
  9Q GAIN WILD-TYPE   25  335
                        clus
vv                       9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  HISPANIC OR LATINO                   1                25
  NOT HISPANIC OR LATINO              10               335
[1] 2 2
[1] FALSE

Clustering(19) Variable = 10P GAIN MUTATION ANALYSIS
D19V1, survival
                    sevent
clus2                  0   1
  10P GAIN MUTATED    11   6
  10P GAIN WILD-TYPE 343 162
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                17                505 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                 6                162 
$`10P GAIN MUTATED`
TCGA-A3-3316 TCGA-AK-3453 TCGA-B0-4690 TCGA-B0-5109 TCGA-B4-5832 TCGA-B4-5838 
       49.08        45.93         1.41        19.30         0.23         5.46 
TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-5175 TCGA-CW-5588 
       93.99        74.17        13.15        68.38        30.64        66.31 
TCGA-CZ-4858 TCGA-CZ-4866 TCGA-CZ-5454 TCGA-CZ-5468 TCGA-EU-5905 
       69.21        61.41        23.74         1.94         3.91 

$`10P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       48.36        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       40.70         1.41         3.32         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 
        5.98         2.14        19.73         3.16        43.96         6.64 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 
        3.25        20.25        15.72        46.59         0.59         5.52 
TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 
       52.21        45.07        33.50        16.77         6.02        40.44 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 
       36.53        14.93        54.48        29.10        10.09        78.44 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       68.71        40.70        45.30        27.42        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       35.90        11.80        26.20        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       16.67         9.57         5.75         1.25         0.53         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
        0.07        18.48        52.24        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       44.94        12.23        31.89        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 
       44.15        41.75        71.80        48.07        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 
        5.33        61.97        60.59        13.51        56.91        11.64 
TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       60.95        15.78        48.95        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       87.45        71.41        63.62        58.68        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 
        6.35        79.30         1.78        74.20        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.22        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       34.95        31.27         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       47.18        74.27        75.06        77.36        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       66.21        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       27.65        39.45        59.44        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
       49.97        51.29        58.92        49.18        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
       63.88        72.00        79.89        84.66        25.71        18.87 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 
       22.32        25.25        18.15        61.91        62.10        73.35 
TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 
       67.00        53.26        60.99        53.42        75.58        62.66 
TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       83.77         7.36        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       85.78        73.18        78.18        74.66         1.35       105.93 
TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
       83.90       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       47.08        58.75         6.77        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5455 
       93.04         5.46        63.42        58.82         0.82        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       56.28        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  10P GAIN MUTATED 10P GAIN WILD-TYPE 
              0.23               0.07 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
             93.99             120.59 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
             30.64              36.39 
[1] "0.2 - 94.0 (30.6)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.1"
D19V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  10P GAIN MUTATED         7        4         3        3
  10P GAIN WILD-TYPE     253       53       124       77
D19V3, multiclass
           clus
vv          10P GAIN MUTATED 10P GAIN WILD-TYPE
  STAGE I                  7                253
  STAGE II                 4                 53
  STAGE III                3                124
  STAGE IV                 3                 77
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  10P GAIN MUTATED     7   5   4   1
  10P GAIN WILD-TYPE 258  64 175  10
D19V4, multiclass
    clus
vv   10P GAIN MUTATED 10P GAIN WILD-TYPE
  T1                7                258
  T2                5                 64
  T3                4                175
  T4                1                 10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D19V5, binary
                    cls
clus                   0   1
  10P GAIN MUTATED     6   2
  10P GAIN WILD-TYPE 226  16
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED      6    2
  10P GAIN WILD-TYPE  226   16
   clus
vv  10P GAIN MUTATED 10P GAIN WILD-TYPE
  0                6                226
  1                2                 16
[1] 2 2
[1] FALSE
D19V6, binary
                    cls
clus                   0   1
  10P GAIN MUTATED    14   3
  10P GAIN WILD-TYPE 404  75
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED     14    3
  10P GAIN WILD-TYPE  404   75
   clus
vv  10P GAIN MUTATED 10P GAIN WILD-TYPE
  0               14                404
  1                3                 75
[1] 2 2
[1] FALSE
D19V7, binary
                    cls
clus                   0   1
  10P GAIN MUTATED     5  12
  10P GAIN WILD-TYPE 183 324
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED      5   12
  10P GAIN WILD-TYPE  183  324
        clus
vv       10P GAIN MUTATED 10P GAIN WILD-TYPE
  FEMALE                5                183
  MALE                 12                324
[1] 2 2
[1] FALSE
D19V8, continuous
D19V9, continuous
D19V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  10P GAIN MUTATED       0                         0    17
  10P GAIN WILD-TYPE     8                        52   440
D19V11, multiclass
                           clus
vv                          10P GAIN MUTATED 10P GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                   17                440
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D19V12, binary
                    cls
clus                   0   1
  10P GAIN MUTATED     0  10
  10P GAIN WILD-TYPE  26 335
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED      0   10
  10P GAIN WILD-TYPE   26  335
                        clus
vv                       10P GAIN MUTATED 10P GAIN WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               10                335
[1] 2 2
[1] FALSE

Clustering(20) Variable = 10Q GAIN MUTATION ANALYSIS
D20V1, survival
                    sevent
clus2                  0   1
  10Q GAIN MUTATED     8   4
  10Q GAIN WILD-TYPE 346 164
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                12                510 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                 4                164 
$`10Q GAIN MUTATED`
TCGA-AK-3453 TCGA-B0-5109 TCGA-B4-5832 TCGA-BP-4352 TCGA-BP-4768 TCGA-BP-4781 
       45.93        19.30         0.23        11.31        13.15        68.38 
TCGA-BP-5175 TCGA-CW-5588 TCGA-CZ-4858 TCGA-CZ-4866 TCGA-CZ-5468 TCGA-EU-5905 
       30.64        66.31        69.21        61.41         1.94         3.91 

$`10Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       15.78        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       12.13        40.70         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
        2.53         3.48        28.47        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       32.98        21.57        16.67         9.57         5.75         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        0.53         4.64         5.46         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
       27.02         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       14.27         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       37.25        21.21        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       12.23        31.89        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        61.68        10.82         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       60.59        13.51        56.91        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       46.45        31.30        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 
       46.45        16.47         5.82        43.00        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 
       35.21        36.23        28.87        48.10         6.35        79.30 
TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
        1.78        74.20        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       59.44        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 
       18.77        25.45        46.16         0.59        47.08        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       55.33        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 
       21.76        57.21        47.54        22.52         2.40        31.10 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
       18.12         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
              0.23               0.07 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
             69.21             120.59 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
             24.97              36.46 
[1] "0.2 - 69.2 (25.0)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "1.3"
D20V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  10Q GAIN MUTATED         6        2         2        2
  10Q GAIN WILD-TYPE     254       55       125       78
D20V3, multiclass
           clus
vv          10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  STAGE I                  6                254
  STAGE II                 2                 55
  STAGE III                2                125
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  10Q GAIN MUTATED     6   2   4   0
  10Q GAIN WILD-TYPE 259  67 175  11
D20V4, multiclass
    clus
vv   10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  T1                6                259
  T2                2                 67
  T3                4                175
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D20V5, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED     3   1
  10Q GAIN WILD-TYPE 229  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED      3    1
  10Q GAIN WILD-TYPE  229   17
   clus
vv  10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  0                3                229
  1                1                 17
[1] 2 2
[1] FALSE
D20V6, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED    10   2
  10Q GAIN WILD-TYPE 408  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED     10    2
  10Q GAIN WILD-TYPE  408   76
   clus
vv  10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  0               10                408
  1                2                 76
[1] 2 2
[1] FALSE
D20V7, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED     6   6
  10Q GAIN WILD-TYPE 182 330
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED      6    6
  10Q GAIN WILD-TYPE  182  330
        clus
vv       10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  FEMALE                6                182
  MALE                  6                330
[1] 2 2
[1] FALSE
D20V8, continuous
D20V9, continuous
D20V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  10Q GAIN MUTATED       0                         0    12
  10Q GAIN WILD-TYPE     8                        52   445
D20V11, multiclass
                           clus
vv                          10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                   12                445
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D20V12, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED     0   8
  10Q GAIN WILD-TYPE  26 337
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED      0    8
  10Q GAIN WILD-TYPE   26  337
                        clus
vv                       10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO                8                337
[1] 2 2
[1] FALSE

Clustering(21) Variable = 11P GAIN MUTATION ANALYSIS
D21V1, survival
                    sevent
clus2                  0   1
  11P GAIN MUTATED    22   9
  11P GAIN WILD-TYPE 332 159
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                31                491 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                 9                159 
$`11P GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3372 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4710 
       24.16        24.16        72.07        57.37        45.93         3.16 
TCGA-B0-4844 TCGA-B0-5113 TCGA-B4-5832 TCGA-B8-4620 TCGA-B8-A54I TCGA-BP-4167 
       10.29        11.80         0.23        25.55         4.93        89.36 
TCGA-BP-4337 TCGA-BP-4351 TCGA-BP-4799 TCGA-BP-4994 TCGA-BP-5185 TCGA-BP-5200 
        0.07        31.89        37.25        43.00        37.22        34.95 
TCGA-CJ-4635 TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4885 TCGA-CJ-4907 TCGA-CJ-5679 
       46.55        11.05        79.66        69.86        49.28        22.32 
TCGA-CJ-5682 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5460 TCGA-CZ-5468 
       61.91        69.21         6.77        61.41        47.01         1.94 
TCGA-EU-5905 
        3.91 

$`11P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       58.49        48.69        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       31.27        28.04        12.13        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
       19.73        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 
       27.42        53.88         6.71        56.68        11.64        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        19.30        35.90        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       32.98        21.57        16.67         9.57         5.75         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        0.53         4.64         5.46         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        1.74         8.42        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       32.61        99.85         0.43        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       93.99        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       20.38        36.39        10.98        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
       31.27         0.95        59.84        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 
       75.88        65.69        54.61        53.52        58.95        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       83.97        49.25        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 
       64.27        71.87        66.21        61.91        57.83        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 
       24.66        27.65        39.45        59.44        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       47.67        49.97        51.29        58.92        49.18        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
       63.88        72.00        79.89        84.66        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       25.25        18.15        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       66.31        78.18        74.66         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
       58.75        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       55.33        56.94        55.33        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40        31.10        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  11P GAIN MUTATED 11P GAIN WILD-TYPE 
              0.07               0.10 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
             89.36             120.59 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
             34.95              36.39 
[1] "0.1 - 89.4 (35.0)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1"  
D21V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  11P GAIN MUTATED         8        4        11        8
  11P GAIN WILD-TYPE     252       53       116       72
D21V3, multiclass
           clus
vv          11P GAIN MUTATED 11P GAIN WILD-TYPE
  STAGE I                  8                252
  STAGE II                 4                 53
  STAGE III               11                116
  STAGE IV                 8                 72
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  11P GAIN MUTATED     8   4  18   1
  11P GAIN WILD-TYPE 257  65 161  10
D21V4, multiclass
    clus
vv   11P GAIN MUTATED 11P GAIN WILD-TYPE
  T1                8                257
  T2                4                 65
  T3               18                161
  T4                1                 10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D21V5, binary
                    cls
clus                   0   1
  11P GAIN MUTATED    10   0
  11P GAIN WILD-TYPE 222  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED     10    0
  11P GAIN WILD-TYPE  222   18
   clus
vv  11P GAIN MUTATED 11P GAIN WILD-TYPE
  0               10                222
  1                0                 18
[1] 2 2
[1] FALSE
D21V6, binary
                    cls
clus                   0   1
  11P GAIN MUTATED    22   8
  11P GAIN WILD-TYPE 396  70
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED     22    8
  11P GAIN WILD-TYPE  396   70
   clus
vv  11P GAIN MUTATED 11P GAIN WILD-TYPE
  0               22                396
  1                8                 70
[1] 2 2
[1] FALSE
D21V7, binary
                    cls
clus                   0   1
  11P GAIN MUTATED    10  21
  11P GAIN WILD-TYPE 178 315
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED     10   21
  11P GAIN WILD-TYPE  178  315
        clus
vv       11P GAIN MUTATED 11P GAIN WILD-TYPE
  FEMALE               10                178
  MALE                 21                315
[1] 2 2
[1] FALSE
D21V8, continuous
D21V9, continuous
D21V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  11P GAIN MUTATED       0                         2    29
  11P GAIN WILD-TYPE     8                        50   428
D21V11, multiclass
                           clus
vv                          11P GAIN MUTATED 11P GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                2                 50
  WHITE                                   29                428
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D21V12, binary
                    cls
clus                   0   1
  11P GAIN MUTATED     1  19
  11P GAIN WILD-TYPE  25 326
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED      1   19
  11P GAIN WILD-TYPE   25  326
                        clus
vv                       11P GAIN MUTATED 11P GAIN WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               19                326
[1] 2 2
[1] FALSE

Clustering(22) Variable = 11Q GAIN MUTATION ANALYSIS
D22V1, survival
                    sevent
clus2                  0   1
  11Q GAIN MUTATED    22   7
  11Q GAIN WILD-TYPE 332 161
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                29                493 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                 7                161 
$`11Q GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3372 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4710 
       24.16        24.16        72.07        57.37        45.93         3.16 
TCGA-B0-4844 TCGA-B0-5113 TCGA-B2-4099 TCGA-B8-4620 TCGA-B8-A54I TCGA-BP-4167 
       10.29        11.80        12.30        25.55         4.93        89.36 
TCGA-BP-4337 TCGA-BP-4351 TCGA-BP-4799 TCGA-BP-4994 TCGA-BP-5185 TCGA-BP-5200 
        0.07        31.89        37.25        43.00        37.22        34.95 
TCGA-CJ-4635 TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4885 TCGA-CJ-4907 TCGA-CJ-5679 
       46.55        11.05        79.66        69.86        49.28        22.32 
TCGA-CJ-5682 TCGA-CZ-4858 TCGA-CZ-4866 TCGA-CZ-5460 TCGA-EU-5905 
       61.91        69.21        61.41        47.01         3.91 

$`11Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       58.49        48.69        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       31.27        28.04        12.13        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
       19.73        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 
       27.42        53.88         6.71        56.68        11.64        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        19.30        35.90        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
        1.68        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        0.53         4.64         5.46         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        1.74         8.42        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       32.61        99.85         0.43        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       93.99        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       20.38        36.39        10.98        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
       31.27         0.95        59.84        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 
       75.88        65.69        54.61        53.52        58.95        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       83.97        49.25        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 
       64.27        71.87        66.21        61.91        57.83        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 
       24.66        27.65        39.45        59.44        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       47.67        49.97        51.29        58.92        49.18        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
       63.88        72.00        79.89        84.66        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       25.25        18.15        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       66.31        78.18        74.66         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
        5.46        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 
       56.28        55.33        56.94        55.33        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       21.76        57.21        47.54        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
              0.07               0.10 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
             89.36             120.59 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
             37.22              36.36 
[1] "0.1 - 89.4 (37.2)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.3"
D22V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  11Q GAIN MUTATED         9        4        10        6
  11Q GAIN WILD-TYPE     251       53       117       74
D22V3, multiclass
           clus
vv          11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  STAGE I                  9                251
  STAGE II                 4                 53
  STAGE III               10                117
  STAGE IV                 6                 74
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  11Q GAIN MUTATED     9   4  16   0
  11Q GAIN WILD-TYPE 256  65 163  11
D22V4, multiclass
    clus
vv   11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  T1                9                256
  T2                4                 65
  T3               16                163
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D22V5, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED     9   0
  11Q GAIN WILD-TYPE 223  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED      9    0
  11Q GAIN WILD-TYPE  223   18
   clus
vv  11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  0                9                223
  1                0                 18
[1] 2 2
[1] FALSE
D22V6, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED    22   6
  11Q GAIN WILD-TYPE 396  72
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED     22    6
  11Q GAIN WILD-TYPE  396   72
   clus
vv  11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  0               22                396
  1                6                 72
[1] 2 2
[1] FALSE
D22V7, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED    10  19
  11Q GAIN WILD-TYPE 178 317
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED     10   19
  11Q GAIN WILD-TYPE  178  317
        clus
vv       11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  FEMALE               10                178
  MALE                 19                317
[1] 2 2
[1] FALSE
D22V8, continuous
[1] "Remove cluster labels:" "11Q GAIN MUTATED"      
clus
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                 2                 42 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4860         TCGA-CZ-4861 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-CZ-4862         TCGA-CZ-5456         TCGA-CZ-5457 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-CZ-5465         TCGA-CZ-5469         TCGA-CZ-5982 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5907 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
        TCGA-G6-A8L6         TCGA-G6-A8L7         TCGA-G6-A8L8 
"11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" "11Q GAIN WILD-TYPE" 
D22V9, continuous
D22V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  11Q GAIN MUTATED       0                         2    27
  11Q GAIN WILD-TYPE     8                        50   430
D22V11, multiclass
                           clus
vv                          11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                2                 50
  WHITE                                   27                430
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D22V12, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED     1  18
  11Q GAIN WILD-TYPE  25 327
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED      1   18
  11Q GAIN WILD-TYPE   25  327
                        clus
vv                       11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               18                327
[1] 2 2
[1] FALSE

Clustering(23) Variable = 12P GAIN MUTATION ANALYSIS
D23V1, survival
                    sevent
clus2                  0   1
  12P GAIN MUTATED    70  49
  12P GAIN WILD-TYPE 284 119
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
               119                403 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
                49                119 
$`12P GAIN MUTATED`
TCGA-A3-3311 TCGA-A3-3319 TCGA-A3-3325 TCGA-A3-3347 TCGA-A3-3358 TCGA-A3-3372 
       39.16        37.15        24.69        52.93        42.97        24.16 
TCGA-A3-3374 TCGA-A3-3382 TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3430 TCGA-AK-3433 
       43.20        18.87        20.28       109.91        15.78        72.07 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       67.20        57.37        45.93         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        2.53         1.38         3.62        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
        6.64        46.59        52.21         6.02        40.44        36.53 
TCGA-B0-4823 TCGA-B0-4828 TCGA-B0-4838 TCGA-B0-4848 TCGA-B0-5075 TCGA-B0-5081 
       14.93        10.09        27.42        29.03        20.94        11.90 
TCGA-B0-5084 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5107 TCGA-B0-5109 TCGA-B0-5113 
        7.30        10.95         8.05        30.48        19.30        11.80 
TCGA-B0-5116 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5713 TCGA-B4-5832 TCGA-B4-5838 
       21.60        56.78        60.33        61.32         0.23         5.46 
TCGA-B8-4143 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5163 TCGA-B8-5551 TCGA-B8-A54F 
       23.31        25.91        23.01        27.02         0.53        17.06 
TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4167 TCGA-BP-4174 TCGA-BP-4176 
        4.93       101.06        93.34        89.36        61.78        64.27 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4761 TCGA-BP-4768 
        0.07        93.99        31.89        11.31         5.98        13.15 
TCGA-BP-4782 TCGA-BP-4787 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4963 
       11.64        15.78         6.71        47.97        71.41        60.30 
TCGA-BP-4964 TCGA-BP-4977 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4988 TCGA-BP-4992 
       61.22        14.93        46.45        31.30        27.22        16.47 
TCGA-BP-4994 TCGA-BP-5009 TCGA-BP-5173 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5185 
       43.00        36.23         1.78        30.64        62.86        37.22 
TCGA-BP-5191 TCGA-BP-5194 TCGA-BP-5200 TCGA-CJ-4636 TCGA-CJ-4638 TCGA-CJ-4872 
       31.79        13.41        34.95        63.25        14.17        47.18 
TCGA-CJ-4873 TCGA-CJ-4884 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-4912 TCGA-CJ-4920 
       74.27        57.83        51.29        49.28        54.48         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5679 TCGA-CJ-5682 TCGA-CJ-5684 
       18.81        63.88        84.66        22.32        61.91        73.35 
TCGA-CJ-6028 TCGA-CW-5588 TCGA-CW-5591 TCGA-CW-6087 TCGA-CZ-4854 TCGA-CZ-4856 
       53.42        66.31        74.66         1.35        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5461 TCGA-CZ-5464 TCGA-CZ-5466 
       47.08        61.41        56.28        10.85        57.21        22.52 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5987 TCGA-EU-5905 
        1.94        31.10        67.96        14.63         3.91 

$`12P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3313 
       12.66        12.16        36.82        47.21         0.53        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.08        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 
       37.38        48.82        21.86        34.29        31.07         4.50 
TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3359 TCGA-A3-3362 
       45.53        29.92        18.44        88.37        82.32        51.25 
TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 
       10.49        28.70        74.63        74.76        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL 
       20.71        18.64        28.31        65.52        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3426 TCGA-AK-3427 
        0.10         0.10        11.18        10.62        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3444 
       73.08        66.31        60.92        68.61        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 
       42.08        40.01        58.49        48.69        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 
       37.58        38.40        31.27        28.04        12.13        40.70 
TCGA-AS-3778 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 
        1.41         3.48        28.47        19.00        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
        5.98         2.14         3.25        20.25        15.72         0.59 
TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4827 
        5.52        45.07        33.50        16.77        54.48        29.10 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4839 TCGA-B0-4841 
       78.44        68.71        40.70        45.30        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5085 
        2.27        36.85        70.52        43.30        11.24        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       18.51        15.09         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5108 TCGA-B0-5110 
       62.89        90.87        90.48        52.54        29.95        35.90 
TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       26.20        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       15.78        46.68        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       89.49        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       16.67         9.57         5.75         1.25         0.53         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.36         0.23        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       24.66        17.19        25.55        20.91        23.74         1.18 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54G TCGA-B8-A54H 
       34.39        14.30        27.29        29.88         1.74         8.42 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 
       94.72        90.28        32.61        99.85         0.43        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       77.03        62.24        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       44.94        12.23        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       72.59        77.98        77.62        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 
       13.51        56.91        68.38        60.95        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4807 
       20.38        36.39        10.98        37.25        36.95         6.94 
TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       87.45        63.62        58.68        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       58.98        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4987 
       47.11        53.65        36.07        33.34        25.81        36.95 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
        3.88        46.45         5.82        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 
       28.87        48.10         6.35        79.30        74.20        52.27 
TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
        9.63        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5195 
       22.78        13.35        27.02        33.24        23.47        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       33.47        19.82        44.55        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       46.55        73.22        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 
       50.24        56.35        47.67        49.97        58.92        49.18 
TCGA-CJ-4908 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-5672 TCGA-CJ-5675 
       50.33        38.56        45.14         3.06        72.00        79.89 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5686 
       25.71        18.87        25.25        18.15        62.10        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       53.26        60.99        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
       78.18       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       69.21        58.75         6.77        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
       93.04         5.46        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5462 
       18.44        55.33        56.94        55.33        47.01        10.22 
TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 
       21.76        47.54         2.40        12.69        80.19        65.65 
TCGA-CZ-5986 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       12.26        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  12P GAIN MUTATED 12P GAIN WILD-TYPE 
              0.07               0.10 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
            109.91             120.59 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
             30.48              37.15 
[1] "0.1 - 109.9 (30.5)" "0.1 - 120.6 (37.1)"
[1] "hr=" "1.6"
D23V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  12P GAIN MUTATED        43        9        39       28
  12P GAIN WILD-TYPE     217       48        88       52
D23V3, multiclass
           clus
vv          12P GAIN MUTATED 12P GAIN WILD-TYPE
  STAGE I                 43                217
  STAGE II                 9                 48
  STAGE III               39                 88
  STAGE IV                28                 52
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  12P GAIN MUTATED    45  13  57   4
  12P GAIN WILD-TYPE 220  56 122   7
D23V4, multiclass
    clus
vv   12P GAIN MUTATED 12P GAIN WILD-TYPE
  T1               45                220
  T2               13                 56
  T3               57                122
  T4                4                  7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D23V5, binary
                    cls
clus                   0   1
  12P GAIN MUTATED    56   8
  12P GAIN WILD-TYPE 176  10
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED     56    8
  12P GAIN WILD-TYPE  176   10
   clus
vv  12P GAIN MUTATED 12P GAIN WILD-TYPE
  0               56                176
  1                8                 10
[1] 2 2
[1] FALSE
D23V6, binary
                    cls
clus                   0   1
  12P GAIN MUTATED    90  27
  12P GAIN WILD-TYPE 328  51
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED     90   27
  12P GAIN WILD-TYPE  328   51
   clus
vv  12P GAIN MUTATED 12P GAIN WILD-TYPE
  0               90                328
  1               27                 51
[1] 2 2
[1] FALSE
D23V7, binary
                    cls
clus                   0   1
  12P GAIN MUTATED    39  80
  12P GAIN WILD-TYPE 149 256
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED     39   80
  12P GAIN WILD-TYPE  149  256
        clus
vv       12P GAIN MUTATED 12P GAIN WILD-TYPE
  FEMALE               39                149
  MALE                 80                256
[1] 2 2
[1] FALSE
D23V8, continuous
D23V9, continuous
[1] "Remove cluster labels:" "12P GAIN MUTATED"      
clus
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
                 2                 13 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5158         TCGA-B8-5164 
"12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" 
        TCGA-B8-A54E         TCGA-B8-A54G         TCGA-B8-A8YJ 
"12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-G6-A5PC         TCGA-G6-A8L7 
"12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" "12P GAIN WILD-TYPE" 
        TCGA-MM-A563 
"12P GAIN WILD-TYPE" 
D23V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  12P GAIN MUTATED       2                         5   110
  12P GAIN WILD-TYPE     6                        47   347
D23V11, multiclass
                           clus
vv                          12P GAIN MUTATED 12P GAIN WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                5                 47
  WHITE                                  110                347
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D23V12, binary
                    cls
clus                   0   1
  12P GAIN MUTATED     3  80
  12P GAIN WILD-TYPE  23 265
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED      3   80
  12P GAIN WILD-TYPE   23  265
                        clus
vv                       12P GAIN MUTATED 12P GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               80                265
[1] 2 2
[1] FALSE

Clustering(24) Variable = 12Q GAIN MUTATION ANALYSIS
D24V1, survival
                    sevent
clus2                  0   1
  12Q GAIN MUTATED    71  49
  12Q GAIN WILD-TYPE 283 119
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
               120                402 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
                49                119 
$`12Q GAIN MUTATED`
TCGA-A3-3311 TCGA-A3-3319 TCGA-A3-3325 TCGA-A3-3347 TCGA-A3-3358 TCGA-A3-3372 
       39.16        37.15        24.69        52.93        42.97        24.16 
TCGA-A3-3374 TCGA-A3-3382 TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3430 TCGA-AK-3433 
       43.20        18.87        20.28       109.91        15.78        72.07 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       67.20        57.37        45.93         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4696 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4710 
        2.53        28.47         1.38         3.62        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4821 
       43.96         6.64        46.59        52.21         6.02        40.44 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4828 TCGA-B0-4838 TCGA-B0-4848 TCGA-B0-5075 
       36.53        14.93        10.09        27.42        29.03        20.94 
TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5094 TCGA-B0-5107 TCGA-B0-5109 TCGA-B0-5113 
       11.90         7.30        10.95        30.48        19.30        11.80 
TCGA-B0-5116 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5713 TCGA-B4-5832 TCGA-B4-5838 
       21.60        56.78        60.33        61.32         0.23         5.46 
TCGA-B8-4143 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5163 TCGA-B8-5551 TCGA-B8-A54F 
       23.31        25.91        23.01        27.02         0.53        17.06 
TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4167 TCGA-BP-4174 TCGA-BP-4176 
        4.93       101.06        93.34        89.36        61.78        64.27 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4761 TCGA-BP-4768 
        0.07        93.99        31.89        11.31         5.98        13.15 
TCGA-BP-4782 TCGA-BP-4787 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4963 
       11.64        15.78         6.71        47.97        71.41        60.30 
TCGA-BP-4964 TCGA-BP-4977 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4988 TCGA-BP-4992 
       61.22        14.93        46.45        31.30        27.22        16.47 
TCGA-BP-4994 TCGA-BP-5009 TCGA-BP-5173 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5185 
       43.00        36.23         1.78        30.64        62.86        37.22 
TCGA-BP-5191 TCGA-BP-5194 TCGA-BP-5200 TCGA-CJ-4636 TCGA-CJ-4638 TCGA-CJ-4872 
       31.79        13.41        34.95        63.25        14.17        47.18 
TCGA-CJ-4873 TCGA-CJ-4881 TCGA-CJ-4884 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-4912 
       74.27        66.21        57.83        51.29        49.28        54.48 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5679 TCGA-CJ-5682 
        4.57        18.81        63.88        84.66        22.32        61.91 
TCGA-CJ-5684 TCGA-CJ-6028 TCGA-CW-5588 TCGA-CW-5591 TCGA-CW-6087 TCGA-CZ-4854 
       73.35        53.42        66.31        74.66         1.35        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5461 TCGA-CZ-5464 
        0.59        47.08        61.41        56.28        10.85        57.21 
TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5987 TCGA-EU-5905 
       22.52         1.94        31.10        67.96        14.63         3.91 

$`12Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3313 
       12.66        12.16        36.82        47.21         0.53        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.08        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 
       37.38        48.82        21.86        34.29        31.07         4.50 
TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3359 TCGA-A3-3362 
       45.53        29.92        18.44        88.37        82.32        51.25 
TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 
       10.49        28.70        74.63        74.76        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL 
       20.71        18.64        28.31        65.52        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3426 TCGA-AK-3427 
        0.10         0.10        11.18        10.62        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3444 
       73.08        66.31        60.92        68.61        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 
       42.08        40.01        58.49        48.69        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 
       37.58        38.40        31.27        28.04        12.13        40.70 
TCGA-AS-3778 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
        1.41         3.48        19.00        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 
        2.14         3.25        20.25        15.72         0.59         5.52 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 
       45.07        33.50        16.77        54.48        29.10        78.44 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 
       68.71        40.70        45.30        53.88         6.71        56.68 
TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 
       11.64        10.29        65.29        39.45        26.07         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5085 TCGA-B0-5088 
       36.85        70.52        43.30        11.24        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       15.09         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5108 TCGA-B0-5110 
       62.89        90.87        90.48        52.54        29.95        35.90 
TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       26.20        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       15.78        46.68        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       89.49        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       16.67         9.57         5.75         1.25         0.53         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.36         0.23        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       24.66        17.19        25.55        20.91        23.74         1.18 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54G TCGA-B8-A54H 
       34.39        14.30        27.29        29.88         1.74         8.42 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 
       94.72        90.28        32.61        99.85         0.43        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       77.03        62.24        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       44.94        12.23        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       72.59        77.98        77.62        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 
       13.51        56.91        68.38        60.95        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4807 
       20.38        36.39        10.98        37.25        36.95         6.94 
TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       87.45        63.62        58.68        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       58.98        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4987 
       47.11        53.65        36.07        33.34        25.81        36.95 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
        3.88        46.45         5.82        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 
       28.87        48.10         6.35        79.30        74.20        52.27 
TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
        9.63        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5195 
       22.78        13.35        27.02        33.24        23.47        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       33.47        19.82        44.55        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       46.55        73.22        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4885 
       75.06        77.36        64.27        71.87        61.91        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       56.35        47.67        49.97        58.92        49.18        50.33 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 
       38.56        45.14         3.06        72.00        79.89        25.71 
TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5686 TCGA-CJ-5689 
       18.87        25.25        18.15        62.10        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       60.99        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       92.02        81.83         5.39        85.78        73.18        78.18 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4858 
      105.93        83.90       103.43        18.77        25.45        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
        5.46        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5462 TCGA-CZ-5463 
       55.33        56.94        55.33        47.01        10.22        21.76 
TCGA-CZ-5465 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 
       47.54         2.40        12.69        80.19        65.65        12.26 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
       18.12         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
              0.07               0.10 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
            109.91             120.59 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
            30.560             37.085 
[1] "0.1 - 109.9 (30.6)" "0.1 - 120.6 (37.1)"
[1] "hr=" "1.6"
D24V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  12Q GAIN MUTATED        43        9        40       28
  12Q GAIN WILD-TYPE     217       48        87       52
D24V3, multiclass
           clus
vv          12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  STAGE I                 43                217
  STAGE II                 9                 48
  STAGE III               40                 87
  STAGE IV                28                 52
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  12Q GAIN MUTATED    45  13  58   4
  12Q GAIN WILD-TYPE 220  56 121   7
D24V4, multiclass
    clus
vv   12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  T1               45                220
  T2               13                 56
  T3               58                121
  T4                4                  7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D24V5, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED    56   8
  12Q GAIN WILD-TYPE 176  10
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED     56    8
  12Q GAIN WILD-TYPE  176   10
   clus
vv  12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  0               56                176
  1                8                 10
[1] 2 2
[1] FALSE
D24V6, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED    91  27
  12Q GAIN WILD-TYPE 327  51
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED     91   27
  12Q GAIN WILD-TYPE  327   51
   clus
vv  12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  0               91                327
  1               27                 51
[1] 2 2
[1] FALSE
D24V7, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED    39  81
  12Q GAIN WILD-TYPE 149 255
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED     39   81
  12Q GAIN WILD-TYPE  149  255
        clus
vv       12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  FEMALE               39                149
  MALE                 81                255
[1] 2 2
[1] FALSE
D24V8, continuous
D24V9, continuous
[1] "Remove cluster labels:" "12Q GAIN MUTATED"      
clus
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
                 2                 13 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5158         TCGA-B8-5164 
"12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" 
        TCGA-B8-A54E         TCGA-B8-A54G         TCGA-B8-A8YJ 
"12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-G6-A5PC         TCGA-G6-A8L7 
"12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" "12Q GAIN WILD-TYPE" 
        TCGA-MM-A563 
"12Q GAIN WILD-TYPE" 
D24V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  12Q GAIN MUTATED       2                         5   111
  12Q GAIN WILD-TYPE     6                        47   346
D24V11, multiclass
                           clus
vv                          12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                5                 47
  WHITE                                  111                346
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D24V12, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED     3  81
  12Q GAIN WILD-TYPE  23 264
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED      3   81
  12Q GAIN WILD-TYPE   23  264
                        clus
vv                       12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               81                264
[1] 2 2
[1] FALSE

Clustering(25) Variable = 13Q GAIN MUTATION ANALYSIS
D25V1, survival
                    sevent
clus2                  0   1
  13Q GAIN MUTATED    18   4
  13Q GAIN WILD-TYPE 336 164
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
                22                500 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
                 4                164 
$`13Q GAIN MUTATED`
TCGA-A3-3325 TCGA-AK-3453 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-5690 TCGA-B2-5639 
       24.69        45.93         2.14         3.16        79.17        32.98 
TCGA-BP-4166 TCGA-BP-4332 TCGA-BP-4983 TCGA-BP-5198 TCGA-BP-5200 TCGA-CJ-4905 
        0.43        37.25        46.45        19.82        34.95        49.18 
TCGA-CJ-4907 TCGA-CJ-4912 TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5682 TCGA-CJ-5689 
       49.28        54.48        63.88        84.66        61.91        53.26 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 TCGA-DV-5574 
       47.01        10.85        57.21        66.28 

$`13Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       36.36        38.99        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       48.36        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       40.70         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 
        7.82         5.98        19.73        43.96         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 
       20.25        15.72        46.59         0.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
       45.07        33.50        16.77         6.02        40.44        36.53 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 
       14.93        54.48        29.10        10.09        78.44        68.71 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 
       40.70        45.30        27.42        53.88         6.71        56.68 
TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 
       11.64        10.29        65.29        39.45        26.07        29.03 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 
        2.27        36.85        70.52        20.94        43.30        11.24 
TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 
       11.90         7.30        25.32        18.51        15.09        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 
        8.05         2.24        21.86        52.08        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       90.87        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       35.90        11.80        26.20        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5691 
       16.21        18.21        21.44        37.22        14.76       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
       48.89       101.13        15.78        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 
       84.92        90.12        56.94        52.77        39.55       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 
       79.36       102.48        47.97        96.36        89.49        61.32 
TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 
       97.41        32.61        35.90         1.68        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       31.30        11.77        10.36        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 
        5.75         0.23         1.25         0.53         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       99.85        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       62.07        80.68        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       44.94        12.23        31.89        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       20.38        36.39        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4985 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       44.55        31.27         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       47.18        74.27        75.06        77.36        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       66.21        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       27.65        39.45        59.44        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4908 TCGA-CJ-4913 TCGA-CJ-4916 
       49.97        51.29        58.92        50.33        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 
        3.06         4.57        18.81        72.00        79.89        25.71 
TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 
       18.87        22.32        25.25        18.15        62.10        73.35 
TCGA-CJ-5686 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 
       67.00        60.99        53.42        75.58        62.66        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 
        7.36        64.57        92.02        81.83         5.39        85.78 
TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       73.18        66.31        78.18        74.66         1.35       105.93 
TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
       83.90       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 
       47.08        69.21        58.75         6.77        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       63.39        93.04         5.46        61.41        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 
        0.82        23.74        18.44        56.28        55.33        56.94 
TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       55.33        10.22        21.76        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 
        1.94        31.10        12.69        80.19        67.96        65.65 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       12.26        14.63        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5575 TCGA-DV-5576 
       65.88        12.16        11.67        37.15        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
              0.43               0.07 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
             84.66             120.59 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
            46.730             35.985 
[1] "0.4 - 84.7 (46.7)"  "0.1 - 120.6 (36.0)"
[1] "hr=" "1.9"
D25V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  13Q GAIN MUTATED         6        3         8        5
  13Q GAIN WILD-TYPE     254       54       119       75
D25V3, multiclass
           clus
vv          13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  STAGE I                  6                254
  STAGE II                 3                 54
  STAGE III                8                119
  STAGE IV                 5                 75
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  13Q GAIN MUTATED     7   3  12   0
  13Q GAIN WILD-TYPE 258  66 167  11
D25V4, multiclass
    clus
vv   13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  T1                7                258
  T2                3                 66
  T3               12                167
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D25V5, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED     4   0
  13Q GAIN WILD-TYPE 228  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED      4    0
  13Q GAIN WILD-TYPE  228   18
   clus
vv  13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  0                4                228
  1                0                 18
[1] 2 2
[1] FALSE
D25V6, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED    17   5
  13Q GAIN WILD-TYPE 401  73
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED     17    5
  13Q GAIN WILD-TYPE  401   73
   clus
vv  13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  0               17                401
  1                5                 73
[1] 2 2
[1] FALSE
D25V7, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED     5  17
  13Q GAIN WILD-TYPE 183 319
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED      5   17
  13Q GAIN WILD-TYPE  183  319
        clus
vv       13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  FEMALE                5                183
  MALE                 17                319
[1] 2 2
[1] FALSE
D25V8, continuous
[1] "Remove cluster labels:" "13Q GAIN MUTATED"      
clus
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
                 2                 42 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-B0-4838         TCGA-B4-5377         TCGA-B4-5378 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-B4-5832         TCGA-B4-5834         TCGA-B4-5835 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-B4-5836         TCGA-B4-5838         TCGA-B4-5843 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-B4-5844         TCGA-CZ-4854         TCGA-CZ-4856 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-CZ-4858         TCGA-CZ-4860         TCGA-CZ-4861 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-CZ-4862         TCGA-CZ-5456         TCGA-CZ-5457 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-CZ-5465         TCGA-CZ-5469         TCGA-CZ-5982 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-DV-5575         TCGA-DV-5576         TCGA-DV-A4W0 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-EU-5904         TCGA-EU-5905         TCGA-EU-5907 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
        TCGA-G6-A8L6         TCGA-G6-A8L7         TCGA-G6-A8L8 
"13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" "13Q GAIN WILD-TYPE" 
D25V9, continuous
D25V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  13Q GAIN MUTATED       1                         0    21
  13Q GAIN WILD-TYPE     7                        52   436
D25V11, multiclass
                           clus
vv                          13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                   21                436
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D25V12, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED     3  13
  13Q GAIN WILD-TYPE  23 332
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED      3   13
  13Q GAIN WILD-TYPE   23  332
                        clus
vv                       13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               13                332
[1] 2 2
[1] FALSE

Clustering(26) Variable = 14Q GAIN MUTATION ANALYSIS
D26V1, survival
                    sevent
clus2                  0   1
  14Q GAIN MUTATED     8   8
  14Q GAIN WILD-TYPE 346 160
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                16                506 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                 8                160 
$`14Q GAIN MUTATED`
TCGA-A3-3325 TCGA-A3-3374 TCGA-AK-3433 TCGA-AK-3440 TCGA-B0-4688 TCGA-B0-4696 
       24.69        43.20        72.07        57.37         3.32        28.47 
TCGA-B0-4699 TCGA-BP-4342 TCGA-BP-4351 TCGA-BP-4770 TCGA-BP-4799 TCGA-BP-4994 
        3.62        74.17        31.89        10.82        37.25        43.00 
TCGA-CJ-4901 TCGA-CJ-6028 TCGA-CZ-4865 TCGA-CZ-5460 
       47.67        53.42         5.46        47.01 

$`14Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       36.36        38.99        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        24.16        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        67.20        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 
        1.41         4.57         2.53         3.48        19.00         1.38 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 
        0.23         1.25         0.53         4.64         5.46         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 
       94.72        90.28       101.06        93.34        32.61        99.85 
TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
        0.43        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       93.99        18.48        52.24        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       44.94        12.23        11.31        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       12.30        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 
       41.75        71.80        48.07        13.15        61.68         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       60.95        15.78        48.95        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       10.98        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       71.41        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
        6.74        57.40        58.98        14.24        48.89        49.38 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 
       45.50         7.23        47.11        53.65        14.93        36.07 
TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 
       33.34        46.45        31.30        25.81        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 
        3.88        46.45        16.47         5.82        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 
       35.21        36.23        28.87        48.10         6.35        79.30 
TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 
        1.78        74.20        30.64        52.27         9.63        62.86 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 
       13.41        24.62        33.47        19.82        44.55        34.95 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 
       31.27         0.95        59.84        46.55        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 
       11.05        21.24        83.97        49.25        79.66        47.18 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 
       74.27        75.06        77.36        64.27        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 
       39.45        59.44        50.24        56.35        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       60.99        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 
       56.28        55.33        56.94        55.33        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       21.76        57.21        47.54        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
              3.32               0.07 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
             74.17             120.59 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
            40.125             36.295 
[1] "3.3 - 74.2 (40.1)"  "0.1 - 120.6 (36.3)"
[1] "hr=" "1.7"
D26V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  14Q GAIN MUTATED         5        2         4        5
  14Q GAIN WILD-TYPE     255       55       123       75
D26V3, multiclass
           clus
vv          14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  STAGE I                  5                255
  STAGE II                 2                 55
  STAGE III                4                123
  STAGE IV                 5                 75
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  14Q GAIN MUTATED     5   2   6   3
  14Q GAIN WILD-TYPE 260  67 173   8
D26V4, multiclass
    clus
vv   14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  T1                5                260
  T2                2                 67
  T3                6                173
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D26V5, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED     9   0
  14Q GAIN WILD-TYPE 223  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED      9    0
  14Q GAIN WILD-TYPE  223   18
   clus
vv  14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  0                9                223
  1                0                 18
[1] 2 2
[1] FALSE
D26V6, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED    12   4
  14Q GAIN WILD-TYPE 406  74
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED     12    4
  14Q GAIN WILD-TYPE  406   74
   clus
vv  14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  0               12                406
  1                4                 74
[1] 2 2
[1] FALSE
D26V7, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED     5  11
  14Q GAIN WILD-TYPE 183 325
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED      5   11
  14Q GAIN WILD-TYPE  183  325
        clus
vv       14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  FEMALE                5                183
  MALE                 11                325
[1] 2 2
[1] FALSE
D26V8, continuous
D26V9, continuous
D26V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  14Q GAIN MUTATED       0                         1    15
  14Q GAIN WILD-TYPE     8                        51   442
D26V11, multiclass
                           clus
vv                          14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   15                442
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D26V12, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED     0  11
  14Q GAIN WILD-TYPE  26 334
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED      0   11
  14Q GAIN WILD-TYPE   26  334
                        clus
vv                       14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               11                334
[1] 2 2
[1] FALSE

Clustering(27) Variable = 15Q GAIN MUTATION ANALYSIS
D27V1, survival
                    sevent
clus2                  0   1
  15Q GAIN MUTATED    20   6
  15Q GAIN WILD-TYPE 334 162
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                26                496 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                 6                162 
$`15Q GAIN MUTATED`
TCGA-A3-3325 TCGA-A3-3372 TCGA-A3-3374 TCGA-A3-3387 TCGA-AK-3430 TCGA-AK-3433 
       24.69        24.16        43.20        20.28        15.78        72.07 
TCGA-B0-4688 TCGA-B0-5081 TCGA-B4-5838 TCGA-BP-4174 TCGA-BP-4177 TCGA-BP-4337 
        3.32        11.90         5.46        61.78        54.90         0.07 
TCGA-BP-4342 TCGA-BP-4803 TCGA-BP-4969 TCGA-BP-4994 TCGA-BP-5173 TCGA-BP-5185 
       74.17         6.71        58.98        43.00         1.78        37.22 
TCGA-CJ-4871 TCGA-CJ-4875 TCGA-CJ-4897 TCGA-CW-5585 TCGA-CW-5588 TCGA-CZ-4866 
       79.66        77.36        59.44        85.78        66.31        61.41 
TCGA-CZ-5456 TCGA-CZ-5460 
       56.28        47.01 

$`15Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       36.36        38.99        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.63        74.76        53.29        55.76        20.71        18.64 
TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       18.87        28.31        65.52        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       73.08        66.31        60.92        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4691 
       28.04        12.13        40.70         1.41         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
        2.53         3.48        28.47        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       20.94        43.30        11.24         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       29.95        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        1.25         0.53         4.64         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
       27.02         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       14.27         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4326 
       23.05        77.03        62.24        64.27        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 
       15.16        93.99        18.48        52.24        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 
       49.08        44.94        12.23        31.89        11.31        12.33 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 
        5.98        44.15        41.75        71.80        48.07        13.15 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       61.68        10.82         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       36.53        20.38        36.39        10.98        37.25        36.95 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 
       60.30        61.22        61.51         6.74        57.40        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
        6.35        79.30        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 
       13.41        24.62        33.47        19.82        44.55        34.95 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 
       31.27         0.95        59.84        46.55        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4873 
       11.05        21.24        83.97        49.25        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       75.06        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 
       26.93        50.01        24.66        27.65        39.45        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
       81.83         5.39        73.18        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 
       60.59        63.39        93.04         5.46        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
        0.82        23.74        18.44        55.33        56.94        55.33 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 
       10.85        10.22        21.76        57.21        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 
        2.40         1.94        31.10        12.69        80.19        67.96 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        4.18         7.96        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
              0.07               0.10 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
             85.78             120.59 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
            45.105             35.985 
[1] "0.1 - 85.8 (45.1)"  "0.1 - 120.6 (36.0)"
[1] "hr=" "1.5"
D27V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  15Q GAIN MUTATED        10        4         7        5
  15Q GAIN WILD-TYPE     250       53       120       75
D27V3, multiclass
           clus
vv          15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  STAGE I                 10                250
  STAGE II                 4                 53
  STAGE III                7                120
  STAGE IV                 5                 75
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  15Q GAIN MUTATED    10   4  11   1
  15Q GAIN WILD-TYPE 255  65 168  10
D27V4, multiclass
    clus
vv   15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  T1               10                255
  T2                4                 65
  T3               11                168
  T4                1                 10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D27V5, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED    10   2
  15Q GAIN WILD-TYPE 222  16
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED     10    2
  15Q GAIN WILD-TYPE  222   16
   clus
vv  15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  0               10                222
  1                2                 16
[1] 2 2
[1] FALSE
D27V6, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED    21   5
  15Q GAIN WILD-TYPE 397  73
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED     21    5
  15Q GAIN WILD-TYPE  397   73
   clus
vv  15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  0               21                397
  1                5                 73
[1] 2 2
[1] FALSE
D27V7, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED     8  18
  15Q GAIN WILD-TYPE 180 318
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED      8   18
  15Q GAIN WILD-TYPE  180  318
        clus
vv       15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  FEMALE                8                180
  MALE                 18                318
[1] 2 2
[1] FALSE
D27V8, continuous
D27V9, continuous
D27V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  15Q GAIN MUTATED       0                         1    25
  15Q GAIN WILD-TYPE     8                        51   432
D27V11, multiclass
                           clus
vv                          15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   25                432
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D27V12, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED     1  16
  15Q GAIN WILD-TYPE  25 329
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED      1   16
  15Q GAIN WILD-TYPE   25  329
                        clus
vv                       15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               16                329
[1] 2 2
[1] FALSE

Clustering(28) Variable = 16P GAIN MUTATION ANALYSIS
D28V1, survival
                    sevent
clus2                  0   1
  16P GAIN MUTATED    75  31
  16P GAIN WILD-TYPE 279 137
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
               106                416 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
                31                137 
$`16P GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3319 TCGA-A3-3325 TCGA-A3-3358 TCGA-A3-3372 TCGA-A3-3382 
       24.16        37.15        24.69        42.97        24.16        18.87 
TCGA-A3-3387 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4699 TCGA-B0-4707 
       20.28        72.07        57.37        45.93         3.62        19.73 
TCGA-B0-4712 TCGA-B0-4811 TCGA-B0-4833 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       43.96        46.59        78.44        27.42        53.88         6.71 
TCGA-B0-5077 TCGA-B0-5081 TCGA-B0-5102 TCGA-B0-5106 TCGA-B0-5113 TCGA-B0-5400 
       43.30        11.90        90.87        52.54        11.80        37.22 
TCGA-B0-5402 TCGA-B0-5692 TCGA-B0-5696 TCGA-B0-5697 TCGA-B2-4098 TCGA-B2-5639 
       14.76        48.89        56.78        60.33         1.68        32.98 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-4621 
        0.23         1.25         0.53         5.46        25.55        25.91 
TCGA-B8-A54E TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4166 TCGA-BP-4167 
       29.88         4.93       101.06        93.34         0.43        89.36 
TCGA-BP-4174 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4756 
       61.78         0.07        93.99        31.89        11.31        12.30 
TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4787 TCGA-BP-4798 TCGA-BP-4803 
       13.15        68.38        11.64        15.78        10.98         6.71 
TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4971 TCGA-BP-4972 
       47.97        71.41         6.74        58.98        48.89        49.38 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4989 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-5173 
       14.93        36.07         3.88        43.00        45.07         1.78 
TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5198 TCGA-BP-5200 TCGA-CJ-4636 TCGA-CJ-4644 
       30.64        62.86        19.82        34.95        63.25        11.05 
TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4885 TCGA-CJ-4889 TCGA-CJ-4897 
       79.66        74.27        77.36        69.86        63.98        59.44 
TCGA-CJ-4901 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5676 
       47.67        51.29        49.28        63.88        72.00        84.66 
TCGA-CJ-5679 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-6028 TCGA-CW-5581 TCGA-CW-5588 
       22.32        61.91        62.10        53.42        92.02        66.31 
TCGA-CW-5591 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5454 
       74.66        69.21        58.75         6.77        61.41        23.74 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5984 
       56.28        55.33        47.01         2.40        31.10        67.96 
TCGA-DV-5568 TCGA-DV-5573 TCGA-DV-A4W0 TCGA-EU-5905 
       12.16        37.15        66.02         3.91 

$`16P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.08        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 
       37.38        48.82        21.86        34.29        31.07         4.50 
TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3359 
       52.93        45.53        29.92        18.44        88.37        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 
       51.25        10.49        28.70        74.63        74.76        53.29 
TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 
       43.20        55.76        20.71        18.64        28.31        65.52 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       60.92        68.61        67.20        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       40.01        58.49        48.69        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
       19.00         1.38        65.10         7.82         5.98         2.14 
TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
        3.16         6.64         3.25        20.25        15.72         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       68.71        40.70        45.30        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5080 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       70.52        20.94        11.24         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       15.95        62.89        90.48        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 
       35.90        26.20        21.60        17.59         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5693 TCGA-B0-5694 
       18.21        21.44        79.17       112.80       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       46.68        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 
       61.32        97.41        32.61        35.90        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       31.30        11.77        10.36        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        5.75         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4622 
       27.16        27.55        25.05        24.66        17.19        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J 
       14.30        27.29        17.06         1.74         8.42        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       90.28        32.61        99.85        23.05        77.03        62.24 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 
       62.07        80.68        37.25        21.21        15.16        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 
       12.23        12.33        33.99        31.33        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       61.68        10.82         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       56.91        60.95        48.95        36.53        20.38        36.39 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 
       37.25        36.95         6.94        87.45        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4973 
       60.30        61.22        61.51        57.40        14.24        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
        7.23        47.11        53.65        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       25.81        36.95        27.22        46.45        16.47         5.82 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 
       79.30        74.20        52.27         9.63        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       33.47        44.55        31.27         0.95        59.84        46.55 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4874 
       58.95        21.24        83.97        49.25        47.18        75.06 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 
       64.27        71.87        66.21        61.91        57.83        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       30.64        51.52        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4904 
       27.65        39.45        50.24        56.35        49.97        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 
        4.57        18.81        79.89        25.71        18.87        25.25 
TCGA-CJ-5681 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 
       18.15        73.35        67.00        53.26        60.99        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5583 TCGA-CW-5584 
       62.66        83.77         7.36        64.57        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       85.78        73.18        78.18         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 
       14.66        60.59        63.39        93.04         5.46        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 
       58.82         0.82        18.44        56.94        55.33        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5468 
       10.22        21.76        57.21        47.54        22.52         1.94 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       12.69        80.19        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5569 TCGA-DV-5574 
       62.63        43.69        45.96        65.88        11.67        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       56.84        23.90        18.12         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  16P GAIN MUTATED 16P GAIN WILD-TYPE 
              0.07               0.10 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
            101.06             120.59 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
             43.15              35.54 
[1] "0.1 - 101.1 (43.1)" "0.1 - 120.6 (35.5)"
[1] "hr=" "1.2"
D28V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  16P GAIN MUTATED        47        8        33       18
  16P GAIN WILD-TYPE     213       49        94       62
D28V3, multiclass
           clus
vv          16P GAIN MUTATED 16P GAIN WILD-TYPE
  STAGE I                 47                213
  STAGE II                 8                 49
  STAGE III               33                 94
  STAGE IV                18                 62
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  16P GAIN MUTATED    47  10  46   3
  16P GAIN WILD-TYPE 218  59 133   8
D28V4, multiclass
    clus
vv   16P GAIN MUTATED 16P GAIN WILD-TYPE
  T1               47                218
  T2               10                 59
  T3               46                133
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D28V5, binary
                    cls
clus                   0   1
  16P GAIN MUTATED    50   1
  16P GAIN WILD-TYPE 182  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED     50    1
  16P GAIN WILD-TYPE  182   17
   clus
vv  16P GAIN MUTATED 16P GAIN WILD-TYPE
  0               50                182
  1                1                 17
[1] 2 2
[1] FALSE
D28V6, binary
                    cls
clus                   0   1
  16P GAIN MUTATED    85  18
  16P GAIN WILD-TYPE 333  60
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED     85   18
  16P GAIN WILD-TYPE  333   60
   clus
vv  16P GAIN MUTATED 16P GAIN WILD-TYPE
  0               85                333
  1               18                 60
[1] 2 2
[1] FALSE
D28V7, binary
                    cls
clus                   0   1
  16P GAIN MUTATED    36  70
  16P GAIN WILD-TYPE 152 266
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED     36   70
  16P GAIN WILD-TYPE  152  266
        clus
vv       16P GAIN MUTATED 16P GAIN WILD-TYPE
  FEMALE               36                152
  MALE                 70                266
[1] 2 2
[1] FALSE
D28V8, continuous
D28V9, continuous
D28V10, continuous
[1] "Remove cluster labels:" "16P GAIN MUTATED"      
clus
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"16P GAIN WILD-TYPE" "16P GAIN WILD-TYPE" "16P GAIN WILD-TYPE" 
        TCGA-B8-5158         TCGA-G6-A8L7         TCGA-MM-A563 
"16P GAIN WILD-TYPE" "16P GAIN WILD-TYPE" "16P GAIN WILD-TYPE" 
        TCGA-MM-A84U 
"16P GAIN WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  16P GAIN MUTATED       1                         6    99
  16P GAIN WILD-TYPE     7                        46   358
D28V11, multiclass
                           clus
vv                          16P GAIN MUTATED 16P GAIN WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                6                 46
  WHITE                                   99                358
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D28V12, binary
                    cls
clus                   0   1
  16P GAIN MUTATED     5  64
  16P GAIN WILD-TYPE  21 281
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED      5   64
  16P GAIN WILD-TYPE   21  281
                        clus
vv                       16P GAIN MUTATED 16P GAIN WILD-TYPE
  HISPANIC OR LATINO                    5                 21
  NOT HISPANIC OR LATINO               64                281
[1] 2 2
[1] FALSE

Clustering(29) Variable = 16Q GAIN MUTATION ANALYSIS
D29V1, survival
                    sevent
clus2                  0   1
  16Q GAIN MUTATED    70  28
  16Q GAIN WILD-TYPE 284 140
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                98                424 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                28                140 
$`16Q GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3325 TCGA-A3-3358 TCGA-A3-3382 TCGA-A3-3387 TCGA-AK-3433 
       24.16        24.69        42.97        18.87        20.28        72.07 
TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4811 
       57.37        45.93         3.62        19.73        43.96        46.59 
TCGA-B0-4833 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-5077 TCGA-B0-5081 TCGA-B0-5102 
       78.44        27.42        53.88        43.30        11.90        90.87 
TCGA-B0-5106 TCGA-B0-5113 TCGA-B0-5400 TCGA-B0-5692 TCGA-B0-5696 TCGA-B0-5697 
       52.54        11.80        37.22        48.89        56.78        60.33 
TCGA-B2-4098 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-4621 
        1.68         0.23         1.25         5.46        25.55        25.91 
TCGA-B8-A54E TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4166 TCGA-BP-4167 
       29.88         4.93       101.06        93.34         0.43        89.36 
TCGA-BP-4174 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4756 
       61.78         0.07        93.99        31.89        11.31        12.30 
TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4787 TCGA-BP-4798 TCGA-BP-4803 
       13.15        68.38        11.64        15.78        10.98         6.71 
TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4971 TCGA-BP-4972 
       47.97        71.41         6.74        58.98        48.89        49.38 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4989 TCGA-BP-4994 TCGA-BP-5173 TCGA-BP-5175 
       14.93        36.07         3.88        43.00         1.78        30.64 
TCGA-BP-5178 TCGA-BP-5198 TCGA-BP-5200 TCGA-CJ-4636 TCGA-CJ-4644 TCGA-CJ-4871 
       62.86        19.82        34.95        63.25        11.05        79.66 
TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4885 TCGA-CJ-4889 TCGA-CJ-4897 TCGA-CJ-4901 
       74.27        77.36        69.86        63.98        59.44        47.67 
TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5676 TCGA-CJ-5679 
       51.29        49.28        63.88        72.00        84.66        22.32 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-6028 TCGA-CW-5581 TCGA-CW-5588 TCGA-CW-5591 
       61.91        62.10        53.42        92.02        66.31        74.66 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5457 
       69.21        58.75         6.77        61.41        56.28        55.33 
TCGA-CZ-5460 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-DV-5568 TCGA-DV-5573 
       47.01         2.40        31.10        67.96        12.16        37.15 
TCGA-DV-A4W0 TCGA-EU-5905 
       66.02         3.91 

$`16Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       38.99        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       24.16        53.29        43.20        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       28.31        65.52        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 
       66.31        15.78        60.92        68.61        67.20        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       48.36        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       40.70         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 
        3.48        28.47        19.00         1.38        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        5.98         2.14         3.16         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       15.72         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4841 
       29.10        10.09        68.71        40.70        45.30         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5080 
       29.03         2.27        36.85        70.52        20.94        11.24 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
        7.30        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 
        2.24        21.86        52.08        15.95        62.89        90.48 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        19.30        35.90        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5402 
       17.59         1.94        16.21        18.21        21.44        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5698 
       79.17       112.80       101.13        15.78        46.68        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       32.61        35.90        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4622 
       27.16        27.55        25.05        24.66        17.19        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J 
       14.30        27.29        17.06         1.74         8.42        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       90.28        32.61        99.85        23.05        77.03        62.24 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 
       62.07        80.68        37.25        21.21        15.16        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 
       12.23        12.33        33.99        31.33        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       61.68        10.82         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       56.91        60.95        48.95        36.53        20.38        36.39 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 
       37.25        36.95         6.94        87.45        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4973 
       60.30        61.22        61.51        57.40        14.24        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
        7.23        47.11        53.65        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       25.81        36.95        27.22        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 
        6.35        79.30        74.20        52.27         9.63        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       24.62        33.47        44.55        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       46.55        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 
       53.52        58.95        21.24        83.97        49.25        47.18 
TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       75.06        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       64.18        30.64        51.52        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 
       24.66        27.65        39.45        50.24        56.35        49.97 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       58.92        49.18        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 
        3.06         4.57        18.81        79.89        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       25.25        18.15        73.35        67.00        53.26        60.99 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5583 
       75.58        62.66        83.77         7.36        64.57        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6087 TCGA-CW-6088 
        5.39        85.78        73.18        78.18         1.35       105.93 
TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
       83.90       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
       47.08        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 
       63.42        58.82         0.82        23.74        18.44        56.94 
TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       55.33        10.85        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 
       22.52         1.94        12.69        80.19        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5569 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-EU-5904 TCGA-EU-5906 
       11.67        66.28        56.84        23.90        18.12         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        4.18         7.96        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
              0.07               0.10 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
            101.06             120.59 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
             46.26              34.34 
[1] "0.1 - 101.1 (46.3)" "0.1 - 120.6 (34.3)"
[1] "hr=" "1.3"
D29V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  16Q GAIN MUTATED        44        8        32       14
  16Q GAIN WILD-TYPE     216       49        95       66
D29V3, multiclass
           clus
vv          16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  STAGE I                 44                216
  STAGE II                 8                 49
  STAGE III               32                 95
  STAGE IV                14                 66
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  16Q GAIN MUTATED    44   8  44   2
  16Q GAIN WILD-TYPE 221  61 135   9
D29V4, multiclass
    clus
vv   16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  T1               44                221
  T2                8                 61
  T3               44                135
  T4                2                  9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D29V5, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED    47   1
  16Q GAIN WILD-TYPE 185  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED     47    1
  16Q GAIN WILD-TYPE  185   17
   clus
vv  16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  0               47                185
  1                1                 17
[1] 2 2
[1] FALSE
D29V6, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED    80  15
  16Q GAIN WILD-TYPE 338  63
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED     80   15
  16Q GAIN WILD-TYPE  338   63
   clus
vv  16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  0               80                338
  1               15                 63
[1] 2 2
[1] FALSE
D29V7, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED    35  63
  16Q GAIN WILD-TYPE 153 273
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED     35   63
  16Q GAIN WILD-TYPE  153  273
        clus
vv       16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  FEMALE               35                153
  MALE                 63                273
[1] 2 2
[1] FALSE
D29V8, continuous
D29V9, continuous
D29V10, continuous
[1] "Remove cluster labels:" "16Q GAIN MUTATED"      
clus
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"16Q GAIN WILD-TYPE" "16Q GAIN WILD-TYPE" "16Q GAIN WILD-TYPE" 
        TCGA-B8-5158         TCGA-G6-A8L7         TCGA-MM-A563 
"16Q GAIN WILD-TYPE" "16Q GAIN WILD-TYPE" "16Q GAIN WILD-TYPE" 
        TCGA-MM-A84U 
"16Q GAIN WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  16Q GAIN MUTATED       1                         6    91
  16Q GAIN WILD-TYPE     7                        46   366
D29V11, multiclass
                           clus
vv                          16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                6                 46
  WHITE                                   91                366
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D29V12, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED     5  58
  16Q GAIN WILD-TYPE  21 287
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED      5   58
  16Q GAIN WILD-TYPE   21  287
                        clus
vv                       16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    5                 21
  NOT HISPANIC OR LATINO               58                287
[1] 2 2
[1] FALSE

Clustering(30) Variable = 17P GAIN MUTATION ANALYSIS
D30V1, survival
                    sevent
clus2                  0   1
  17P GAIN MUTATED    18   7
  17P GAIN WILD-TYPE 336 161
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                25                497 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                 7                161 
$`17P GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3325 TCGA-A3-3363 TCGA-AK-3453 TCGA-B0-4696 TCGA-B0-5102 
       24.16        24.69        10.49        45.93        28.47        90.87 
TCGA-B0-5109 TCGA-B4-5838 TCGA-B8-4621 TCGA-B8-5551 TCGA-BP-4176 TCGA-BP-4177 
       19.30         5.46        25.91         0.53        64.27        54.90 
TCGA-BP-4756 TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4985 TCGA-BP-5173 TCGA-BP-5185 
       12.30        13.15        68.38        31.30         1.78        37.22 
TCGA-BP-5200 TCGA-CJ-4873 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CZ-4866 TCGA-CZ-5469 
       34.95        74.27        47.67        49.28        61.41        31.10 
TCGA-EU-5905 
        3.91 

$`17P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       38.99        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       42.97        82.32        51.25        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       24.16        53.29        43.20        55.76        20.71        18.64 
TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.87        28.31        65.52        20.28        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 
        0.10         0.10        11.18        10.62       109.91        29.10 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 
       84.36        73.08        66.31        15.78        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       68.61        67.20        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       40.01        58.49        48.69        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 
        3.32         1.41         4.57         2.53         3.48        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
       19.73         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       54.48        29.10        10.09        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       10.29        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       36.85        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
        7.30        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 
        2.24        21.86        52.08        15.95        62.89        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       52.54        30.48        29.95        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 
        0.23         1.25         0.53         4.64         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       17.19        25.55        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
       27.02         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
       14.27        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       77.03        62.24        61.78        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 
       54.77        49.08        44.94        12.23        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       12.33        33.99        31.33        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 
        5.98        44.15        41.75        71.80        48.07        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 
       14.93        36.07        33.34        46.45        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
        6.35        79.30        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5201 
       13.41        24.62        33.47        19.82        44.55        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4874 
       21.24        83.97        49.25        79.66        47.18        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       50.24        56.35        49.97        51.29        58.92        49.18 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 
       50.33        54.48        38.56        45.14         3.06         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 
       18.81        63.88        72.00        79.89        84.66        25.71 
TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 
       18.87        22.32        25.25        18.15        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 
       73.35        67.00        53.26        60.99        53.42        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 
        5.39        85.78        73.18        66.31        78.18        74.66 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
        1.35       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 
       46.16         0.59        47.08        69.21        58.75         6.77 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 
       14.66        60.59        63.39        93.04         5.46        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 
       58.82         0.82        23.74        18.44        56.28        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  17P GAIN MUTATED 17P GAIN WILD-TYPE 
              0.53               0.07 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
             90.87             120.59 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
             31.10              36.53 
[1] "0.5 - 90.9 (31.1)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "1"  
D30V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  17P GAIN MUTATED        14        4         7        0
  17P GAIN WILD-TYPE     246       53       120       80
D30V3, multiclass
           clus
vv          17P GAIN MUTATED 17P GAIN WILD-TYPE
  STAGE I                 14                246
  STAGE II                 4                 53
  STAGE III                7                120
  STAGE IV                 0                 80
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  17P GAIN MUTATED    14   4   7   0
  17P GAIN WILD-TYPE 251  65 172  11
D30V4, multiclass
    clus
vv   17P GAIN MUTATED 17P GAIN WILD-TYPE
  T1               14                251
  T2                4                 65
  T3                7                172
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D30V5, binary
                    cls
clus                   0   1
  17P GAIN MUTATED    10   2
  17P GAIN WILD-TYPE 222  16
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED     10    2
  17P GAIN WILD-TYPE  222   16
   clus
vv  17P GAIN MUTATED 17P GAIN WILD-TYPE
  0               10                222
  1                2                 16
[1] 2 2
[1] FALSE
D30V6, binary
                    cls
clus                   0   1
  17P GAIN MUTATED    25   0
  17P GAIN WILD-TYPE 393  78
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED     25    0
  17P GAIN WILD-TYPE  393   78
   clus
vv  17P GAIN MUTATED 17P GAIN WILD-TYPE
  0               25                393
  1                0                 78
[1] 2 2
[1] FALSE
D30V7, binary
                    cls
clus                   0   1
  17P GAIN MUTATED     8  17
  17P GAIN WILD-TYPE 180 319
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED      8   17
  17P GAIN WILD-TYPE  180  319
        clus
vv       17P GAIN MUTATED 17P GAIN WILD-TYPE
  FEMALE                8                180
  MALE                 17                319
[1] 2 2
[1] FALSE
D30V8, continuous
D30V9, continuous
[1] "Remove cluster labels:" "17P GAIN MUTATED"      
clus
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5158         TCGA-B8-5164 
"17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" 
        TCGA-B8-A54E         TCGA-B8-A54F         TCGA-B8-A54G 
"17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" 
        TCGA-B8-A8YJ         TCGA-DV-A4W0         TCGA-G6-A5PC 
"17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" 
        TCGA-G6-A8L7         TCGA-MM-A563 
"17P GAIN WILD-TYPE" "17P GAIN WILD-TYPE" 
D30V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  17P GAIN MUTATED       2                         3    20
  17P GAIN WILD-TYPE     6                        49   437
D30V11, multiclass
                           clus
vv                          17P GAIN MUTATED 17P GAIN WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                3                 49
  WHITE                                   20                437
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D30V12, binary
                    cls
clus                   0   1
  17P GAIN MUTATED     0  14
  17P GAIN WILD-TYPE  26 331
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED      0   14
  17P GAIN WILD-TYPE   26  331
                        clus
vv                       17P GAIN MUTATED 17P GAIN WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               14                331
[1] 2 2
[1] FALSE

Clustering(31) Variable = 17Q GAIN MUTATION ANALYSIS
D31V1, survival
                    sevent
clus2                  0   1
  17Q GAIN MUTATED    22  10
  17Q GAIN WILD-TYPE 332 158
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                32                490 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                10                158 
$`17Q GAIN MUTATED`
TCGA-A3-3313 TCGA-A3-3325 TCGA-A3-3363 TCGA-AK-3453 TCGA-B0-4707 TCGA-B0-5102 
       24.16        24.69        10.49        45.93        19.73        90.87 
TCGA-B0-5109 TCGA-B4-5835 TCGA-B4-5838 TCGA-B8-4143 TCGA-B8-4621 TCGA-B8-5551 
       19.30         0.53         5.46        23.31        25.91         0.53 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4337 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4768 
       64.27        54.90         0.07        12.30        72.59        13.15 
TCGA-BP-4781 TCGA-BP-4985 TCGA-BP-5173 TCGA-BP-5182 TCGA-BP-5185 TCGA-BP-5200 
       68.38        31.30         1.78        38.30        37.22        34.95 
TCGA-CJ-4873 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5469 
       74.27        47.67        49.28         6.77        61.41        31.10 
TCGA-EU-5905 TCGA-G6-A8L7 
        3.91        70.13 

$`17Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       38.99        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       42.97        82.32        51.25        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       24.16        53.29        43.20        55.76        20.71        18.64 
TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.87        28.31        65.52        20.28        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 
        0.10         0.10        11.18        10.62       109.91        29.10 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 
       84.36        73.08        66.31        15.78        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       68.61        67.20        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       40.01        58.49        48.69        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       19.00         1.38         3.62        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        2.14         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       54.48        29.10        10.09        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       10.29        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       36.85        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
        7.30        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 
        2.24        21.86        52.08        15.95        62.89        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       52.54        30.48        29.95        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        0.23         1.25         4.64         0.36         0.23        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5552 
       24.23        17.16        16.60         6.38        14.27        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       61.78        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4338 TCGA-BP-4340 
       80.68        37.25        21.21        15.16        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       12.23        31.89        11.31        12.33        33.99        31.33 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       13.51        56.91        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       36.53        20.38        36.39        10.98        37.25        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       58.98        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
        5.82        43.00        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 
       28.87        48.10         6.35        79.30        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5183 
       52.27         9.63        62.86        74.40        49.15        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 
       31.27         0.95        59.84        46.55        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 
       11.05        21.24        83.97        49.25        79.66        47.18 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       59.44        50.24        56.35        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 
       14.66        60.59        63.39        93.04         5.46        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 
       58.82         0.82        23.74        18.44        56.28        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 
        6.77         4.18         7.96        10.29        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
              0.07               0.10 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
             90.87             120.59 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
            28.505             36.675 
[1] "0.1 - 90.9 (28.5)"  "0.1 - 120.6 (36.7)"
[1] "hr=" "1.1"
D31V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  17Q GAIN MUTATED        18        4         8        2
  17Q GAIN WILD-TYPE     242       53       119       78
D31V3, multiclass
           clus
vv          17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  STAGE I                 18                242
  STAGE II                 4                 53
  STAGE III                8                119
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  17Q GAIN MUTATED    18   4   9   1
  17Q GAIN WILD-TYPE 247  65 170  10
D31V4, multiclass
    clus
vv   17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  T1               18                247
  T2                4                 65
  T3                9                170
  T4                1                 10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D31V5, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED    14   2
  17Q GAIN WILD-TYPE 218  16
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED     14    2
  17Q GAIN WILD-TYPE  218   16
   clus
vv  17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  0               14                218
  1                2                 16
[1] 2 2
[1] FALSE
D31V6, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED    29   2
  17Q GAIN WILD-TYPE 389  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED     29    2
  17Q GAIN WILD-TYPE  389   76
   clus
vv  17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  0               29                389
  1                2                 76
[1] 2 2
[1] FALSE
D31V7, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED    12  20
  17Q GAIN WILD-TYPE 176 316
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED     12   20
  17Q GAIN WILD-TYPE  176  316
        clus
vv       17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  FEMALE               12                176
  MALE                 20                316
[1] 2 2
[1] FALSE
D31V8, continuous
D31V9, continuous
[1] "Remove cluster labels:" "17Q GAIN MUTATED"      
clus
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                 2                 13 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5158         TCGA-B8-5164 
"17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" 
        TCGA-B8-A54E         TCGA-B8-A54F         TCGA-B8-A54G 
"17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" 
        TCGA-B8-A8YJ         TCGA-DV-A4W0         TCGA-G6-A5PC 
"17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" 
        TCGA-MM-A563 
"17Q GAIN WILD-TYPE" 
D31V10, continuous
[1] "Remove cluster labels:" "17Q GAIN MUTATED"      
clus
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" 
        TCGA-B8-5158         TCGA-DV-A4W0         TCGA-MM-A563 
"17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" "17Q GAIN WILD-TYPE" 
        TCGA-MM-A84U 
"17Q GAIN WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  17Q GAIN MUTATED       2                         4    26
  17Q GAIN WILD-TYPE     6                        48   431
D31V11, multiclass
                           clus
vv                          17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                4                 48
  WHITE                                   26                431
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D31V12, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED     0  18
  17Q GAIN WILD-TYPE  26 327
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED      0   18
  17Q GAIN WILD-TYPE   26  327
                        clus
vv                       17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               18                327
[1] 2 2
[1] FALSE

Clustering(32) Variable = 18P GAIN MUTATION ANALYSIS
D32V1, survival
                    sevent
clus2                  0   1
  18P GAIN MUTATED    22   3
  18P GAIN WILD-TYPE 332 165
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                25                497 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                 3                165 
$`18P GAIN MUTATED`
TCGA-A3-3308 TCGA-A3-3325 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3433 TCGA-B0-4710 
        0.53        24.69        43.20        18.87        72.07         3.16 
TCGA-B0-5113 TCGA-B0-5693 TCGA-B2-5633 TCGA-B4-5838 TCGA-BP-4177 TCGA-BP-4342 
       11.80       101.13        11.77         5.46        54.90        74.17 
TCGA-BP-4351 TCGA-BP-4768 TCGA-BP-4789 TCGA-BP-4992 TCGA-CJ-4635 TCGA-CJ-4872 
       31.89        13.15        48.95        16.47        46.55        47.18 
TCGA-CJ-4897 TCGA-CJ-4905 TCGA-CW-5580 TCGA-CW-5583 TCGA-CW-5585 TCGA-CZ-5457 
       59.44        49.18        64.57        81.83        85.78        55.33 
TCGA-CZ-5467 
        2.40 

$`18P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        36.82        47.21        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       38.99        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.76        24.16        53.29        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 
       73.08        66.31        15.78        60.92        68.61        67.20 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 
       57.37        46.78        48.36        42.08        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       48.69        45.93        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       31.27        28.04        12.13        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
       19.73        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
       21.86        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 
       52.54        30.48        29.95        19.30        35.90        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5694 
       37.22        14.76        79.17       112.80        48.89        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 TCGA-B2-5639 
        1.68        12.30        21.30        31.30        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4326 
       77.03        62.24        61.78        64.27        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 
       15.16         0.07        93.99        18.48        52.24        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 TCGA-BP-4353 
       54.77        49.08        44.94        12.23        11.31        12.33 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 
        5.98        44.15        41.75        71.80        48.07        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4790 TCGA-BP-4795 
       68.38        11.64        60.95        15.78        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4994 
       36.95        27.22         3.88        46.45         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       31.79        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 
       44.55        34.95        31.27         0.95        59.84        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 
       74.27        75.06        77.36        64.27        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       39.45        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       58.92        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5581 
       53.42        75.58        62.66        83.77         7.36        92.02 
TCGA-CW-5584 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
        5.39        73.18        66.31        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 
       60.59        63.39        93.04         5.46        61.41        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 
       58.82         0.82        23.74        18.44        56.28        56.94 
TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 
       55.33        47.01        10.85        10.22        21.76        57.21 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       47.54        22.52         1.94        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  18P GAIN MUTATED 18P GAIN WILD-TYPE 
              0.53               0.07 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
            101.13             120.59 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
             46.55              36.23 
[1] "0.5 - 101.1 (46.5)" "0.1 - 120.6 (36.2)"
[1] "hr=" "3"  
D32V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  18P GAIN MUTATED        13        2         8        2
  18P GAIN WILD-TYPE     247       55       119       78
D32V3, multiclass
           clus
vv          18P GAIN MUTATED 18P GAIN WILD-TYPE
  STAGE I                 13                247
  STAGE II                 2                 55
  STAGE III                8                119
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  18P GAIN MUTATED    13   2  10   0
  18P GAIN WILD-TYPE 252  67 169  11
D32V4, multiclass
    clus
vv   18P GAIN MUTATED 18P GAIN WILD-TYPE
  T1               13                252
  T2                2                 67
  T3               10                169
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D32V5, binary
                    cls
clus                   0   1
  18P GAIN MUTATED    12   1
  18P GAIN WILD-TYPE 220  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED     12    1
  18P GAIN WILD-TYPE  220   17
   clus
vv  18P GAIN MUTATED 18P GAIN WILD-TYPE
  0               12                220
  1                1                 17
[1] 2 2
[1] FALSE
D32V6, binary
                    cls
clus                   0   1
  18P GAIN MUTATED    23   2
  18P GAIN WILD-TYPE 395  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED     23    2
  18P GAIN WILD-TYPE  395   76
   clus
vv  18P GAIN MUTATED 18P GAIN WILD-TYPE
  0               23                395
  1                2                 76
[1] 2 2
[1] FALSE
D32V7, binary
                    cls
clus                   0   1
  18P GAIN MUTATED    13  12
  18P GAIN WILD-TYPE 175 324
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED     13   12
  18P GAIN WILD-TYPE  175  324
        clus
vv       18P GAIN MUTATED 18P GAIN WILD-TYPE
  FEMALE               13                175
  MALE                 12                324
[1] 2 2
[1] FALSE
D32V8, continuous
[1] "Remove cluster labels:" "18P GAIN MUTATED"      
clus
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                 2                 42 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5843 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-B4-5844         TCGA-CZ-4854         TCGA-CZ-4856 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-CZ-4858         TCGA-CZ-4860         TCGA-CZ-4861 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-CZ-4862         TCGA-CZ-5456         TCGA-CZ-5465 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-CZ-5469         TCGA-CZ-5982         TCGA-DV-5565 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-DV-5566         TCGA-DV-5567         TCGA-DV-5568 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-DV-5569         TCGA-DV-5573         TCGA-DV-5574 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-DV-5575         TCGA-DV-5576         TCGA-DV-A4W0 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-EU-5904         TCGA-EU-5905         TCGA-EU-5907 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
        TCGA-G6-A8L6         TCGA-G6-A8L7         TCGA-G6-A8L8 
"18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" "18P GAIN WILD-TYPE" 
D32V9, continuous
D32V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  18P GAIN MUTATED       0                         1    24
  18P GAIN WILD-TYPE     8                        51   433
D32V11, multiclass
                           clus
vv                          18P GAIN MUTATED 18P GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   24                433
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D32V12, binary
                    cls
clus                   0   1
  18P GAIN MUTATED     2  15
  18P GAIN WILD-TYPE  24 330
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED      2   15
  18P GAIN WILD-TYPE   24  330
                        clus
vv                       18P GAIN MUTATED 18P GAIN WILD-TYPE
  HISPANIC OR LATINO                    2                 24
  NOT HISPANIC OR LATINO               15                330
[1] 2 2
[1] FALSE

Clustering(33) Variable = 18Q GAIN MUTATION ANALYSIS
D33V1, survival
                    sevent
clus2                  0   1
  18Q GAIN MUTATED    21   4
  18Q GAIN WILD-TYPE 333 164
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                25                497 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                 4                164 
$`18Q GAIN MUTATED`
TCGA-A3-3308 TCGA-A3-3325 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3433 TCGA-B0-4707 
        0.53        24.69        43.20        18.87        72.07        19.73 
TCGA-B0-4710 TCGA-B0-5113 TCGA-B0-5693 TCGA-B2-5633 TCGA-B4-5838 TCGA-BP-4177 
        3.16        11.80       101.13        11.77         5.46        54.90 
TCGA-BP-4342 TCGA-BP-4351 TCGA-BP-4768 TCGA-BP-4789 TCGA-BP-4992 TCGA-CJ-4635 
       74.17        31.89        13.15        48.95        16.47        46.55 
TCGA-CJ-4897 TCGA-CJ-4905 TCGA-CW-5580 TCGA-CW-5583 TCGA-CW-5585 TCGA-CZ-5457 
       59.44        49.18        64.57        81.83        85.78        55.33 
TCGA-CZ-5467 
        2.40 

$`18Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        36.82        47.21        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       38.99        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.76        24.16        53.29        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 
       73.08        66.31        15.78        60.92        68.61        67.20 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 
       57.37        46.78        48.36        42.08        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       48.69        45.93        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       31.27        28.04        12.13        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        19.30        35.90        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5694 TCGA-B0-5695 
       14.76        79.17       112.80        48.89        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       12.30        21.30        31.30        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 
       16.67         9.57         5.75         0.23         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        4.64         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.55        25.05        24.66        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
       32.61        99.85         0.43        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       62.24        61.78        64.27        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 
        0.07        93.99        18.48        52.24        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 
       44.15        41.75        71.80        48.07        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       11.64        60.95        15.78        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       87.45        71.41        63.62        58.68        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 
       27.22         3.88        46.45         5.82        43.00        45.07 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
       79.30         1.78        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.22        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 
       34.95        31.27         0.95        59.84        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 
       11.05        21.24        83.97        49.25        79.66        47.18 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 
       74.27        75.06        77.36        64.27        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       39.45        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       58.92        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5581 
       53.42        75.58        62.66        83.77         7.36        92.02 
TCGA-CW-5584 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
        5.39        73.18        66.31        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 
       60.59        63.39        93.04         5.46        61.41        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 
       58.82         0.82        23.74        18.44        56.28        56.94 
TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 
       55.33        47.01        10.85        10.22        21.76        57.21 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       47.54        22.52         1.94        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
              0.53               0.07 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
            101.13             120.59 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
             43.20              36.36 
[1] "0.5 - 101.1 (43.2)" "0.1 - 120.6 (36.4)"
[1] "hr=" "2.2"
D33V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  18Q GAIN MUTATED        12        2         9        2
  18Q GAIN WILD-TYPE     248       55       118       78
D33V3, multiclass
           clus
vv          18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  STAGE I                 12                248
  STAGE II                 2                 55
  STAGE III                9                118
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  18Q GAIN MUTATED    12   2  11   0
  18Q GAIN WILD-TYPE 253  67 168  11
D33V4, multiclass
    clus
vv   18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  T1               12                253
  T2                2                 67
  T3               11                168
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D33V5, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED    11   1
  18Q GAIN WILD-TYPE 221  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED     11    1
  18Q GAIN WILD-TYPE  221   17
   clus
vv  18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  0               11                221
  1                1                 17
[1] 2 2
[1] FALSE
D33V6, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED    23   2
  18Q GAIN WILD-TYPE 395  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED     23    2
  18Q GAIN WILD-TYPE  395   76
   clus
vv  18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  0               23                395
  1                2                 76
[1] 2 2
[1] FALSE
D33V7, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED    13  12
  18Q GAIN WILD-TYPE 175 324
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED     13   12
  18Q GAIN WILD-TYPE  175  324
        clus
vv       18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  FEMALE               13                175
  MALE                 12                324
[1] 2 2
[1] FALSE
D33V8, continuous
[1] "Remove cluster labels:" "18Q GAIN MUTATED"      
clus
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                 2                 42 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5843 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-B4-5844         TCGA-CZ-4854         TCGA-CZ-4856 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-CZ-4858         TCGA-CZ-4860         TCGA-CZ-4861 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-CZ-4862         TCGA-CZ-5456         TCGA-CZ-5465 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-CZ-5469         TCGA-CZ-5982         TCGA-DV-5565 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-DV-5566         TCGA-DV-5567         TCGA-DV-5568 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-DV-5569         TCGA-DV-5573         TCGA-DV-5574 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-DV-5575         TCGA-DV-5576         TCGA-DV-A4W0 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-EU-5904         TCGA-EU-5905         TCGA-EU-5907 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
        TCGA-G6-A8L6         TCGA-G6-A8L7         TCGA-G6-A8L8 
"18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" "18Q GAIN WILD-TYPE" 
D33V9, continuous
D33V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  18Q GAIN MUTATED       0                         1    24
  18Q GAIN WILD-TYPE     8                        51   433
D33V11, multiclass
                           clus
vv                          18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   24                433
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D33V12, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED     2  15
  18Q GAIN WILD-TYPE  24 330
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED      2   15
  18Q GAIN WILD-TYPE   24  330
                        clus
vv                       18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    2                 24
  NOT HISPANIC OR LATINO               15                330
[1] 2 2
[1] FALSE

Clustering(34) Variable = 19P GAIN MUTATION ANALYSIS
D34V1, survival
                    sevent
clus2                  0   1
  19P GAIN MUTATED    34  17
  19P GAIN WILD-TYPE 320 151
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                51                471 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                17                151 
$`19P GAIN MUTATED`
TCGA-A3-3325 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3453 
       24.69        43.20        18.87        72.07        57.37        45.93 
TCGA-B0-4688 TCGA-B0-4699 TCGA-B0-4710 TCGA-B0-4811 TCGA-B0-4822 TCGA-B0-4844 
        3.32         3.62         3.16        46.59        36.53        10.29 
TCGA-B0-5084 TCGA-B0-5094 TCGA-B0-5102 TCGA-B0-5109 TCGA-B4-5832 TCGA-B4-5838 
        7.30        10.95        90.87        19.30         0.23         5.46 
TCGA-B8-4143 TCGA-BP-4166 TCGA-BP-4342 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4768 
       23.31         0.43        74.17        31.89        11.31        13.15 
TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4994 TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5198 
        6.74        58.98        43.00        62.86        37.22        19.82 
TCGA-BP-5200 TCGA-CJ-4635 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4897 TCGA-CJ-4907 
       34.95        46.55        79.66        74.27        59.44        49.28 
TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5682 TCGA-CJ-6028 TCGA-CW-5591 TCGA-CZ-4854 
       63.88        84.66        61.91        53.42        74.66        46.16 
TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 
       61.41        56.28        55.33        47.01        10.85        57.21 
TCGA-CZ-5469 TCGA-CZ-5984 TCGA-EU-5905 
       31.10        67.96         3.91 

$`19P GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       36.36        38.99        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        24.16        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.64        28.31        65.52        20.28        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 
        0.10         0.10        11.18        10.62       109.91        29.10 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 
       84.36        73.08        66.31        15.78        60.92        68.61 
TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 
       67.20        46.78        48.36        42.08        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       48.69        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4691 
       28.04        12.13        40.70         1.41         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        2.53         3.48        28.47        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 
        7.82         5.98         2.14        19.73        43.96         6.64 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 
        3.25        20.25        15.72         0.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4823 
       45.07        33.50        16.77         6.02        40.44        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       54.48        29.10        10.09        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 
       70.52        20.94        43.30        11.24        11.90        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       18.51        15.09         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       15.95        62.89        90.48        52.54        30.48        29.95 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       35.90        11.80        26.20        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       16.67         9.57         5.75         1.25         0.53         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.36         0.23        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 
       94.72        90.28       101.06        93.34        32.61        99.85 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       18.48        52.24        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       12.23        12.33        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 
       63.62        58.68        60.30        61.22        61.51        57.40 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
        5.82        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
       52.27         9.63        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5201 
       23.47        13.41        24.62        33.47        44.55        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
        0.95        59.84        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       83.97        49.25        47.18        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       71.87        66.21        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       24.66        27.65        39.45        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 
       49.97        51.29        58.92        49.18        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 
       38.56        45.14         3.06         4.57        18.81        72.00 
TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       79.89        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 
       62.10        73.35        67.00        53.26        60.99        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-6087 
        5.39        85.78        73.18        66.31        78.18         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 
      105.93        83.90       103.43        18.77        25.45         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 
       47.08        69.21        58.75         6.77        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       63.39        93.04         5.46        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 
       23.74        18.44        56.94        55.33        10.22        21.76 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 
       47.54        22.52         2.40         1.94        12.69        80.19 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 
       56.84        23.90        66.02        18.12         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  19P GAIN MUTATED 19P GAIN WILD-TYPE 
              0.23               0.07 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
             90.87             120.59 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
              43.2               35.9 
[1] "0.2 - 90.9 (43.2)"  "0.1 - 120.6 (35.9)"
[1] "hr=" "1"  
D34V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  19P GAIN MUTATED        15        7        14       15
  19P GAIN WILD-TYPE     245       50       113       65
D34V3, multiclass
           clus
vv          19P GAIN MUTATED 19P GAIN WILD-TYPE
  STAGE I                 15                245
  STAGE II                 7                 50
  STAGE III               14                113
  STAGE IV                15                 65
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  19P GAIN MUTATED    16   7  26   2
  19P GAIN WILD-TYPE 249  62 153   9
D34V4, multiclass
    clus
vv   19P GAIN MUTATED 19P GAIN WILD-TYPE
  T1               16                249
  T2                7                 62
  T3               26                153
  T4                2                  9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D34V5, binary
                    cls
clus                   0   1
  19P GAIN MUTATED    22   3
  19P GAIN WILD-TYPE 210  15
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED     22    3
  19P GAIN WILD-TYPE  210   15
   clus
vv  19P GAIN MUTATED 19P GAIN WILD-TYPE
  0               22                210
  1                3                 15
[1] 2 2
[1] FALSE
D34V6, binary
                    cls
clus                   0   1
  19P GAIN MUTATED    36  15
  19P GAIN WILD-TYPE 382  63
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED     36   15
  19P GAIN WILD-TYPE  382   63
   clus
vv  19P GAIN MUTATED 19P GAIN WILD-TYPE
  0               36                382
  1               15                 63
[1] 2 2
[1] FALSE
D34V7, binary
                    cls
clus                   0   1
  19P GAIN MUTATED    14  37
  19P GAIN WILD-TYPE 174 299
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED     14   37
  19P GAIN WILD-TYPE  174  299
        clus
vv       19P GAIN MUTATED 19P GAIN WILD-TYPE
  FEMALE               14                174
  MALE                 37                299
[1] 2 2
[1] FALSE
D34V8, continuous
D34V9, continuous
D34V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  19P GAIN MUTATED       0                         1    50
  19P GAIN WILD-TYPE     8                        51   407
D34V11, multiclass
                           clus
vv                          19P GAIN MUTATED 19P GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   50                407
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D34V12, binary
                    cls
clus                   0   1
  19P GAIN MUTATED     3  33
  19P GAIN WILD-TYPE  23 312
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED      3   33
  19P GAIN WILD-TYPE   23  312
                        clus
vv                       19P GAIN MUTATED 19P GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               33                312
[1] 2 2
[1] FALSE

Clustering(35) Variable = 19Q GAIN MUTATION ANALYSIS
D35V1, survival
                    sevent
clus2                  0   1
  19Q GAIN MUTATED    36  21
  19Q GAIN WILD-TYPE 318 147
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                57                465 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                21                147 
$`19Q GAIN MUTATED`
TCGA-A3-3325 TCGA-A3-3336 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3433 TCGA-AK-3436 
       24.69        34.29        43.20        18.87        72.07        67.20 
TCGA-AK-3440 TCGA-AK-3453 TCGA-B0-4688 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4710 
       57.37        45.93         3.32         3.62        19.73         3.16 
TCGA-B0-4811 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4828 TCGA-B0-4844 TCGA-B0-5084 
       46.59        40.44        36.53        10.09        10.29         7.30 
TCGA-B0-5094 TCGA-B0-5102 TCGA-B0-5109 TCGA-B4-5832 TCGA-B4-5838 TCGA-B8-4143 
       10.95        90.87        19.30         0.23         5.46        23.31 
TCGA-BP-4166 TCGA-BP-4342 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4768 TCGA-BP-4967 
        0.43        74.17        31.89        11.31        13.15         6.74 
TCGA-BP-4969 TCGA-BP-4985 TCGA-BP-4994 TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5198 
       58.98        31.30        43.00        62.86        37.22        19.82 
TCGA-BP-5200 TCGA-CJ-4635 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4897 TCGA-CJ-4907 
       34.95        46.55        79.66        74.27        59.44        49.28 
TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5682 TCGA-CJ-6028 TCGA-CW-5591 TCGA-CZ-4854 
       63.88        84.66        61.91        53.42        74.66        46.16 
TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 
       61.41        56.28        55.33        47.01        10.85        57.21 
TCGA-CZ-5469 TCGA-CZ-5984 TCGA-EU-5905 
       31.10        67.96         3.91 

$`19Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3343 
       36.36        38.99        37.38        48.82        21.86        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.76        24.16        53.29        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3443 
       73.08        66.31        15.78        60.92        68.61        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       48.36        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       40.70         1.41         1.41         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       28.47        19.00         1.38        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        2.14        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 
        6.02        14.93        54.48        29.10        78.44        68.71 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 
       40.70        45.30        27.42        53.88         6.71        56.68 
TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 
       11.64        65.29        39.45        26.07        29.03         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       36.85        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       25.32        18.51        15.09         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       52.08        15.95        62.89        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       29.95        35.90        11.80        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 
       21.57        16.67         9.57         5.75         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        4.64         0.36         0.23        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       99.85        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       93.99        18.48        52.24        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       44.94        12.23        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        61.68        10.82         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 
       60.59        13.51        56.91        68.38        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       71.41        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       57.40        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
        5.82        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
       52.27         9.63        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5201 
       23.47        13.41        24.62        33.47        44.55        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
        0.95        59.84        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       83.97        49.25        47.18        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       71.87        66.21        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       24.66        27.65        39.45        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 
       49.97        51.29        58.92        49.18        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 
       38.56        45.14         3.06         4.57        18.81        72.00 
TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       79.89        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 
       62.10        73.35        67.00        53.26        60.99        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-6087 
        5.39        85.78        73.18        66.31        78.18         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 
      105.93        83.90       103.43        18.77        25.45         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 
       47.08        69.21        58.75         6.77        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       63.39        93.04         5.46        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 
       23.74        18.44        56.94        55.33        10.22        21.76 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 
       47.54        22.52         2.40         1.94        12.69        80.19 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 
       56.84        23.90        66.02        18.12         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
              0.23               0.07 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
             90.87             120.59 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
             40.44              36.07 
[1] "0.2 - 90.9 (40.4)"  "0.1 - 120.6 (36.1)"
[1] "hr=" "1.2"
D35V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  19Q GAIN MUTATED        16        7        17       17
  19Q GAIN WILD-TYPE     244       50       110       63
D35V3, multiclass
           clus
vv          19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  STAGE I                 16                244
  STAGE II                 7                 50
  STAGE III               17                110
  STAGE IV                17                 63
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  19Q GAIN MUTATED    17   9  29   2
  19Q GAIN WILD-TYPE 248  60 150   9
D35V4, multiclass
    clus
vv   19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  T1               17                248
  T2                9                 60
  T3               29                150
  T4                2                  9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D35V5, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED    25   3
  19Q GAIN WILD-TYPE 207  15
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED     25    3
  19Q GAIN WILD-TYPE  207   15
   clus
vv  19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  0               25                207
  1                3                 15
[1] 2 2
[1] FALSE
D35V6, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED    40  17
  19Q GAIN WILD-TYPE 378  61
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED     40   17
  19Q GAIN WILD-TYPE  378   61
   clus
vv  19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  0               40                378
  1               17                 61
[1] 2 2
[1] FALSE
D35V7, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED    16  41
  19Q GAIN WILD-TYPE 172 295
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED     16   41
  19Q GAIN WILD-TYPE  172  295
        clus
vv       19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  FEMALE               16                172
  MALE                 41                295
[1] 2 2
[1] FALSE
D35V8, continuous
D35V9, continuous
D35V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  19Q GAIN MUTATED       1                         1    55
  19Q GAIN WILD-TYPE     7                        51   402
D35V11, multiclass
                           clus
vv                          19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   55                402
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D35V12, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED     3  38
  19Q GAIN WILD-TYPE  23 307
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED      3   38
  19Q GAIN WILD-TYPE   23  307
                        clus
vv                       19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               38                307
[1] 2 2
[1] FALSE

Clustering(36) Variable = 20P GAIN MUTATION ANALYSIS
D36V1, survival
                    sevent
clus2                  0   1
  20P GAIN MUTATED    70  41
  20P GAIN WILD-TYPE 284 127
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
               111                411 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
                41                127 
$`20P GAIN MUTATED`
TCGA-3Z-A93Z TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3325 TCGA-A3-3358 
       12.66         0.53        24.16        49.08        24.69        42.97 
TCGA-A3-3372 TCGA-A3-3374 TCGA-A3-3382 TCGA-A3-3385 TCGA-AK-3427 TCGA-AK-3429 
       24.16        43.20        18.87        65.52        84.36        66.31 
TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3445 TCGA-AK-3453 TCGA-B0-4688 TCGA-B0-4690 
       72.07        57.37        42.08        45.93         3.32         1.41 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4811 
        1.38         3.62        65.10        19.73        43.96        46.59 
TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4822 TCGA-B0-4828 TCGA-B0-4836 TCGA-B0-4844 
       52.21         6.02        36.53        10.09        40.70        10.29 
TCGA-B0-4848 TCGA-B0-5094 TCGA-B0-5106 TCGA-B0-5109 TCGA-B0-5113 TCGA-B0-5116 
       29.03        10.95        52.54        19.30        11.80        21.60 
TCGA-B4-5832 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
        0.23         5.46        25.55        25.91        23.01        20.91 
TCGA-B8-5163 TCGA-B8-5551 TCGA-B8-A54I TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4176 
       27.02         0.53         4.93         0.43        89.36        64.27 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4761 
        0.07        93.99        74.17        62.86        31.89         5.98 
TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4803 
       13.15        68.38        15.78        10.98        37.25         6.71 
TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4983 TCGA-BP-4985 
       47.97        71.41         6.74        58.98        46.45        31.30 
TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5173 TCGA-BP-5175 
       16.47        43.00        36.23        28.87         1.78        30.64 
TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5191 TCGA-BP-5198 TCGA-BP-5200 TCGA-CJ-4635 
       62.86        37.22        31.79        19.82        34.95        46.55 
TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4881 
       11.05        79.66        47.18        74.27        77.36        66.21 
TCGA-CJ-4882 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4907 
       61.91        59.44        47.67        49.97        51.29        49.28 
TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5679 TCGA-CJ-5682 TCGA-CW-5588 TCGA-CW-5591 
       63.88        84.66        22.32        61.91        66.31        74.66 
TCGA-CW-6087 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4861 
        1.35        46.16        47.08        69.21         6.77        14.66 
TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 TCGA-CZ-5468 
       61.41        56.28        47.01        10.85        57.21         1.94 
TCGA-CZ-5469 TCGA-CZ-5984 TCGA-EU-5905 
       31.10        67.96         3.91 

$`20P GAIN WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3317 TCGA-A3-3319 
       12.16        36.82        47.21        39.16        49.02        37.15 
TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 
       49.58        48.59        36.36        38.99        37.38        48.82 
TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 
       21.86        34.29        31.07         4.50        52.93        45.53 
TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       29.92        18.44        88.37        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       28.70        74.63        74.76        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       18.64        28.31        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3428 
        0.10        11.18        10.62       109.91        29.10        73.08 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 
       15.78        60.92        68.61        67.20        46.78        48.36 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       40.01        58.49        48.69        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       38.40        31.27        28.04        12.13        40.70         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4701 
        4.57         2.53         3.48        28.47        19.00         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        5.98         2.14         3.16         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       15.72         0.59         5.52        45.07        33.50        16.77 
TCGA-B0-4821 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 
       40.44        14.93        54.48        29.10        78.44        68.71 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       65.29        39.45        26.07         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       18.51        15.09         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5107 TCGA-B0-5108 
       15.95        62.89        90.87        90.48        30.48        29.95 
TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       35.90        26.20        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 
        5.75         1.25         0.53         4.64         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       17.19        23.74         1.18         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
       16.60         6.38        14.27        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K 
       29.88        17.06         1.74         8.42        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4170 
      101.06        93.34        32.61        99.85        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       62.24        61.78        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       18.48        52.24        54.77        49.08        44.94        12.23 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       11.31        12.33        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.98        77.62        44.15        41.75        71.80        48.07 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       61.68        10.82         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       56.91        11.64        60.95        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4801 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 
       36.39        36.95         6.94        87.45        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 
       60.30        61.22        61.51        57.40        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       36.07        33.34        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
       46.45         5.82        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5168 
       38.70        37.02        27.62        37.48        35.21        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 
        6.35        79.30        74.20        52.27         9.63        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 
       49.15        38.30        42.44        37.25        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       27.02        33.24        23.47        13.41        24.62        33.47 
TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 
       44.55        31.27         0.95        59.84        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 
       21.24        83.97        49.25        75.06        64.27        71.87 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 
       50.24        56.35        58.92        49.18        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 
       38.56        45.14         3.06         4.57        18.81        72.00 
TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 
       79.89        25.71        18.87        25.25        18.15        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 
       73.35        67.00        53.26        60.99        53.42        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6088 TCGA-CW-6090 
        5.39        85.78        73.18        78.18       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4862 
      103.43        18.77        25.45         0.59        58.75        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       63.39        93.04         5.46        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 
       23.74        18.44        55.33        56.94        55.33        10.22 
TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 
       21.76        47.54        22.52         2.40        12.69        80.19 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 
       56.84        23.90        66.02        18.12         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  20P GAIN MUTATED 20P GAIN WILD-TYPE 
              0.07               0.10 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
             93.99             120.59 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
             36.53              36.36 
[1] "0.1 - 94.0 (36.5)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.3"
D36V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  20P GAIN MUTATED        34       12        39       26
  20P GAIN WILD-TYPE     226       45        88       54
D36V3, multiclass
           clus
vv          20P GAIN MUTATED 20P GAIN WILD-TYPE
  STAGE I                 34                226
  STAGE II                12                 45
  STAGE III               39                 88
  STAGE IV                26                 54
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  20P GAIN MUTATED    35  13  57   6
  20P GAIN WILD-TYPE 230  56 122   5
D36V4, multiclass
    clus
vv   20P GAIN MUTATED 20P GAIN WILD-TYPE
  T1               35                230
  T2               13                 56
  T3               57                122
  T4                6                  5
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D36V5, binary
                    cls
clus                   0   1
  20P GAIN MUTATED    48   5
  20P GAIN WILD-TYPE 184  13
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED     48    5
  20P GAIN WILD-TYPE  184   13
   clus
vv  20P GAIN MUTATED 20P GAIN WILD-TYPE
  0               48                184
  1                5                 13
[1] 2 2
[1] FALSE
D36V6, binary
                    cls
clus                   0   1
  20P GAIN MUTATED    84  26
  20P GAIN WILD-TYPE 334  52
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED     84   26
  20P GAIN WILD-TYPE  334   52
   clus
vv  20P GAIN MUTATED 20P GAIN WILD-TYPE
  0               84                334
  1               26                 52
[1] 2 2
[1] FALSE
D36V7, binary
                    cls
clus                   0   1
  20P GAIN MUTATED    24  87
  20P GAIN WILD-TYPE 164 249
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED     24   87
  20P GAIN WILD-TYPE  164  249
        clus
vv       20P GAIN MUTATED 20P GAIN WILD-TYPE
  FEMALE               24                164
  MALE                 87                249
[1] 2 2
[1] FALSE
D36V8, continuous
D36V9, continuous
[1] "Remove cluster labels:" "20P GAIN MUTATED"      
clus
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
                 2                 13 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5164         TCGA-B8-A54E 
"20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" 
        TCGA-B8-A54F         TCGA-B8-A54G         TCGA-B8-A8YJ 
"20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-G6-A5PC         TCGA-G6-A8L7 
"20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" 
        TCGA-MM-A563 
"20P GAIN WILD-TYPE" 
D36V10, continuous
[1] "Remove cluster labels:" "20P GAIN MUTATED"      
clus
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-G6-A8L7         TCGA-MM-A563 
"20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" "20P GAIN WILD-TYPE" 
        TCGA-MM-A84U 
"20P GAIN WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  20P GAIN MUTATED       1                         7   103
  20P GAIN WILD-TYPE     7                        45   354
D36V11, multiclass
                           clus
vv                          20P GAIN MUTATED 20P GAIN WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                7                 45
  WHITE                                  103                354
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D36V12, binary
                    cls
clus                   0   1
  20P GAIN MUTATED     3  70
  20P GAIN WILD-TYPE  23 275
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED      3   70
  20P GAIN WILD-TYPE   23  275
                        clus
vv                       20P GAIN MUTATED 20P GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               70                275
[1] 2 2
[1] FALSE

Clustering(37) Variable = 20Q GAIN MUTATION ANALYSIS
D37V1, survival
                    sevent
clus2                  0   1
  20Q GAIN MUTATED    71  43
  20Q GAIN WILD-TYPE 283 125
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
               114                408 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
                43                125 
$`20Q GAIN MUTATED`
TCGA-3Z-A93Z TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3325 
       12.66         0.53        24.16        49.08        37.15        24.69 
TCGA-A3-3347 TCGA-A3-3358 TCGA-A3-3372 TCGA-A3-3374 TCGA-A3-3382 TCGA-A3-3385 
       52.93        42.97        24.16        43.20        18.87        65.52 
TCGA-AK-3427 TCGA-AK-3429 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3445 TCGA-AK-3453 
       84.36        66.31        72.07        57.37        42.08        45.93 
TCGA-B0-4690 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4707 TCGA-B0-4712 
        1.41         1.38         3.62        65.10        19.73        43.96 
TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4828 
       46.59        52.21         6.02        40.44        36.53        10.09 
TCGA-B0-4836 TCGA-B0-4844 TCGA-B0-4848 TCGA-B0-5094 TCGA-B0-5106 TCGA-B0-5109 
       40.70        10.29        29.03        10.95        52.54        19.30 
TCGA-B0-5113 TCGA-B0-5116 TCGA-B4-5832 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-4621 
       11.80        21.60         0.23         5.46        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5163 TCGA-B8-5551 TCGA-B8-A54I TCGA-BP-4166 
       23.01        20.91        27.02         0.53         4.93         0.43 
TCGA-BP-4167 TCGA-BP-4176 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4343 
       89.36        64.27         0.07        93.99        74.17        62.86 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4761 TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4787 
       31.89        11.31         5.98        13.15        68.38        15.78 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4960 TCGA-BP-4967 
       10.98        37.25         6.71        47.97        71.41         6.74 
TCGA-BP-4969 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-5009 
       58.98        46.45        31.30        16.47        43.00        36.23 
TCGA-BP-5010 TCGA-BP-5173 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5191 
       28.87         1.78        30.64        62.86        37.22        31.79 
TCGA-BP-5198 TCGA-BP-5200 TCGA-CJ-4635 TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4872 
       19.82        34.95        46.55        11.05        79.66        47.18 
TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4897 TCGA-CJ-4901 
       74.27        77.36        66.21        61.91        59.44        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5679 
       49.97        51.29        49.28        63.88        84.66        22.32 
TCGA-CJ-5682 TCGA-CW-5588 TCGA-CW-5591 TCGA-CW-6087 TCGA-CZ-4854 TCGA-CZ-4857 
       61.91        66.31        74.66         1.35        46.16        47.08 
TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5460 
       69.21         6.77        14.66        61.41        56.28        47.01 
TCGA-CZ-5461 TCGA-CZ-5464 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-EU-5905 
       10.85        57.21         1.94        31.10        67.96         3.91 

$`20Q GAIN WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3317 TCGA-A3-3320 
       12.16        36.82        47.21        39.16        49.02        49.58 
TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       48.59        36.36        38.99        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       34.29        31.07         4.50        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       88.37        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 
       74.76        53.29        55.76        20.71        18.64        28.31 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3428 TCGA-AK-3430 TCGA-AK-3431 
       10.62       109.91        29.10        73.08        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3447 TCGA-AK-3450 
       68.61        67.20        46.78        48.36        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       48.69        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 
       28.04        12.13        40.70         1.41         3.32         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4701 TCGA-B0-4703 
        2.53         3.48        28.47        19.00         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        2.14         3.16         6.64         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4823 
        0.59         5.52        45.07        33.50        16.77        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 
       54.48        29.10        78.44        68.71        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-4846 
       53.88         6.71        56.68        11.64        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       26.07         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 
        8.05         2.24        21.86        52.08        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5115 
       90.87        90.48        30.48        29.95        35.90        26.20 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       32.98        21.57        16.67         9.57         5.75         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-5159 
       27.16        27.55        25.05        24.66        17.19        23.74 
TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
        1.18         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
       14.27        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        1.74         8.42        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       32.61        99.85        23.05        77.03        62.24        61.78 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 
       80.68        37.25        21.21        15.16        18.48        52.24 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 
       54.77        49.08        44.94        12.23        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       31.33        12.30        72.59        77.98        77.62        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 
       41.75        71.80        48.07        61.68        10.82         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
       61.97        60.59        13.51        56.91        11.64        60.95 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4801 TCGA-BP-4807 
       48.95        36.53        20.38        36.39        36.95         6.94 
TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       87.45        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       57.40        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4986 
       47.11        53.65        14.93        36.07        33.34        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 
       36.95        27.22         3.88        46.45         5.82        45.07 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 
       37.48        35.21        48.10         6.35        79.30        74.20 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
       52.27         9.63        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 
       37.25        22.78        13.35        27.02        33.24        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5201 TCGA-BP-5202 
       13.41        24.62        33.47        44.55        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       59.84        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       54.61        53.52        58.95        21.24        83.97        49.25 
TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       75.06        64.27        71.87        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4904 
       24.66        27.65        39.45        50.24        56.35        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 
        4.57        18.81        72.00        79.89        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       25.25        18.15        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
       78.18       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        0.59        58.75        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 
       63.42        58.82         0.82        23.74        18.44        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 
       56.94        55.33        10.22        21.76        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
        2.40        12.69        80.19        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
       18.12         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
              0.07               0.10 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
             93.99             120.59 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
            37.185             35.985 
[1] "0.1 - 94.0 (37.2)"  "0.1 - 120.6 (36.0)"
[1] "hr=" "1.3"
D37V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  20Q GAIN MUTATED        35       12        41       26
  20Q GAIN WILD-TYPE     225       45        86       54
D37V3, multiclass
           clus
vv          20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  STAGE I                 35                225
  STAGE II                12                 45
  STAGE III               41                 86
  STAGE IV                26                 54
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  20Q GAIN MUTATED    37  13  59   5
  20Q GAIN WILD-TYPE 228  56 120   6
D37V4, multiclass
    clus
vv   20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  T1               37                228
  T2               13                 56
  T3               59                120
  T4                5                  6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D37V5, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED    49   6
  20Q GAIN WILD-TYPE 183  12
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED     49    6
  20Q GAIN WILD-TYPE  183   12
   clus
vv  20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  0               49                183
  1                6                 12
[1] 2 2
[1] FALSE
D37V6, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED    87  26
  20Q GAIN WILD-TYPE 331  52
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED     87   26
  20Q GAIN WILD-TYPE  331   52
   clus
vv  20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  0               87                331
  1               26                 52
[1] 2 2
[1] FALSE
D37V7, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED    27  87
  20Q GAIN WILD-TYPE 161 249
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED     27   87
  20Q GAIN WILD-TYPE  161  249
        clus
vv       20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  FEMALE               27                161
  MALE                 87                249
[1] 2 2
[1] FALSE
D37V8, continuous
D37V9, continuous
[1] "Remove cluster labels:" "20Q GAIN MUTATED"      
clus
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
                 2                 13 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5164         TCGA-B8-A54E 
"20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" 
        TCGA-B8-A54F         TCGA-B8-A54G         TCGA-B8-A8YJ 
"20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-G6-A5PC         TCGA-G6-A8L7 
"20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" 
        TCGA-MM-A563 
"20Q GAIN WILD-TYPE" 
D37V10, continuous
[1] "Remove cluster labels:" "20Q GAIN MUTATED"      
clus
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-G6-A8L7         TCGA-MM-A563 
"20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" "20Q GAIN WILD-TYPE" 
        TCGA-MM-A84U 
"20Q GAIN WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  20Q GAIN MUTATED       2                         7   105
  20Q GAIN WILD-TYPE     6                        45   352
D37V11, multiclass
                           clus
vv                          20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                7                 45
  WHITE                                  105                352
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D37V12, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED     3  72
  20Q GAIN WILD-TYPE  23 273
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED      3   72
  20Q GAIN WILD-TYPE   23  273
                        clus
vv                       20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               72                273
[1] 2 2
[1] FALSE

Clustering(38) Variable = 21Q GAIN MUTATION ANALYSIS
D38V1, survival
                    sevent
clus2                  0   1
  21Q GAIN MUTATED    32  18
  21Q GAIN WILD-TYPE 322 150
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                50                472 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                18                150 
$`21Q GAIN MUTATED`
TCGA-A3-3316 TCGA-A3-3322 TCGA-A3-3372 TCGA-A3-3382 TCGA-AK-3429 TCGA-AK-3445 
       49.08        48.59        24.16        18.87        66.31        42.08 
TCGA-B0-4690 TCGA-B0-4696 TCGA-B0-4844 TCGA-B0-5099 TCGA-B0-5102 TCGA-B0-5106 
        1.41        28.47        10.29        15.95        90.87        52.54 
TCGA-B0-5113 TCGA-B0-5116 TCGA-B0-5696 TCGA-B4-5832 TCGA-B8-5163 TCGA-B8-A54F 
       11.80        21.60        56.78         0.23        27.02        17.06 
TCGA-BP-4167 TCGA-BP-4176 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4351 TCGA-BP-4352 
       89.36        64.27         0.07        93.99        31.89        11.31 
TCGA-BP-4763 TCGA-BP-4781 TCGA-BP-4969 TCGA-BP-4985 TCGA-BP-4995 TCGA-BP-5173 
       41.75        68.38        58.98        31.30        45.07         1.78 
TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5191 TCGA-CJ-4635 TCGA-CJ-4638 TCGA-CJ-4873 
       62.86        37.22        31.79        46.55        14.17        74.27 
TCGA-CJ-5676 TCGA-CJ-5679 TCGA-CJ-6027 TCGA-CW-5591 TCGA-CZ-4854 TCGA-CZ-4866 
       84.66        22.32        60.99        74.66        46.16        61.41 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-DV-5568 TCGA-DV-5573 
       47.01        10.85         1.94        31.10        12.16        37.15 
TCGA-DV-A4W0 TCGA-EU-5905 
       66.02         3.91 

$`21Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3323 TCGA-A3-3324 
       24.16        49.02        37.15        49.58        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.76        53.29        43.20        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 
       73.08        15.78        60.92        72.07        68.61        67.20 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       57.37        46.78        48.36        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 
       28.04        12.13        40.70         1.41         3.32         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        2.53         3.48        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
        6.71        56.68        11.64        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 
       10.95         8.05         2.24        21.86        52.08        62.89 
TCGA-B0-5104 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 
       90.48        30.48        29.95        19.30        35.90        26.20 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       46.68        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 
       21.57        16.67         9.57         5.75         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5164 
       25.91        23.01        20.91        23.74         1.18         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54G TCGA-B8-A54H 
       34.39        14.30        27.29        29.88         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       99.85         0.43        23.05        77.03        62.24        61.78 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 
       80.68        37.25        21.21        15.16        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 
       77.62         5.98        44.15        71.80        48.07        13.15 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       61.68        10.82         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       56.91        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       20.38        36.39        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 
       60.30        61.22        61.51         6.74        57.40        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 
       14.93        36.07        33.34        46.45        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 
       79.30        74.20        30.64        52.27         9.63        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 
       49.15        38.30        42.44        37.25        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       27.02        33.24        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       63.25        73.22        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 
       47.18        75.06        77.36        64.27        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 
       39.45        59.44        50.24        56.35        47.67        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 
       72.00        79.89        25.71        18.87        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6028 
       61.91        62.10        73.35        67.00        53.26        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
        1.35       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 
       60.59        63.39        93.04         5.46        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 
        0.82        23.74        18.44        56.28        55.33        56.94 
TCGA-CZ-5459 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 
       55.33        10.22        21.76        57.21        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
        2.40        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5569 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-EU-5904 TCGA-EU-5906 
       11.67        66.28        56.84        23.90        18.12         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        4.18         7.96        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
              0.07               0.10 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
             93.99             120.59 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
            37.185             36.295 
[1] "0.1 - 94.0 (37.2)"  "0.1 - 120.6 (36.3)"
[1] "hr=" "1.1"
D38V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  21Q GAIN MUTATED        21        3        17        9
  21Q GAIN WILD-TYPE     239       54       110       71
D38V3, multiclass
           clus
vv          21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  STAGE I                 21                239
  STAGE II                 3                 54
  STAGE III               17                110
  STAGE IV                 9                 71
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  21Q GAIN MUTATED    22   3  24   1
  21Q GAIN WILD-TYPE 243  66 155  10
D38V4, multiclass
    clus
vv   21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  T1               22                243
  T2                3                 66
  T3               24                155
  T4                1                 10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D38V5, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED    20   1
  21Q GAIN WILD-TYPE 212  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED     20    1
  21Q GAIN WILD-TYPE  212   17
   clus
vv  21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  0               20                212
  1                1                 17
[1] 2 2
[1] FALSE
D38V6, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED    39   9
  21Q GAIN WILD-TYPE 379  69
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED     39    9
  21Q GAIN WILD-TYPE  379   69
   clus
vv  21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  0               39                379
  1                9                 69
[1] 2 2
[1] FALSE
D38V7, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED    15  35
  21Q GAIN WILD-TYPE 173 301
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED     15   35
  21Q GAIN WILD-TYPE  173  301
        clus
vv       21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  FEMALE               15                173
  MALE                 35                301
[1] 2 2
[1] FALSE
D38V8, continuous
D38V9, continuous
[1] "Remove cluster labels:" "21Q GAIN MUTATED"      
clus
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                 2                 13 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-4621         TCGA-B8-5158 
"21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" 
        TCGA-B8-5164         TCGA-B8-A54E         TCGA-B8-A54G 
"21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" 
        TCGA-B8-A8YJ         TCGA-G6-A5PC         TCGA-G6-A8L7 
"21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" 
        TCGA-MM-A563 
"21Q GAIN WILD-TYPE" 
D38V10, continuous
[1] "Remove cluster labels:" "21Q GAIN MUTATED"      
clus
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" 
        TCGA-B8-5158         TCGA-G6-A8L7         TCGA-MM-A563 
"21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" "21Q GAIN WILD-TYPE" 
        TCGA-MM-A84U 
"21Q GAIN WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  21Q GAIN MUTATED       0                         2    48
  21Q GAIN WILD-TYPE     8                        50   409
D38V11, multiclass
                           clus
vv                          21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                2                 50
  WHITE                                   48                409
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D38V12, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED     3  31
  21Q GAIN WILD-TYPE  23 314
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED      3   31
  21Q GAIN WILD-TYPE   23  314
                        clus
vv                       21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    3                 23
  NOT HISPANIC OR LATINO               31                314
[1] 2 2
[1] FALSE

Clustering(39) Variable = 22Q GAIN MUTATION ANALYSIS
D39V1, survival
                    sevent
clus2                  0   1
  22Q GAIN MUTATED    29  11
  22Q GAIN WILD-TYPE 325 157
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                40                482 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                11                157 
$`22Q GAIN MUTATED`
TCGA-A3-3306 TCGA-A3-3319 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3433 TCGA-AK-3440 
       36.82        37.15        43.20        18.87        72.07        57.37 
TCGA-B0-4688 TCGA-B0-4699 TCGA-B0-5081 TCGA-B0-5099 TCGA-B0-5102 TCGA-B0-5113 
        3.32         3.62        11.90        15.95        90.87        11.80 
TCGA-B0-5400 TCGA-B4-5832 TCGA-B4-5838 TCGA-BP-4166 TCGA-BP-4174 TCGA-BP-4176 
       37.22         0.23         5.46         0.43        61.78        64.27 
TCGA-BP-4337 TCGA-BP-4342 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4765 TCGA-BP-4781 
        0.07        74.17        31.89        11.31        71.80        68.38 
TCGA-BP-4975 TCGA-BP-4994 TCGA-BP-5173 TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5198 
       47.11        43.00         1.78        62.86        37.22        19.82 
TCGA-BP-5200 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5682 
       34.95        51.29        49.28        63.88        84.66        61.91 
TCGA-CW-5588 TCGA-CW-5591 TCGA-CZ-4860 TCGA-CZ-5984 
       66.31        74.66         6.77        67.96 

$`22Q GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        47.21         0.53        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.08        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.76        24.16        53.29        55.76        20.71        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 
       73.08        66.31        15.78        60.92        68.61        67.20 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4691 
       28.04        12.13        40.70         1.41         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        2.53         3.48        28.47        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       43.30        11.24         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 
       10.95         8.05         2.24        21.86        52.08        62.89 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
       90.48        52.54        30.48        29.95        19.30        35.90 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       26.20        21.60        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       21.44        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        1.25         0.53         4.64         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
       27.02         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       14.27         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 
      101.06        93.34        32.61        99.85        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       77.03        62.24        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       93.99        18.48        52.24        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       44.94        12.23        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 
       48.07        13.15        61.68        10.82         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       60.59        13.51        56.91        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
        7.23        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       31.30        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
       16.47         5.82        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 
       28.87        48.10         6.35        79.30        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
       52.27         9.63        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5201 
       23.47        13.41        24.62        33.47        44.55        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4904 
       59.44        50.24        56.35        47.67        49.97        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 
        4.57        18.81        72.00        79.89        25.71        18.87 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       22.32        25.25        18.15        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 
       53.26        60.99        53.42        75.58        62.66        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 
        7.36        64.57        92.02        81.83         5.39        85.78 
TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       73.18        78.18         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
       58.75        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       56.28        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 
        1.94        31.10        12.69        80.19        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
              0.07               0.10 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
             90.87             120.59 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
             40.11              35.90 
[1] "0.1 - 90.9 (40.1)"  "0.1 - 120.6 (35.9)"
[1] "hr=" "1.2"
D39V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  22Q GAIN MUTATED        17        4        12        7
  22Q GAIN WILD-TYPE     243       53       115       73
D39V3, multiclass
           clus
vv          22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  STAGE I                 17                243
  STAGE II                 4                 53
  STAGE III               12                115
  STAGE IV                 7                 73
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  22Q GAIN MUTATED    17   4  16   3
  22Q GAIN WILD-TYPE 248  65 163   8
D39V4, multiclass
    clus
vv   22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  T1               17                248
  T2                4                 65
  T3               16                163
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D39V5, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED    18   1
  22Q GAIN WILD-TYPE 214  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED     18    1
  22Q GAIN WILD-TYPE  214   17
   clus
vv  22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  0               18                214
  1                1                 17
[1] 2 2
[1] FALSE
D39V6, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED    33   7
  22Q GAIN WILD-TYPE 385  71
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED     33    7
  22Q GAIN WILD-TYPE  385   71
   clus
vv  22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  0               33                385
  1                7                 71
[1] 2 2
[1] FALSE
D39V7, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED    11  29
  22Q GAIN WILD-TYPE 177 307
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED     11   29
  22Q GAIN WILD-TYPE  177  307
        clus
vv       22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  FEMALE               11                177
  MALE                 29                307
[1] 2 2
[1] FALSE
D39V8, continuous
D39V9, continuous
D39V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  22Q GAIN MUTATED       0                         1    39
  22Q GAIN WILD-TYPE     8                        51   418
D39V11, multiclass
                           clus
vv                          22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   39                418
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D39V12, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED     1  21
  22Q GAIN WILD-TYPE  25 324
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED      1   21
  22Q GAIN WILD-TYPE   25  324
                        clus
vv                       22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               21                324
[1] 2 2
[1] FALSE

Clustering(40) Variable = XP GAIN MUTATION ANALYSIS
D40V1, survival
                   sevent
clus2                 0   1
  XP GAIN MUTATED    19  12
  XP GAIN WILD-TYPE 335 156
  XP GAIN MUTATED XP GAIN WILD-TYPE 
               31               491 
  XP GAIN MUTATED XP GAIN WILD-TYPE 
               12               156 
$`XP GAIN MUTATED`
TCGA-A3-3346 TCGA-A3-3382 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3436 TCGA-AK-3445 
        4.50        18.87        73.08        66.31        67.20        42.08 
TCGA-AK-3453 TCGA-B0-4827 TCGA-B0-5080 TCGA-B0-5109 TCGA-B8-A54I TCGA-BP-4162 
       45.93        29.10        11.24        19.30         4.93       101.06 
TCGA-BP-4174 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4352 TCGA-BP-4756 TCGA-BP-4770 
       61.78         0.07        93.99        11.31        12.30        10.82 
TCGA-BP-4799 TCGA-BP-4969 TCGA-BP-4989 TCGA-CJ-4644 TCGA-CJ-4885 TCGA-CJ-4899 
       37.25        58.98         3.88        11.05        69.86        50.24 
TCGA-CJ-5681 TCGA-CW-5591 TCGA-CZ-4854 TCGA-CZ-5456 TCGA-CZ-5464 TCGA-CZ-5468 
       18.15        74.66        46.16        56.28        57.21         1.94 
TCGA-EU-5905 
        3.91 

$`XP GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       34.29        31.07        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       20.71        18.64        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 
       29.10        84.36        15.78        60.92        72.07        68.61 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       57.37        46.78        48.36        40.01        58.49        48.69 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       12.13        40.70         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
        2.53         3.48        28.47        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4828 
        6.02        40.44        36.53        14.93        54.48        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       43.30        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       35.90        11.80        26.20        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 
       16.67         9.57         5.75         0.23         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        1.74         8.42        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4163 TCGA-BP-4164 
      111.02        85.51        94.72        90.28        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4340 
       62.07        80.68        37.25        21.21        15.16        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 
       12.23        31.89        12.33        33.99        31.33        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        13.15        61.68         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4801 
       48.95        36.53        20.38        36.39        10.98        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       25.81        36.95        27.22        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       54.61        53.52        58.95        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       79.66        47.18        74.27        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4887 
       71.87        66.21        61.91        57.83        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 
       27.65        39.45        59.44        56.35        47.67        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 
       72.00        79.89        84.66        25.71        18.87        22.32 
TCGA-CJ-5680 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       25.25        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       66.31        78.18         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       18.77        25.45         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       55.33        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 
       21.76        47.54        22.52         2.40        31.10        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  XP GAIN MUTATED XP GAIN WILD-TYPE 
             0.07              0.10 
  XP GAIN MUTATED XP GAIN WILD-TYPE 
           101.06            120.59 
  XP GAIN MUTATED XP GAIN WILD-TYPE 
            37.25             36.36 
[1] "0.1 - 101.1 (37.2)" "0.1 - 120.6 (36.4)"
[1] "hr=" "1.2"
D40V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  XP GAIN MUTATED        10        4         7       10
  XP GAIN WILD-TYPE     250       53       120       70
D40V3, multiclass
           clus
vv          XP GAIN MUTATED XP GAIN WILD-TYPE
  STAGE I                10               250
  STAGE II                4                53
  STAGE III               7               120
  STAGE IV               10                70
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  XP GAIN MUTATED    10   5  15   1
  XP GAIN WILD-TYPE 255  64 164  10
D40V4, multiclass
    clus
vv   XP GAIN MUTATED XP GAIN WILD-TYPE
  T1              10               255
  T2               5                64
  T3              15               164
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D40V5, binary
                   cls
clus                  0   1
  XP GAIN MUTATED    18   1
  XP GAIN WILD-TYPE 214  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP GAIN MUTATED     18    1
  XP GAIN WILD-TYPE  214   17
   clus
vv  XP GAIN MUTATED XP GAIN WILD-TYPE
  0              18               214
  1               1                17
[1] 2 2
[1] FALSE
D40V6, binary
                   cls
clus                  0   1
  XP GAIN MUTATED    21   9
  XP GAIN WILD-TYPE 397  69
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP GAIN MUTATED     21    9
  XP GAIN WILD-TYPE  397   69
   clus
vv  XP GAIN MUTATED XP GAIN WILD-TYPE
  0              21               397
  1               9                69
[1] 2 2
[1] FALSE
D40V7, binary
                   cls
clus                  0   1
  XP GAIN MUTATED    12  19
  XP GAIN WILD-TYPE 176 317
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP GAIN MUTATED     12   19
  XP GAIN WILD-TYPE  176  317
        clus
vv       XP GAIN MUTATED XP GAIN WILD-TYPE
  FEMALE              12               176
  MALE                19               317
[1] 2 2
[1] FALSE
D40V8, continuous
D40V9, continuous
D40V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  XP GAIN MUTATED       2                         1    28
  XP GAIN WILD-TYPE     6                        51   429
D40V11, multiclass
                           clus
vv                          XP GAIN MUTATED XP GAIN WILD-TYPE
  ASIAN                                   2                 6
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  28               429
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D40V12, binary
                   cls
clus                  0   1
  XP GAIN MUTATED     0  18
  XP GAIN WILD-TYPE  26 327
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP GAIN MUTATED      0   18
  XP GAIN WILD-TYPE   26  327
                        clus
vv                       XP GAIN MUTATED XP GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              18               327
[1] 2 2
[1] FALSE

Clustering(41) Variable = XQ GAIN MUTATION ANALYSIS
D41V1, survival
                   sevent
clus2                 0   1
  XQ GAIN MUTATED    19  11
  XQ GAIN WILD-TYPE 335 157
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               30               492 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               11               157 
$`XQ GAIN MUTATED`
TCGA-A3-3383 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3436 TCGA-AK-3453 TCGA-B0-4827 
       28.31        73.08        66.31        67.20        45.93        29.10 
TCGA-B0-5080 TCGA-B0-5109 TCGA-B8-A54I TCGA-BP-4162 TCGA-BP-4174 TCGA-BP-4337 
       11.24        19.30         4.93       101.06        61.78         0.07 
TCGA-BP-4338 TCGA-BP-4352 TCGA-BP-4799 TCGA-BP-4969 TCGA-BP-4989 TCGA-BP-5176 
       93.99        11.31        37.25        58.98         3.88        52.27 
TCGA-CJ-4644 TCGA-CJ-4885 TCGA-CJ-4899 TCGA-CJ-5681 TCGA-CW-5591 TCGA-CZ-4854 
       11.05        69.86        50.24        18.15        74.66        46.16 
TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5464 TCGA-CZ-5468 TCGA-EU-5905 TCGA-MM-A84U 
       56.28        56.94        57.21         1.94         3.91        15.25 

$`XQ GAIN WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3385 TCGA-A3-3387 
       55.76        20.71        18.64        18.87        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 
      109.91        29.10        84.36        15.78        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       68.61        57.37        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       58.49        48.69        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       31.27        28.04        12.13        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
       19.73         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       54.48        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       70.52        20.94        43.30        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       30.48        29.95        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       17.19        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
        6.38        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K 
       29.88        17.06         1.74         8.42        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       77.03        62.24        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       15.16        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        31.89        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       20.38        36.39        10.98        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 
       61.22        61.51         6.74        57.40        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 
       27.22        46.45        16.47         5.82        43.00        45.07 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5177 TCGA-BP-5178 
       79.30         1.78        74.20        30.64         9.63        62.86 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 
       13.41        24.62        33.47        19.82        44.55        34.95 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 
       31.27         0.95        59.84        46.55        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       57.83        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5682 TCGA-CJ-5683 
       25.71        18.87        22.32        25.25        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 
       73.35        67.00        53.26        60.99        53.42        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-6087 
        5.39        85.78        73.18        66.31        78.18         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 
      105.93        83.90       103.43        18.77        25.45         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 
       47.08        69.21        58.75         6.77        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       63.39        93.04         5.46        61.41        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5459 TCGA-CZ-5460 
        0.82        23.74        18.44        55.33        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.85        10.22        21.76        47.54        22.52         2.40 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MW-A4EC 
       70.13        35.87         2.01        19.43        19.96        10.85 

  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
             0.07              0.10 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
           101.06            120.59 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
           46.045            36.150 
[1] "0.1 - 101.1 (46.0)" "0.1 - 120.6 (36.1)"
[1] "hr=" "1.1"
D41V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  XQ GAIN MUTATED        10        4         7        9
  XQ GAIN WILD-TYPE     250       53       120       71
D41V3, multiclass
           clus
vv          XQ GAIN MUTATED XQ GAIN WILD-TYPE
  STAGE I                10               250
  STAGE II                4                53
  STAGE III               7               120
  STAGE IV                9                71
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  XQ GAIN MUTATED    10   5  15   0
  XQ GAIN WILD-TYPE 255  64 164  11
D41V4, multiclass
    clus
vv   XQ GAIN MUTATED XQ GAIN WILD-TYPE
  T1              10               255
  T2               5                64
  T3              15               164
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D41V5, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED    16   1
  XQ GAIN WILD-TYPE 216  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED     16    1
  XQ GAIN WILD-TYPE  216   17
   clus
vv  XQ GAIN MUTATED XQ GAIN WILD-TYPE
  0              16               216
  1               1                17
[1] 2 2
[1] FALSE
D41V6, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED    19   9
  XQ GAIN WILD-TYPE 399  69
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED     19    9
  XQ GAIN WILD-TYPE  399   69
   clus
vv  XQ GAIN MUTATED XQ GAIN WILD-TYPE
  0              19               399
  1               9                69
[1] 2 2
[1] FALSE
D41V7, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED    12  18
  XQ GAIN WILD-TYPE 176 318
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED     12   18
  XQ GAIN WILD-TYPE  176  318
        clus
vv       XQ GAIN MUTATED XQ GAIN WILD-TYPE
  FEMALE              12               176
  MALE                18               318
[1] 2 2
[1] FALSE
D41V8, continuous
D41V9, continuous
D41V10, continuous
[1] "Remove cluster labels:" "XQ GAIN MUTATED"       
clus
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
                1                 7 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-5158 
"XQ GAIN WILD-TYPE" "XQ GAIN WILD-TYPE" "XQ GAIN WILD-TYPE" "XQ GAIN WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-G6-A8L7        TCGA-MM-A563 
"XQ GAIN WILD-TYPE" "XQ GAIN WILD-TYPE" "XQ GAIN WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  XQ GAIN MUTATED       1                         2    27
  XQ GAIN WILD-TYPE     7                        50   430
D41V11, multiclass
                           clus
vv                          XQ GAIN MUTATED XQ GAIN WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  27               430
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D41V12, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED     0  18
  XQ GAIN WILD-TYPE  26 327
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED      0   18
  XQ GAIN WILD-TYPE   26  327
                        clus
vv                       XQ GAIN MUTATED XQ GAIN WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              18               327
[1] 2 2
[1] FALSE

Clustering(42) Variable = 1P LOSS MUTATION ANALYSIS
D42V1, survival
                   sevent
clus2                 0   1
  1P LOSS MUTATED    35  21
  1P LOSS WILD-TYPE 319 147
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               56               466 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               21               147 
$`1P LOSS MUTATED`
TCGA-A3-3313 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3380 TCGA-AK-3427 TCGA-AK-3433 
       24.16        53.29        43.20        18.64        84.36        72.07 
TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4698 TCGA-B0-4699 
       57.37        40.01        12.13        40.70         1.38         3.62 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4834 TCGA-B0-4845 TCGA-B0-4852 TCGA-B0-5098 
       40.44        36.53        68.71        65.29        36.85        52.08 
TCGA-B0-5102 TCGA-B0-5117 TCGA-B0-5402 TCGA-B0-5703 TCGA-B2-3923 TCGA-B2-4098 
       90.87        17.59        14.76        39.55        32.61         1.68 
TCGA-B4-5835 TCGA-B4-5838 TCGA-B8-4619 TCGA-B8-5549 TCGA-BP-4176 TCGA-BP-4334 
        0.53         5.46        17.19         6.38        64.27        21.21 
TCGA-BP-4342 TCGA-BP-4353 TCGA-BP-4768 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4968 
       74.17        12.33        13.15        60.59        68.38        57.40 
TCGA-BP-4986 TCGA-BP-4994 TCGA-BP-5004 TCGA-BP-5173 TCGA-BP-5201 TCGA-CJ-4640 
       25.81        43.00        37.02         1.78        31.27        65.69 
TCGA-CJ-4876 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CJ-5678 
       64.27        27.65        59.44        47.67        49.28        18.87 
TCGA-CW-5588 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5457 TCGA-CZ-5462 TCGA-CZ-5469 
       66.31         6.77        61.41        55.33        10.22        31.10 
TCGA-EU-5907 TCGA-G6-A8L8 
        4.18        35.87 

$`1P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3382 
       74.63        74.76        24.16        55.76        20.71        18.87 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3428 
        0.10        11.18        10.62       109.91        29.10        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 
       66.31        15.78        60.92        68.61        67.20        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       48.36        42.08        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 
       22.45        37.58        38.40        31.27        28.04         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
       19.00        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       16.77         6.02        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       78.44        40.70        45.30        27.42        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 
       56.68        11.64        10.29        39.45        26.07        29.03 
TCGA-B0-4849 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
        2.27        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
        7.30        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 
        2.24        21.86        15.95        62.89        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       21.60         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       61.32        97.41        35.90        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 
        5.75         0.23         1.25         4.64         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 
       27.02         0.85        24.23        17.16        16.60        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       77.03        62.24        61.78        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 
        3.58        27.78        62.07        80.68        37.25        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 
        0.07        93.99        18.48        52.24        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4354 
       49.08        44.94        12.23        31.89        11.31        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 
       44.15        41.75        71.80        48.07        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 
        5.33        61.97        13.51        56.91        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       71.41        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
        6.74        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        31.30        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
       16.47         5.82        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       38.70        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
       48.10         6.35        79.30        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       31.79        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       44.55        34.95         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       73.22        14.17        75.88        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 
       11.05        21.24        83.97        49.25        79.66        47.18 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       74.27        75.06        77.36        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4895 TCGA-CJ-4899 
       68.55        26.93        50.01        24.66        39.45        50.24 
TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       56.35        49.97        51.29        58.92        49.18        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5679 
       63.88        72.00        79.89        84.66        25.71        22.32 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 
       53.26        60.99        53.42        75.58        62.66        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 
        7.36        64.57        92.02        81.83         5.39        85.78 
TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       73.18        78.18        74.66         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       69.21        58.75        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
        5.46        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5463 
       56.28        56.94        55.33        47.01        10.85        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-GK-A6C7 
        3.91         6.77         7.96        10.29        70.13         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  1P LOSS MUTATED 1P LOSS WILD-TYPE 
             0.53              0.07 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
            90.87            120.59 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
           36.935            36.150 
[1] "0.5 - 90.9 (36.9)"  "0.1 - 120.6 (36.1)"
[1] "hr=" "1.3"
D42V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  1P LOSS MUTATED        30        8        10        8
  1P LOSS WILD-TYPE     230       49       117       72
D42V3, multiclass
           clus
vv          1P LOSS MUTATED 1P LOSS WILD-TYPE
  STAGE I                30               230
  STAGE II                8                49
  STAGE III              10               117
  STAGE IV                8                72
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  1P LOSS MUTATED    31   9  12   4
  1P LOSS WILD-TYPE 234  60 167   7
D42V4, multiclass
    clus
vv   1P LOSS MUTATED 1P LOSS WILD-TYPE
  T1              31               234
  T2               9                60
  T3              12               167
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D42V5, binary
                   cls
clus                  0   1
  1P LOSS MUTATED    26   1
  1P LOSS WILD-TYPE 206  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED     26    1
  1P LOSS WILD-TYPE  206   17
   clus
vv  1P LOSS MUTATED 1P LOSS WILD-TYPE
  0              26               206
  1               1                17
[1] 2 2
[1] FALSE
D42V6, binary
                   cls
clus                  0   1
  1P LOSS MUTATED    49   6
  1P LOSS WILD-TYPE 369  72
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED     49    6
  1P LOSS WILD-TYPE  369   72
   clus
vv  1P LOSS MUTATED 1P LOSS WILD-TYPE
  0              49               369
  1               6                72
[1] 2 2
[1] FALSE
D42V7, binary
                   cls
clus                  0   1
  1P LOSS MUTATED    16  40
  1P LOSS WILD-TYPE 172 296
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED     16   40
  1P LOSS WILD-TYPE  172  296
        clus
vv       1P LOSS MUTATED 1P LOSS WILD-TYPE
  FEMALE              16               172
  MALE                40               296
[1] 2 2
[1] FALSE
D42V8, continuous
D42V9, continuous
D42V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  1P LOSS MUTATED       1                         7    47
  1P LOSS WILD-TYPE     7                        45   410
D42V11, multiclass
                           clus
vv                          1P LOSS MUTATED 1P LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               7                45
  WHITE                                  47               410
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D42V12, binary
                   cls
clus                  0   1
  1P LOSS MUTATED     5  38
  1P LOSS WILD-TYPE  21 307
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED      5   38
  1P LOSS WILD-TYPE   21  307
                        clus
vv                       1P LOSS MUTATED 1P LOSS WILD-TYPE
  HISPANIC OR LATINO                   5                21
  NOT HISPANIC OR LATINO              38               307
[1] 2 2
[1] FALSE

Clustering(43) Variable = 1Q LOSS MUTATION ANALYSIS
D43V1, survival
                   sevent
clus2                 0   1
  1Q LOSS MUTATED    23  13
  1Q LOSS WILD-TYPE 331 155
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               36               486 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               13               155 
$`1Q LOSS MUTATED`
TCGA-A3-3374 TCGA-A3-3380 TCGA-AK-3427 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3465 
       43.20        18.64        84.36        72.07        57.37        12.13 
TCGA-AS-3777 TCGA-B0-4696 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4821 TCGA-B0-4822 
       40.70        28.47         1.38         3.62        40.44        36.53 
TCGA-B0-4834 TCGA-B0-4845 TCGA-B0-4852 TCGA-B0-5102 TCGA-B0-5117 TCGA-B2-3923 
       68.71        65.29        36.85        90.87        17.59        32.61 
TCGA-B4-5838 TCGA-B8-4619 TCGA-B8-5549 TCGA-BP-4334 TCGA-BP-4353 TCGA-BP-4768 
        5.46        17.19         6.38        21.21        12.33        13.15 
TCGA-BP-4775 TCGA-BP-4968 TCGA-BP-4986 TCGA-BP-4994 TCGA-CJ-4897 TCGA-CJ-4901 
       60.59        57.40        25.81        43.00        59.44        47.67 
TCGA-CJ-4907 TCGA-CW-5588 TCGA-CZ-4860 TCGA-CZ-4866 TCGA-CZ-5457 TCGA-CZ-5469 
       49.28        66.31         6.77        61.41        55.33        31.10 

$`1Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       20.71        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 
       29.10        73.08        66.31        15.78        60.92        68.61 
TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 
       67.20        46.78        48.36        42.08        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       48.69        45.93        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       31.27        28.04         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
        2.53         3.48        19.00        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 
        2.14        19.73         3.16        43.96         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 
       20.25        15.72        46.59         0.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4823 TCGA-B0-4824 
       45.07        33.50        16.77         6.02        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       29.10        10.09        78.44        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 
       53.88         6.71        56.68        11.64        10.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       26.07        29.03         2.27        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       62.89        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 
       35.90        11.80        26.20        21.60         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 
       18.21        21.44        37.22        14.76        79.17       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
       48.89       101.13        15.78        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 
       84.92        90.12        56.94        52.77        39.55       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 
       79.36       102.48        47.97        96.36        89.49        61.32 
TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       97.41        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 
        5.75         0.23         1.25         0.53         4.64         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       24.66        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       14.27         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       37.25        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       31.89        11.31        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 
       48.07        61.68        10.82         5.33        61.97        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       36.53        20.38        36.39        10.98        37.25        36.95 
TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 
        6.71        47.97         6.94        87.45        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4969 
       58.68        60.30        61.22        61.51         6.74        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       31.79        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       44.55        34.95        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       53.52        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       79.66        47.18        74.27        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       71.87        66.21        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 
       24.66        27.65        39.45        50.24        56.35        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       51.29        58.92        49.18        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
       58.75        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
        3.91         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
             1.38              0.07 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
            90.87            120.59 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
           38.645            36.150 
[1] "1.4 - 90.9 (38.6)"  "0.1 - 120.6 (36.1)"
[1] "hr=" "1.1"
D43V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  1Q LOSS MUTATED        19        5         8        4
  1Q LOSS WILD-TYPE     241       52       119       76
D43V3, multiclass
           clus
vv          1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  STAGE I                19               241
  STAGE II                5                52
  STAGE III               8               119
  STAGE IV                4                76
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  1Q LOSS MUTATED    19   5   9   3
  1Q LOSS WILD-TYPE 246  64 170   8
D43V4, multiclass
    clus
vv   1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  T1              19               246
  T2               5                64
  T3               9               170
  T4               3                 8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D43V5, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED    17   1
  1Q LOSS WILD-TYPE 215  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED     17    1
  1Q LOSS WILD-TYPE  215   17
   clus
vv  1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  0              17               215
  1               1                17
[1] 2 2
[1] FALSE
D43V6, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED    33   3
  1Q LOSS WILD-TYPE 385  75
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED     33    3
  1Q LOSS WILD-TYPE  385   75
   clus
vv  1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  0              33               385
  1               3                75
[1] 2 2
[1] FALSE
D43V7, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED    11  25
  1Q LOSS WILD-TYPE 177 311
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED     11   25
  1Q LOSS WILD-TYPE  177  311
        clus
vv       1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  FEMALE              11               177
  MALE                25               311
[1] 2 2
[1] FALSE
D43V8, continuous
D43V9, continuous
D43V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  1Q LOSS MUTATED       1                         2    32
  1Q LOSS WILD-TYPE     7                        50   425
D43V11, multiclass
                           clus
vv                          1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  32               425
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D43V12, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED     3  27
  1Q LOSS WILD-TYPE  23 318
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED      3   27
  1Q LOSS WILD-TYPE   23  318
                        clus
vv                       1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   3                23
  NOT HISPANIC OR LATINO              27               318
[1] 2 2
[1] FALSE

Clustering(44) Variable = 2P LOSS MUTATION ANALYSIS
D44V1, survival
                   sevent
clus2                 0   1
  2P LOSS MUTATED    10   4
  2P LOSS WILD-TYPE 344 164
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
               14               508 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
                4               164 
$`2P LOSS MUTATED`
TCGA-A3-3313 TCGA-A3-3374 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3465 
       24.16        43.20        72.07        57.37        40.01        12.13 
TCGA-AS-3777 TCGA-B0-4699 TCGA-B0-4821 TCGA-B0-5117 TCGA-B2-3923 TCGA-BP-4334 
       40.70         3.62        40.44        17.59        32.61        21.21 
TCGA-BP-4994 TCGA-BP-5175 
       43.00        30.64 

$`2P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       49.08        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        24.16        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3450 
       68.61        67.20        46.78        48.36        42.08        58.49 
TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       48.69        45.93        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       31.27        28.04         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        2.53         3.48        28.47        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 
       36.53        14.93        54.48        29.10        10.09        78.44 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       68.71        40.70        45.30        27.42        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 
       19.30        35.90        11.80        26.20        21.60         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 
       61.32        97.41        35.90         1.68        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR 
       31.30        11.77        10.36        32.98        21.57        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
        9.57         5.75         0.23         1.25         0.53         4.64 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        5.46         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.55        25.05        24.66        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
       32.61        99.85         0.43        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 
        3.58        27.78        62.07        80.68        37.25        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 
       54.77        49.08        44.94        12.23        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       13.15        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       46.45        31.30        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       46.45        16.47         5.82        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       74.20        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       50.24        56.35        47.67        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       49.18        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
       18.44        56.28        55.33        56.94        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 
       10.85        10.22        21.76        57.21        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 
        2.40         1.94        31.10        12.69        80.19        67.96 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        4.18         7.96        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  2P LOSS MUTATED 2P LOSS WILD-TYPE 
             3.62              0.07 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
            72.07            120.59 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
           36.310            36.375 
[1] "3.6 - 72.1 (36.3)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1"  
D44V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  2P LOSS MUTATED         8        3         2        1
  2P LOSS WILD-TYPE     252       54       125       79
D44V3, multiclass
           clus
vv          2P LOSS MUTATED 2P LOSS WILD-TYPE
  STAGE I                 8               252
  STAGE II                3                54
  STAGE III               2               125
  STAGE IV                1                79
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  2P LOSS MUTATED     8   3   2   1
  2P LOSS WILD-TYPE 257  66 177  10
D44V4, multiclass
    clus
vv   2P LOSS MUTATED 2P LOSS WILD-TYPE
  T1               8               257
  T2               3                66
  T3               2               177
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D44V5, binary
                   cls
clus                  0   1
  2P LOSS MUTATED     6   0
  2P LOSS WILD-TYPE 226  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED      6    0
  2P LOSS WILD-TYPE  226   18
   clus
vv  2P LOSS MUTATED 2P LOSS WILD-TYPE
  0               6               226
  1               0                18
[1] 2 2
[1] FALSE
D44V6, binary
                   cls
clus                  0   1
  2P LOSS MUTATED    13   1
  2P LOSS WILD-TYPE 405  77
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED     13    1
  2P LOSS WILD-TYPE  405   77
   clus
vv  2P LOSS MUTATED 2P LOSS WILD-TYPE
  0              13               405
  1               1                77
[1] 2 2
[1] FALSE
D44V7, binary
                   cls
clus                  0   1
  2P LOSS MUTATED     4  10
  2P LOSS WILD-TYPE 184 326
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED      4   10
  2P LOSS WILD-TYPE  184  326
        clus
vv       2P LOSS MUTATED 2P LOSS WILD-TYPE
  FEMALE               4               184
  MALE                10               326
[1] 2 2
[1] FALSE
D44V8, continuous
D44V9, continuous
D44V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  2P LOSS MUTATED       1                         3    10
  2P LOSS WILD-TYPE     7                        49   447
D44V11, multiclass
                           clus
vv                          2P LOSS MUTATED 2P LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               3                49
  WHITE                                  10               447
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D44V12, binary
                   cls
clus                  0   1
  2P LOSS MUTATED     0  10
  2P LOSS WILD-TYPE  26 335
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED      0   10
  2P LOSS WILD-TYPE   26  335
                        clus
vv                       2P LOSS MUTATED 2P LOSS WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              10               335
[1] 2 2
[1] FALSE

Clustering(45) Variable = 2Q LOSS MUTATION ANALYSIS
D45V1, survival
                   sevent
clus2                 0   1
  2Q LOSS MUTATED    10   4
  2Q LOSS WILD-TYPE 344 164
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
               14               508 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
                4               164 
$`2Q LOSS MUTATED`
TCGA-A3-3374 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3465 TCGA-AS-3777 
       43.20        72.07        57.37        40.01        12.13        40.70 
TCGA-B0-4696 TCGA-B0-4699 TCGA-B0-4821 TCGA-B0-5117 TCGA-B2-3923 TCGA-BP-4334 
       28.47         3.62        40.44        17.59        32.61        21.21 
TCGA-BP-4994 TCGA-BP-5175 
       43.00        30.64 

$`2Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 
       28.70        74.63        74.76        24.16        53.29        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       60.92        68.61        67.20        46.78        48.36        42.08 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       38.40        31.27        28.04         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        4.57         2.53         3.48        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 
       36.53        14.93        54.48        29.10        10.09        78.44 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       68.71        40.70        45.30        27.42        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 
       19.30        35.90        11.80        26.20        21.60         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 
       61.32        97.41        35.90         1.68        12.30        21.30 
TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR 
       31.30        11.77        10.36        32.98        21.57        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
        9.57         5.75         0.23         1.25         0.53         4.64 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        5.46         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.55        25.05        24.66        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
       32.61        99.85         0.43        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 
        3.58        27.78        62.07        80.68        37.25        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 
       54.77        49.08        44.94        12.23        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       13.15        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       46.45        31.30        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       46.45        16.47         5.82        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       74.20        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       50.24        56.35        47.67        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       49.18        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
       18.44        56.28        55.33        56.94        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 
       10.85        10.22        21.76        57.21        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 
        2.40         1.94        31.10        12.69        80.19        67.96 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        4.18         7.96        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
             3.62              0.07 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
            72.07            120.59 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
           36.310            36.375 
[1] "3.6 - 72.1 (36.3)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1"  
D45V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  2Q LOSS MUTATED         7        3         3        1
  2Q LOSS WILD-TYPE     253       54       124       79
D45V3, multiclass
           clus
vv          2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  STAGE I                 7               253
  STAGE II                3                54
  STAGE III               3               124
  STAGE IV                1                79
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  2Q LOSS MUTATED     7   3   3   1
  2Q LOSS WILD-TYPE 258  66 176  10
D45V4, multiclass
    clus
vv   2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  T1               7               258
  T2               3                66
  T3               3               176
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D45V5, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED     6   0
  2Q LOSS WILD-TYPE 226  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED      6    0
  2Q LOSS WILD-TYPE  226   18
   clus
vv  2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  0               6               226
  1               0                18
[1] 2 2
[1] FALSE
D45V6, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED    13   1
  2Q LOSS WILD-TYPE 405  77
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED     13    1
  2Q LOSS WILD-TYPE  405   77
   clus
vv  2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  0              13               405
  1               1                77
[1] 2 2
[1] FALSE
D45V7, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED     4  10
  2Q LOSS WILD-TYPE 184 326
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED      4   10
  2Q LOSS WILD-TYPE  184  326
        clus
vv       2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  FEMALE               4               184
  MALE                10               326
[1] 2 2
[1] FALSE
D45V8, continuous
D45V9, continuous
D45V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  2Q LOSS MUTATED       1                         2    11
  2Q LOSS WILD-TYPE     7                        50   446
D45V11, multiclass
                           clus
vv                          2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  11               446
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D45V12, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED     0  11
  2Q LOSS WILD-TYPE  26 334
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED      0   11
  2Q LOSS WILD-TYPE   26  334
                        clus
vv                       2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              11               334
[1] 2 2
[1] FALSE

Clustering(46) Variable = 3P LOSS MUTATION ANALYSIS
D46V1, survival
                   sevent
clus2                 0   1
  3P LOSS MUTATED   257 120
  3P LOSS WILD-TYPE  97  48
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
              377               145 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
              120                48 
$`3P LOSS MUTATED`
TCGA-3Z-A93Z TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3313 TCGA-A3-3316 
       12.66        36.82        47.21        39.16        24.16        49.08 
TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.02        37.15        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3346 TCGA-A3-3347 
       24.69        48.82        21.86        34.29         4.50        52.93 
TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3365 
       29.92        18.44        88.37        42.97        82.32        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        24.16        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.64        18.87        28.31        20.28        15.39        22.65 
TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 
        0.10         0.10        11.18        10.62       109.91        29.10 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 
       66.31        15.78        60.92        72.07        68.61        67.20 
TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3458 
       42.08        58.49        48.69        28.73        22.45        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4693 TCGA-B0-4694 
       31.27        28.04         1.41         1.41         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4713 
       28.47         5.98         2.14        19.73         3.16         6.64 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       15.72        46.59         0.59        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       29.10        10.09        78.44        40.70        45.30        27.42 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
        6.71        56.68        11.64        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5108 TCGA-B0-5110 
       52.08        15.95        90.87        90.48        29.95        35.90 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5399 
       11.80        26.20        21.60         1.94        16.21        21.44 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       14.76        79.17        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
       39.55        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-5633 TCGA-B2-5639 TCGA-B2-5641 
       61.32        35.90        12.30        11.77        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5838 
       16.67         9.57         0.23         1.25         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4620 
        0.36         0.23        23.31        16.80        27.16        25.55 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5549 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54F TCGA-B8-A54G 
        6.38         0.53        34.39        14.30        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A7U6 TCGA-BP-4158 TCGA-BP-4159 
        8.42         4.93        17.36        16.27       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       94.72        93.34        32.61         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4327 TCGA-BP-4329 
       77.03        61.78        64.27        97.45         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       62.07        80.68        37.25        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4351 
       74.17        62.86        54.77        49.08        44.94        31.89 
TCGA-BP-4353 TCGA-BP-4758 TCGA-BP-4761 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       12.33        72.59         5.98        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
       13.15         5.33        61.97        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4789 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4801 TCGA-BP-4803 
       11.64        48.95        36.39        10.98        36.95         6.71 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       61.22        61.51        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       47.11        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       25.81        36.95         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5004 TCGA-BP-5006 
       45.07        30.64        41.62        18.51        37.02        27.62 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5173 
       35.21        36.23        28.87        48.10         6.35         1.78 
TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       74.20        52.27        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       42.44        37.25        37.22        13.35        27.02        33.24 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       13.41        24.62        33.47        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4640 
        0.95        59.84        46.55        63.25        73.22        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4876 TCGA-CJ-4878 
       49.25        79.66        74.27        75.06        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4891 
       66.21        61.91        64.18        30.64        51.52        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 
       50.01        24.66        27.65        39.45        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 
       47.67        49.97        51.29        58.92        49.18        49.28 
TCGA-CJ-4908 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
       50.33        45.14         3.06        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5682 TCGA-CJ-5683 
       84.66        25.71        18.87        22.32        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6032 
       73.35        53.26        60.99        53.42        75.58        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5587 TCGA-CW-5588 
        7.36        64.57        81.83         5.39        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4853 
       78.18        74.66       105.93        83.90        18.77        25.45 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       63.39        93.04         5.46        63.42        58.82         0.82 
TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       18.44        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5468 
       10.22        21.76        57.21        47.54        22.52         1.94 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5568 TCGA-DV-5573 TCGA-DV-5574 
       62.63        43.69        45.96        12.16        37.15        66.28 
TCGA-DV-5575 TCGA-DV-A4W0 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A8L6 TCGA-G6-A8L8 
       56.84        66.02         6.77         4.18        10.29        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

$`3P LOSS WILD-TYPE`
TCGA-6D-AA2E TCGA-A3-3308 TCGA-A3-3326 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3362 
       12.16         0.53        37.38        31.07        45.53        51.25 
TCGA-A3-3363 TCGA-A3-3374 TCGA-A3-3385 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3440 
       10.49        43.20        65.52        84.36        73.08        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 TCGA-AK-3465 
       46.78        48.36        40.01        45.93        37.58        12.13 
TCGA-AS-3777 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
       40.70         3.32         4.57        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4712 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4814 
       65.10         7.82        43.96         3.25        20.25         5.52 
TCGA-B0-4834 TCGA-B0-4839 TCGA-B0-4844 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       68.71        53.88        10.29        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5100 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5109 TCGA-B0-5117 
       25.32        62.89        52.54        30.48        19.30        17.59 
TCGA-B0-5121 TCGA-B0-5400 TCGA-B0-5691 TCGA-B0-5705 TCGA-B0-5812 TCGA-B2-3923 
       18.21        37.22       112.80       120.59        97.41        32.61 
TCGA-B2-4098 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 TCGA-B4-5378 TCGA-B4-5835 
        1.68        21.30        31.30        10.36         5.75         0.53 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-5165 
       27.55        25.05        24.66        17.19        25.91        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54K 
       17.16        16.60        14.27        27.29        29.88        15.42 
TCGA-B8-A8YJ TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4165 TCGA-BP-4173 TCGA-BP-4177 
       14.17        90.28       101.06        99.85        62.24        54.90 
TCGA-BP-4326 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4349 TCGA-BP-4352 
       53.42        21.21        15.16         0.07        12.23        11.31 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       33.99        31.33        12.30        77.98        77.62        44.15 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4775 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4790 
       61.68        10.82        60.59        60.95        15.78        36.53 
TCGA-BP-4795 TCGA-BP-4799 TCGA-BP-4804 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       20.38        37.25        47.97         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4976 TCGA-BP-4988 TCGA-BP-4994 TCGA-BP-5001 TCGA-BP-5007 
       14.24        53.65        27.22        43.00        38.70        37.48 
TCGA-BP-5170 TCGA-BP-5175 TCGA-BP-5177 TCGA-BP-5186 TCGA-BP-5191 TCGA-BP-5192 
       79.30        30.64         9.63        22.78        31.79        23.47 
TCGA-BP-5198 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4872 TCGA-CJ-4875 TCGA-CJ-4884 
       19.82        14.17        75.88        47.18        77.36        57.83 
TCGA-CJ-4885 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4897 TCGA-CJ-4912 TCGA-CJ-4913 
       69.86        63.98        68.55        59.44        54.48        38.56 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5686 TCGA-CJ-6031 
        4.57        18.81        25.25        18.15        67.00        62.66 
TCGA-CW-5581 TCGA-CW-5585 TCGA-CW-6087 TCGA-CW-6093 TCGA-CZ-4854 TCGA-CZ-4862 
       92.02        85.78         1.35       103.43        46.16        60.59 
TCGA-CZ-4866 TCGA-CZ-5454 TCGA-CZ-5456 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 
       61.41        23.74        56.28         2.40        31.10        12.69 
TCGA-DV-5567 TCGA-DV-5569 TCGA-DV-5576 TCGA-EU-5904 TCGA-EU-5905 TCGA-G6-A5PC 
       65.88        11.67        23.90        18.12         3.91         7.96 
TCGA-G6-A8L7 
       70.13 

  3P LOSS MUTATED 3P LOSS WILD-TYPE 
             0.10              0.07 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
           111.02            120.59 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
            36.95             31.10 
[1] "0.1 - 111.0 (37.0)" "0.1 - 120.6 (31.1)"
[1] "hr=" "1.1"
D46V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  3P LOSS MUTATED       183       42       103       50
  3P LOSS WILD-TYPE      77       15        24       30
D46V3, multiclass
           clus
vv          3P LOSS MUTATED 3P LOSS WILD-TYPE
  STAGE I               183                77
  STAGE II               42                15
  STAGE III             103                24
  STAGE IV               50                30
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  3P LOSS MUTATED   186  51 137   4
  3P LOSS WILD-TYPE  79  18  42   7
D46V4, multiclass
    clus
vv   3P LOSS MUTATED 3P LOSS WILD-TYPE
  T1             186                79
  T2              51                18
  T3             137                42
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D46V5, binary
                   cls
clus                  0   1
  3P LOSS MUTATED   163  12
  3P LOSS WILD-TYPE  69   6
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED    163   12
  3P LOSS WILD-TYPE   69    6
   clus
vv  3P LOSS MUTATED 3P LOSS WILD-TYPE
  0             163                69
  1              12                 6
[1] 2 2
[1] FALSE
D46V6, binary
                   cls
clus                  0   1
  3P LOSS MUTATED   307  50
  3P LOSS WILD-TYPE 111  28
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED    307   50
  3P LOSS WILD-TYPE  111   28
   clus
vv  3P LOSS MUTATED 3P LOSS WILD-TYPE
  0             307               111
  1              50                28
[1] 2 2
[1] FALSE
D46V7, binary
                   cls
clus                  0   1
  3P LOSS MUTATED   123 255
  3P LOSS WILD-TYPE  65  81
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED    123  255
  3P LOSS WILD-TYPE   65   81
        clus
vv       3P LOSS MUTATED 3P LOSS WILD-TYPE
  FEMALE             123                65
  MALE               255                81
[1] 2 2
[1] FALSE
D46V8, continuous
D46V9, continuous
D46V10, continuous
[1] "Remove cluster labels:" "3P LOSS WILD-TYPE"     
clus
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
                7                 1 
     TCGA-A3-A8OV      TCGA-A3-A8OW      TCGA-B2-A4SR      TCGA-B8-5158 
"3P LOSS MUTATED" "3P LOSS MUTATED" "3P LOSS MUTATED" "3P LOSS MUTATED" 
     TCGA-DV-A4W0      TCGA-MM-A563      TCGA-MM-A84U 
"3P LOSS MUTATED" "3P LOSS MUTATED" "3P LOSS MUTATED" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  3P LOSS MUTATED       5                        33   334
  3P LOSS WILD-TYPE     3                        19   123
D46V11, multiclass
                           clus
vv                          3P LOSS MUTATED 3P LOSS WILD-TYPE
  ASIAN                                   5                 3
  BLACK OR AFRICAN AMERICAN              33                19
  WHITE                                 334               123
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D46V12, binary
                   cls
clus                  0   1
  3P LOSS MUTATED    20 245
  3P LOSS WILD-TYPE   6 100
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED     20  245
  3P LOSS WILD-TYPE    6  100
                        clus
vv                       3P LOSS MUTATED 3P LOSS WILD-TYPE
  HISPANIC OR LATINO                  20                 6
  NOT HISPANIC OR LATINO             245               100
[1] 2 2
[1] FALSE

Clustering(47) Variable = 3Q LOSS MUTATION ANALYSIS
D47V1, survival
                   sevent
clus2                 0   1
  3Q LOSS MUTATED    67  31
  3Q LOSS WILD-TYPE 287 137
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               98               424 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               31               137 
$`3Q LOSS MUTATED`
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3346 TCGA-A3-3347 
       24.16        49.02        48.59        38.99         4.50        52.93 
TCGA-A3-3357 TCGA-A3-3365 TCGA-A3-3372 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3387 
       88.37        28.70        24.16        18.64        18.87        20.28 
TCGA-A3-A6NN TCGA-AK-3425 TCGA-AK-3433 TCGA-AK-3460 TCGA-B0-4693 TCGA-B0-4696 
        0.10       109.91        72.07        31.27         2.53        28.47 
TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4817 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4836 
       46.59        52.21        33.50        36.53        14.93        40.70 
TCGA-B0-4845 TCGA-B0-5094 TCGA-B0-5099 TCGA-B0-5115 TCGA-B0-5120 TCGA-B0-5712 
       65.29        10.95        15.95        26.20        16.21        89.49 
TCGA-B2-3924 TCGA-B2-5639 TCGA-B8-4148 TCGA-B8-5163 TCGA-B8-A54I TCGA-BP-4158 
       35.90        32.98        27.16        27.02         4.93       111.02 
TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4347 TCGA-BP-4351 
        0.43        23.05        74.17        54.77        44.94        31.89 
TCGA-BP-4353 TCGA-BP-4763 TCGA-BP-4768 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4797 
       12.33        41.75        13.15        56.91        68.38        36.39 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4963 TCGA-BP-4977 TCGA-BP-4986 TCGA-BP-4992 
       36.95         6.71        60.30        14.93        25.81        16.47 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5008 TCGA-BP-5173 TCGA-BP-5180 TCGA-BP-5185 
       30.64        41.62        35.21         1.78        74.40        37.22 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5195 TCGA-BP-5199 TCGA-BP-5200 TCGA-CJ-4635 
       13.35        27.02        24.62        44.55        34.95        46.55 
TCGA-CJ-4642 TCGA-CJ-4644 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4882 TCGA-CJ-4888 
       53.52        11.05        74.27        75.06        61.91        51.52 
TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-5679 TCGA-CJ-5682 TCGA-CJ-5689 TCGA-CJ-6027 
       58.92        49.28        22.32        61.91        53.26        60.99 
TCGA-CW-6090 TCGA-CZ-4861 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-5451 TCGA-CZ-5452 
       83.90        14.66        63.39        93.04        63.42        58.82 
TCGA-CZ-5457 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5468 
       55.33        55.33        10.85        10.22        21.76         1.94 
TCGA-CZ-5984 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-DV-5573 TCGA-DV-5574 TCGA-EU-5907 
       67.96        12.26        14.63        37.15        66.28         4.18 
TCGA-GK-A6C7 TCGA-MM-A564 
        2.01        19.96 

$`3Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3323 TCGA-A3-3325 TCGA-A3-3326 
       49.08        37.15        49.58        36.36        24.69        37.38 
TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 
       48.82        21.86        34.29        31.07        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3367 
       18.44        42.97        82.32        51.25        10.49        74.63 
TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3383 
       74.76        53.29        43.20        55.76        20.71        28.31 
TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       65.52        15.39        22.65         0.10        11.18        10.62 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       68.61        67.20        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       40.01        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 
       37.58        38.40        28.04        12.13        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 
        3.32         1.41         4.57         3.48        19.00         1.38 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
        3.62        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 
        0.59         5.52        45.07        16.77         6.02        40.44 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 
       54.48        29.10        10.09        78.44        68.71        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       18.51        15.09         8.05         2.24        21.86        52.08 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       19.30        35.90        11.80        21.60        17.59         1.94 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 
       18.21        21.44        37.22        14.76        79.17       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
       48.89       101.13        15.78        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 
       84.92        90.12        56.94        52.77        39.55       120.59 
TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5713 TCGA-B0-5812 
       79.36       102.48        47.97        96.36        61.32        97.41 
TCGA-B2-3923 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       32.61         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       10.36        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       23.31        16.80        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        1.74         8.42        17.36        15.42        16.27        14.17 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       99.85        89.36        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4346 TCGA-BP-4349 TCGA-BP-4352 
       18.48        52.24        62.86        49.08        12.23        11.31 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 
        5.98        44.15        71.80        48.07        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4782 TCGA-BP-4784 
        5.33        61.97        60.59        13.51        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 
       15.78        48.95        36.53        20.38        10.98        37.25 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4987 TCGA-BP-4988 
       36.07        33.34        46.45        31.30        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-5000 
        3.88        46.45         5.82        43.00        45.07        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5009 TCGA-BP-5010 
       38.70        37.02        27.62        37.48        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
       48.10         6.35        79.30        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
        9.63        62.86        49.15        38.30        42.44        37.25 
TCGA-BP-5186 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5196 
       22.78        33.24        31.79        23.47        13.41        33.47 
TCGA-BP-5198 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 
       19.82        31.27         0.95        59.84        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4643 TCGA-CJ-4868 
       14.17        75.88        65.69        54.61        58.95        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4875 TCGA-CJ-4876 
       83.97        49.25        79.66        47.18        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       71.87        66.21        57.83        69.86        64.18        30.64 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 
       39.45        59.44        50.24        56.35        47.67        49.97 
TCGA-CJ-4903 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       51.29        49.18        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5683 
       84.66        25.71        18.87        25.25        18.15        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 
       73.35        67.00        53.42        75.58        62.66        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 
        7.36        64.57        92.02        81.83         5.39        85.78 
TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       73.18        66.31        78.18        74.66         1.35       105.93 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4862 TCGA-CZ-4865 TCGA-CZ-4866 
       69.21        58.75         6.77        60.59         5.46        61.41 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5460 
        0.82        23.74        18.44        56.28        56.94        47.01 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40        31.10        12.69 
TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       80.19        65.65        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       65.88        12.16        11.67        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
       18.12         3.91         6.77         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-MM-A563 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87        19.43        15.25        10.85 

  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
             0.10              0.07 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
           111.02            120.59 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
           35.555            36.675 
[1] "0.1 - 111.0 (35.6)" "0.1 - 120.6 (36.7)"
[1] "hr=" "1"  
D47V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  3Q LOSS MUTATED        47       15        23       13
  3Q LOSS WILD-TYPE     213       42       104       67
D47V3, multiclass
           clus
vv          3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  STAGE I                47               213
  STAGE II               15                42
  STAGE III              23               104
  STAGE IV               13                67
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  3Q LOSS MUTATED    50  17  31   0
  3Q LOSS WILD-TYPE 215  52 148  11
D47V4, multiclass
    clus
vv   3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  T1              50               215
  T2              17                52
  T3              31               148
  T4               0                11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D47V5, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED    37   2
  3Q LOSS WILD-TYPE 195  16
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED     37    2
  3Q LOSS WILD-TYPE  195   16
   clus
vv  3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  0              37               195
  1               2                16
[1] 2 2
[1] FALSE
D47V6, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED    80  14
  3Q LOSS WILD-TYPE 338  64
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED     80   14
  3Q LOSS WILD-TYPE  338   64
   clus
vv  3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  0              80               338
  1              14                64
[1] 2 2
[1] FALSE
D47V7, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED    19  79
  3Q LOSS WILD-TYPE 169 257
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED     19   79
  3Q LOSS WILD-TYPE  169  257
        clus
vv       3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  FEMALE              19               169
  MALE                79               257
[1] 2 2
[1] FALSE
D47V8, continuous
D47V9, continuous
D47V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  3Q LOSS MUTATED       1                         7    88
  3Q LOSS WILD-TYPE     7                        45   369
D47V11, multiclass
                           clus
vv                          3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               7                45
  WHITE                                  88               369
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D47V12, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED     5  56
  3Q LOSS WILD-TYPE  21 289
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED      5   56
  3Q LOSS WILD-TYPE   21  289
                        clus
vv                       3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   5                21
  NOT HISPANIC OR LATINO              56               289
[1] 2 2
[1] FALSE

Clustering(48) Variable = 4P LOSS MUTATION ANALYSIS
D48V1, survival
                   sevent
clus2                 0   1
  4P LOSS MUTATED    34  38
  4P LOSS WILD-TYPE 320 130
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
               72               450 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
               38               130 
$`4P LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-3352 TCGA-A3-3373 TCGA-A3-3380 TCGA-A3-3385 TCGA-AK-3436 
       49.08        18.44        53.29        18.64        65.52        67.20 
TCGA-AK-3458 TCGA-B0-4690 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4811 
       38.40         1.41        19.73         3.16        43.96        46.59 
TCGA-B0-4814 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4828 TCGA-B0-4844 TCGA-B0-4845 
        5.52        40.44        36.53        10.09        10.29        65.29 
TCGA-B0-4852 TCGA-B0-5084 TCGA-B0-5095 TCGA-B0-5098 TCGA-B0-5113 TCGA-B0-5116 
       36.85         7.30         8.05        52.08        11.80        21.60 
TCGA-B0-5399 TCGA-B4-5835 TCGA-B4-5838 TCGA-B8-4143 TCGA-B8-4154 TCGA-B8-5158 
       21.44         0.53         5.46        23.31        24.66        20.91 
TCGA-B8-5162 TCGA-B8-5549 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4343 TCGA-BP-4351 
        1.18         6.38        90.28        32.61        62.86        31.89 
TCGA-BP-4353 TCGA-BP-4762 TCGA-BP-4768 TCGA-BP-4770 TCGA-BP-4787 TCGA-BP-4974 
       12.33        44.15        13.15        10.82        15.78         7.23 
TCGA-BP-5173 TCGA-BP-5183 TCGA-BP-5196 TCGA-BP-5198 TCGA-CJ-4644 TCGA-CJ-4878 
        1.78        42.44        33.47        19.82        11.05        71.87 
TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-4913 TCGA-CJ-5676 
       27.65        59.44        51.29        49.28        38.56        84.66 
TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CW-5580 TCGA-CW-5588 
       25.71        22.32        53.42        75.58        64.57        66.31 
TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4866 
       83.90        18.77        47.08        69.21         6.77        61.41 
TCGA-CZ-5457 TCGA-CZ-5461 TCGA-CZ-5465 TCGA-CZ-5469 TCGA-EU-5907 TCGA-G6-A8L7 
       55.33        10.85        47.54        31.10         4.18        70.13 

$`4P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 
       31.07         4.50        52.93        45.53        29.92        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3382 
       74.76        24.16        43.20        55.76        20.71        18.87 
TCGA-A3-3383 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       28.31        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3440 
       66.31        15.78        60.92        72.07        68.61        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 
       45.93        28.73        22.45        37.58        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 
       12.13        40.70         1.41         3.32         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        7.82         5.98         2.14         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       15.72         0.59        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 
        6.02        14.93        54.48        29.10        78.44        68.71 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 
       40.70        45.30        27.42        53.88         6.71        56.68 
TCGA-B0-4843 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4945 
       11.64        39.45        26.07        29.03         2.27        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 
       20.94        43.30        11.24        11.90        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 
       15.09        10.95         2.24        21.86        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       90.87        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       35.90        26.20        17.59         1.94        16.21        18.21 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        0.23         1.25         4.64         0.36         0.23        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.16        27.55        25.05        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.01        23.74        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
       16.60        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
      101.06        93.34        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 
       74.17        54.77        49.08        44.94        12.23        11.31 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4771 
        5.98        41.75        71.80        48.07        61.68         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       60.95        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       71.41        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
        6.74        57.40        58.98        14.24        48.89        49.38 
TCGA-BP-4973 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
       45.50        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       46.45        31.30        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 
       46.45        16.47         5.82        43.00        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 
       35.21        36.23        28.87        48.10         6.35        79.30 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
       74.20        30.64        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       49.15        38.30        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       44.55        34.95        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       53.52        58.95        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4881 
       47.18        74.27        75.06        77.36        64.27        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4895 
       63.98        68.55        26.93        50.01        24.66        39.45 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 
       50.24        56.35        47.67        49.97        58.92        49.18 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       50.33        54.48        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 
       63.88        72.00        79.89        18.87        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       62.66        83.77         7.36        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       85.78        73.18        78.18        74.66         1.35       105.93 
TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 
      103.43        25.45        46.16         0.59        58.75        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 
       60.59        63.39        93.04         5.46        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 
        0.82        23.74        18.44        56.28        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 
       47.01        10.22        21.76        57.21        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
        1.94        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         3.91         6.77         7.96        10.29 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  4P LOSS MUTATED 4P LOSS WILD-TYPE 
             0.53              0.07 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
            90.28            120.59 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
           31.495            36.885 
[1] "0.5 - 90.3 (31.5)"  "0.1 - 120.6 (36.9)"
[1] "hr=" "2.2"
D48V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  4P LOSS MUTATED        21        6        26       19
  4P LOSS WILD-TYPE     239       51       101       61
D48V3, multiclass
           clus
vv          4P LOSS MUTATED 4P LOSS WILD-TYPE
  STAGE I                21               239
  STAGE II                6                51
  STAGE III              26               101
  STAGE IV               19                61
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  4P LOSS MUTATED    22   8  38   4
  4P LOSS WILD-TYPE 243  61 141   7
D48V4, multiclass
    clus
vv   4P LOSS MUTATED 4P LOSS WILD-TYPE
  T1              22               243
  T2               8                61
  T3              38               141
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D48V5, binary
                   cls
clus                  0   1
  4P LOSS MUTATED    33   3
  4P LOSS WILD-TYPE 199  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED     33    3
  4P LOSS WILD-TYPE  199   15
   clus
vv  4P LOSS MUTATED 4P LOSS WILD-TYPE
  0              33               199
  1               3                15
[1] 2 2
[1] FALSE
D48V6, binary
                   cls
clus                  0   1
  4P LOSS MUTATED    53  18
  4P LOSS WILD-TYPE 365  60
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED     53   18
  4P LOSS WILD-TYPE  365   60
   clus
vv  4P LOSS MUTATED 4P LOSS WILD-TYPE
  0              53               365
  1              18                60
[1] 2 2
[1] FALSE
D48V7, binary
                   cls
clus                  0   1
  4P LOSS MUTATED    25  47
  4P LOSS WILD-TYPE 163 289
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED     25   47
  4P LOSS WILD-TYPE  163  289
        clus
vv       4P LOSS MUTATED 4P LOSS WILD-TYPE
  FEMALE              25               163
  MALE                47               289
[1] 2 2
[1] FALSE
D48V8, continuous
D48V9, continuous
[1] "Remove cluster labels:" "4P LOSS MUTATED"       
clus
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
                2                13 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5164        TCGA-B8-A54E        TCGA-B8-A54F 
"4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" 
       TCGA-MM-A563 
"4P LOSS WILD-TYPE" 
D48V10, continuous
[1] "Remove cluster labels:" "4P LOSS MUTATED"       
clus
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
                2                 6 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-DV-A4W0 
"4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" 
       TCGA-MM-A563        TCGA-MM-A84U 
"4P LOSS WILD-TYPE" "4P LOSS WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  4P LOSS MUTATED       1                         2    67
  4P LOSS WILD-TYPE     7                        50   390
D48V11, multiclass
                           clus
vv                          4P LOSS MUTATED 4P LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               2                50
  WHITE                                  67               390
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D48V12, binary
                   cls
clus                  0   1
  4P LOSS MUTATED     5  49
  4P LOSS WILD-TYPE  21 296
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED      5   49
  4P LOSS WILD-TYPE   21  296
                        clus
vv                       4P LOSS MUTATED 4P LOSS WILD-TYPE
  HISPANIC OR LATINO                   5                21
  NOT HISPANIC OR LATINO              49               296
[1] 2 2
[1] FALSE

Clustering(49) Variable = 4Q LOSS MUTATION ANALYSIS
D49V1, survival
                   sevent
clus2                 0   1
  4Q LOSS MUTATED    29  36
  4Q LOSS WILD-TYPE 325 132
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
               65               457 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
               36               132 
$`4Q LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-3346 TCGA-A3-3352 TCGA-A3-3373 TCGA-A3-3380 TCGA-AK-3436 
       49.08         4.50        18.44        53.29        18.64        67.20 
TCGA-AK-3458 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
       38.40         3.32         1.41        19.73         3.16        43.96 
TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4828 TCGA-B0-4844 
       46.59         5.52        40.44        36.53        10.09        10.29 
TCGA-B0-4845 TCGA-B0-4852 TCGA-B0-5084 TCGA-B0-5095 TCGA-B0-5098 TCGA-B0-5113 
       65.29        36.85         7.30         8.05        52.08        11.80 
TCGA-B0-5116 TCGA-B4-5838 TCGA-B8-4143 TCGA-B8-5158 TCGA-B8-5162 TCGA-B8-5549 
       21.60         5.46        23.31        20.91         1.18         6.38 
TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4768 
       90.28        32.61        62.86        31.89        12.33        13.15 
TCGA-BP-4770 TCGA-BP-4787 TCGA-BP-4974 TCGA-BP-5173 TCGA-BP-5183 TCGA-BP-5196 
       10.82        15.78         7.23         1.78        42.44        33.47 
TCGA-BP-5198 TCGA-CJ-4644 TCGA-CJ-4881 TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4907 
       19.82        11.05        66.21        59.44        51.29        49.28 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-6028 TCGA-CW-5580 TCGA-CW-5588 
       84.66        25.71        22.32        53.42        64.57        66.31 
TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4866 
       83.90        18.77        47.08        69.21         6.77        61.41 
TCGA-CZ-5457 TCGA-CZ-5461 TCGA-CZ-5465 TCGA-CZ-5469 TCGA-EU-5907 
       55.33        10.85        47.54        31.10         4.18 

$`4Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 TCGA-A3-3358 
       31.07        52.93        45.53        29.92        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3382 TCGA-A3-3383 
       24.16        43.20        55.76        20.71        18.87        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3440 
       66.31        15.78        60.92        72.07        68.61        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 
       45.93        28.73        22.45        37.58        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       12.13        40.70         1.41         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        5.98         2.14         6.64         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        0.59        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 
       14.93        54.48        29.10        78.44        68.71        40.70 
TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       45.30        27.42        53.88         6.71        56.68        11.64 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4945 TCGA-B0-5075 
       39.45        26.07        29.03         2.27        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       43.30        11.24        11.90        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
       10.95         2.24        21.86        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
       90.48        52.54        30.48        29.95        19.30        35.90 
TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       26.20        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 
        0.23         1.25         0.53         4.64         0.36         0.23 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5163 TCGA-B8-5164 
       25.55        25.91        23.01        23.74        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       24.23        17.16        16.60        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 
       85.51        94.72       101.06        93.34        99.85         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       18.48        52.24        74.17        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4352 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       12.23        11.31        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       48.07        61.68         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 
       56.91        68.38        11.64        60.95        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       20.38        36.39        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4975 TCGA-BP-4976 
       14.24        48.89        49.38        45.50        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
       48.10         6.35        79.30        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5184 
        9.63        62.86        74.40        49.15        38.30        37.25 
TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.22        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       23.47        13.41        24.62        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 
       75.88        65.69        54.61        53.52        58.95        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       77.36        64.27        71.87        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 
       50.01        24.66        27.65        39.45        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 
       47.67        49.97        58.92        49.18        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       72.00        79.89        18.87        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 
       62.10        73.35        67.00        53.26        60.99        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       62.66        83.77         7.36        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       85.78        73.18        78.18        74.66         1.35       105.93 
TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 
      103.43        25.45        46.16         0.59        58.75        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 
       60.59        63.39        93.04         5.46        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 
        0.82        23.74        18.44        56.28        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 
       47.01        10.22        21.76        57.21        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
        1.94        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         3.91         6.77         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
             1.18              0.07 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
            90.28            120.59 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
            25.71             36.95 
[1] "1.2 - 90.3 (25.7)"  "0.1 - 120.6 (37.0)"
[1] "hr=" "2.4"
D49V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  4Q LOSS MUTATED        15        6        24       20
  4Q LOSS WILD-TYPE     245       51       103       60
D49V3, multiclass
           clus
vv          4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  STAGE I                15               245
  STAGE II                6                51
  STAGE III              24               103
  STAGE IV               20                60
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  4Q LOSS MUTATED    16   8  36   5
  4Q LOSS WILD-TYPE 249  61 143   6
D49V4, multiclass
    clus
vv   4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  T1              16               249
  T2               8                61
  T3              36               143
  T4               5                 6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D49V5, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED    27   3
  4Q LOSS WILD-TYPE 205  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED     27    3
  4Q LOSS WILD-TYPE  205   15
   clus
vv  4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  0              27               205
  1               3                15
[1] 2 2
[1] FALSE
D49V6, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED    46  19
  4Q LOSS WILD-TYPE 372  59
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED     46   19
  4Q LOSS WILD-TYPE  372   59
   clus
vv  4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  0              46               372
  1              19                59
[1] 2 2
[1] FALSE
D49V7, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED    19  46
  4Q LOSS WILD-TYPE 169 290
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED     19   46
  4Q LOSS WILD-TYPE  169  290
        clus
vv       4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  FEMALE              19               169
  MALE                46               290
[1] 2 2
[1] FALSE
D49V8, continuous
D49V9, continuous
[1] "Remove cluster labels:" "4Q LOSS MUTATED"       
clus
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
                1                14 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5164        TCGA-B8-A54E        TCGA-B8-A54F 
"4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563 
"4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" 
D49V10, continuous
[1] "Remove cluster labels:" "4Q LOSS MUTATED"       
clus
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
                1                 7 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-DV-A4W0 
"4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" 
       TCGA-G6-A8L7        TCGA-MM-A563        TCGA-MM-A84U 
"4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" "4Q LOSS WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  4Q LOSS MUTATED       1                         1    61
  4Q LOSS WILD-TYPE     7                        51   396
D49V11, multiclass
                           clus
vv                          4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               1                51
  WHITE                                  61               396
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D49V12, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED     4  43
  4Q LOSS WILD-TYPE  22 302
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED      4   43
  4Q LOSS WILD-TYPE   22  302
                        clus
vv                       4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   4                22
  NOT HISPANIC OR LATINO              43               302
[1] 2 2
[1] FALSE

Clustering(50) Variable = 5P LOSS MUTATION ANALYSIS
D50V1, survival
                   sevent
clus2                 0   1
  5P LOSS MUTATED     2   5
  5P LOSS WILD-TYPE 352 163
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
                7               515 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
                5               163 
$`5P LOSS MUTATED`
TCGA-AK-3433 TCGA-B0-4688 TCGA-B0-5107 TCGA-B8-4143 TCGA-BP-4770 TCGA-CJ-4901 
       72.07         3.32        30.48        23.31        10.82        47.67 
TCGA-CZ-5469 
       31.10 

$`5P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       15.78        60.92        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       12.13        40.70         1.41         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5108 
       15.95        62.89        90.87        90.48        52.54        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       19.30        35.90        11.80        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        0.53         4.64         5.46         0.36         0.23        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       31.89        11.31        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        13.15        61.68         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 
       60.59        13.51        56.91        68.38        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       71.41        63.62        58.68        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
        6.74        57.40        58.98        14.24        48.89        49.38 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 
       45.50         7.23        47.11        53.65        14.93        36.07 
TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 
       33.34        46.45        31.30        25.81        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 
        3.88        46.45        16.47         5.82        43.00        45.07 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
       79.30         1.78        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.22        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
       23.47        13.41        24.62        33.47        19.82        44.55 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       34.95        31.27         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       47.18        74.27        75.06        77.36        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       66.21        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 
       27.65        39.45        59.44        50.24        56.35        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 
       72.00        79.89        84.66        25.71        18.87        22.32 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 
       53.26        60.99        53.42        75.58        62.66        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 
        7.36        64.57        92.02        81.83         5.39        85.78 
TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       73.18        66.31        78.18        74.66         1.35       105.93 
TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
       83.90       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 
       47.08        69.21        58.75         6.77        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       63.39        93.04         5.46        61.41        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 
        0.82        23.74        18.44        56.28        55.33        56.94 
TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 
       55.33        47.01        10.85        10.22        21.76        57.21 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 
       47.54        22.52         2.40         1.94        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  5P LOSS MUTATED 5P LOSS WILD-TYPE 
             3.32              0.07 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
            72.07            120.59 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
            30.48             36.53 
[1] "3.3 - 72.1 (30.5)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "2.9"
D50V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  5P LOSS MUTATED         0        2         1        4
  5P LOSS WILD-TYPE     260       55       126       76
D50V3, multiclass
           clus
vv          5P LOSS MUTATED 5P LOSS WILD-TYPE
  STAGE I                 0               260
  STAGE II                2                55
  STAGE III               1               126
  STAGE IV                4                76
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  5P LOSS MUTATED     0   3   2   2
  5P LOSS WILD-TYPE 265  66 177   9
D50V4, multiclass
    clus
vv   5P LOSS MUTATED 5P LOSS WILD-TYPE
  T1               0               265
  T2               3                66
  T3               2               177
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D50V5, binary
                   cls
clus                  0   1
  5P LOSS MUTATED     6   0
  5P LOSS WILD-TYPE 226  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED      6    0
  5P LOSS WILD-TYPE  226   18
   clus
vv  5P LOSS MUTATED 5P LOSS WILD-TYPE
  0               6               226
  1               0                18
[1] 2 2
[1] FALSE
D50V6, binary
                   cls
clus                  0   1
  5P LOSS MUTATED     4   3
  5P LOSS WILD-TYPE 414  75
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED      4    3
  5P LOSS WILD-TYPE  414   75
   clus
vv  5P LOSS MUTATED 5P LOSS WILD-TYPE
  0               4               414
  1               3                75
[1] 2 2
[1] FALSE
D50V7, binary
                   cls
clus                  0   1
  5P LOSS MUTATED     4   3
  5P LOSS WILD-TYPE 184 333
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED      4    3
  5P LOSS WILD-TYPE  184  333
        clus
vv       5P LOSS MUTATED 5P LOSS WILD-TYPE
  FEMALE               4               184
  MALE                 3               333
[1] 2 2
[1] FALSE
D50V8, continuous
[1] "Remove cluster labels:" "5P LOSS MUTATED"       
clus
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-AK-3426        TCGA-AK-3430        TCGA-B0-4838        TCGA-B2-5639 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-B4-5377        TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-B4-5835        TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-B4-5844        TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-CZ-4860        TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-CZ-5457        TCGA-CZ-5465        TCGA-CZ-5982        TCGA-DV-5565 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" "5P LOSS WILD-TYPE" 
D50V9, continuous
D50V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  5P LOSS MUTATED       0                         0     7
  5P LOSS WILD-TYPE     8                        52   450
D50V11, multiclass
                           clus
vv                          5P LOSS MUTATED 5P LOSS WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               0                52
  WHITE                                   7               450
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D50V12, binary
                   cls
clus                  0   1
  5P LOSS MUTATED     0   6
  5P LOSS WILD-TYPE  26 339
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED      0    6
  5P LOSS WILD-TYPE   26  339
                        clus
vv                       5P LOSS MUTATED 5P LOSS WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO               6               339
[1] 2 2
[1] FALSE

Clustering(51) Variable = 5Q LOSS MUTATION ANALYSIS
D51V1, survival
                   sevent
clus2                 0   1
  5Q LOSS MUTATED     2   4
  5Q LOSS WILD-TYPE 352 164
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
                6               516 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
                4               164 
$`5Q LOSS MUTATED`
TCGA-AK-3433 TCGA-B0-4688 TCGA-B8-4143 TCGA-BP-4770 TCGA-CJ-4901 TCGA-CZ-5469 
       72.07         3.32        23.31        10.82        47.67        31.10 

$`5Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       15.78        60.92        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       12.13        40.70         1.41         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       29.95        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 
       25.55        25.91        23.01        20.91        23.74         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 
       27.02         0.85        24.23        17.16        16.60         6.38 
TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       14.27         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       37.25        21.21        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       12.23        31.89        11.31        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       12.30        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 
       41.75        71.80        48.07        13.15        61.68         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 
       60.95        15.78        48.95        36.53        20.38        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       87.45        71.41        63.62        58.68        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       31.79        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       44.55        34.95        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       53.52        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       79.66        47.18        74.27        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       71.87        66.21        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 
       24.66        27.65        39.45        59.44        50.24        56.35 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
       49.97        51.29        58.92        49.18        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
       63.88        72.00        79.89        84.66        25.71        18.87 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 
       22.32        25.25        18.15        61.91        62.10        73.35 
TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 
       67.00        53.26        60.99        53.42        75.58        62.66 
TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       83.77         7.36        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
       85.78        73.18        66.31        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
        0.59        47.08        69.21        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 
       60.59        63.39        93.04         5.46        61.41        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 
       58.82         0.82        23.74        18.44        56.28        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
        3.91         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
             3.32              0.07 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
            72.07            120.59 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
           27.205            36.460 
[1] "3.3 - 72.1 (27.2)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "2.6"
D51V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  5Q LOSS MUTATED         0        2         1        3
  5Q LOSS WILD-TYPE     260       55       126       77
D51V3, multiclass
           clus
vv          5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  STAGE I                 0               260
  STAGE II                2                55
  STAGE III               1               126
  STAGE IV                3                77
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  5Q LOSS MUTATED     0   2   2   2
  5Q LOSS WILD-TYPE 265  67 177   9
D51V4, multiclass
    clus
vv   5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  T1               0               265
  T2               2                67
  T3               2               177
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D51V5, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED     5   0
  5Q LOSS WILD-TYPE 227  18
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED      5    0
  5Q LOSS WILD-TYPE  227   18
   clus
vv  5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  0               5               227
  1               0                18
[1] 2 2
[1] FALSE
D51V6, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED     4   2
  5Q LOSS WILD-TYPE 414  76
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED      4    2
  5Q LOSS WILD-TYPE  414   76
   clus
vv  5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  0               4               414
  1               2                76
[1] 2 2
[1] FALSE
D51V7, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED     3   3
  5Q LOSS WILD-TYPE 185 333
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED      3    3
  5Q LOSS WILD-TYPE  185  333
        clus
vv       5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  FEMALE               3               185
  MALE                 3               333
[1] 2 2
[1] FALSE
D51V8, continuous
[1] "Remove cluster labels:" "5Q LOSS MUTATED"       
clus
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
                1                43 
       TCGA-3Z-A93Z        TCGA-A3-A6NJ        TCGA-A3-A6NL        TCGA-A3-A8CQ 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-AK-3426        TCGA-AK-3430        TCGA-B0-4838        TCGA-B2-5639 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-B4-5377        TCGA-B4-5378        TCGA-B4-5832        TCGA-B4-5834 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-B4-5835        TCGA-B4-5836        TCGA-B4-5838        TCGA-B4-5843 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-B4-5844        TCGA-CZ-4854        TCGA-CZ-4856        TCGA-CZ-4858 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-CZ-4860        TCGA-CZ-4861        TCGA-CZ-4862        TCGA-CZ-5456 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-CZ-5457        TCGA-CZ-5465        TCGA-CZ-5982        TCGA-DV-5565 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-DV-5566        TCGA-DV-5567        TCGA-DV-5568        TCGA-DV-5569 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-DV-5573        TCGA-DV-5574        TCGA-DV-5575        TCGA-DV-5576 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-EU-5904        TCGA-EU-5905        TCGA-EU-5907 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
       TCGA-G6-A8L6        TCGA-G6-A8L7        TCGA-G6-A8L8 
"5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" "5Q LOSS WILD-TYPE" 
D51V9, continuous
D51V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  5Q LOSS MUTATED       0                         0     6
  5Q LOSS WILD-TYPE     8                        52   451
D51V11, multiclass
                           clus
vv                          5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               0                52
  WHITE                                   6               451
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D51V12, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED     0   5
  5Q LOSS WILD-TYPE  26 340
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED      0    5
  5Q LOSS WILD-TYPE   26  340
                        clus
vv                       5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO               5               340
[1] 2 2
[1] FALSE

Clustering(52) Variable = 6P LOSS MUTATION ANALYSIS
D52V1, survival
                   sevent
clus2                 0   1
  6P LOSS MUTATED    66  34
  6P LOSS WILD-TYPE 288 134
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
              100               422 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
               34               134 
$`6P LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3346 
       36.82        49.08        37.15        21.86        34.29         4.50 
TCGA-A3-3347 TCGA-A3-3352 TCGA-A3-3374 TCGA-A3-3380 TCGA-A3-3382 TCGA-AK-3426 
       52.93        18.44        43.20        18.64        18.87        29.10 
TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3447 
       15.78        72.07        68.61        67.20        57.37        40.01 
TCGA-AK-3458 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4690 TCGA-B0-4694 TCGA-B0-4696 
       38.40        12.13        40.70         1.41         3.48        28.47 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4813 TCGA-B0-4822 
        1.38         3.62        19.73        43.96         0.59        36.53 
TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4836 TCGA-B0-4844 TCGA-B0-5084 TCGA-B0-5108 
       54.48        10.09        40.70        10.29         7.30        29.95 
TCGA-B0-5117 TCGA-B0-5702 TCGA-B2-3923 TCGA-B4-5377 TCGA-B4-5832 TCGA-B4-5838 
       17.59        52.77        32.61         9.57         0.23         5.46 
TCGA-B8-4620 TCGA-B8-5158 TCGA-BP-4164 TCGA-BP-4167 TCGA-BP-4176 TCGA-BP-4327 
       25.55        20.91        32.61        89.36        64.27         3.58 
TCGA-BP-4334 TCGA-BP-4342 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4761 TCGA-BP-4768 
       21.21        74.17        11.31        12.33         5.98        13.15 
TCGA-BP-4770 TCGA-BP-4775 TCGA-BP-4787 TCGA-BP-4797 TCGA-BP-4959 TCGA-BP-4960 
       10.82        60.59        15.78        36.39        87.45        71.41 
TCGA-BP-4962 TCGA-BP-4968 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4992 TCGA-BP-4994 
       58.68        57.40        46.45        25.81        16.47        43.00 
TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5185 TCGA-BP-5191 
        6.35        30.64        62.86        74.40        37.22        31.79 
TCGA-BP-5201 TCGA-CJ-4635 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4881 TCGA-CJ-4887 
       31.27        46.55        79.66        47.18        66.21        30.64 
TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-5676 TCGA-CJ-5679 
       59.44        47.67        58.92        49.28        84.66        22.32 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CW-5588 TCGA-CZ-4853 TCGA-CZ-4858 TCGA-CZ-4866 
       60.99        53.42        66.31        25.45        69.21        61.41 
TCGA-CZ-5452 TCGA-CZ-5456 TCGA-CZ-5465 TCGA-CZ-5468 TCGA-CZ-5984 TCGA-CZ-5987 
       58.82        56.28        47.54         1.94        67.96        14.63 
TCGA-DV-5568 TCGA-EU-5907 TCGA-G6-A8L7 TCGA-MM-A563 
       12.16         4.18        70.13        19.43 

$`6P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        47.21         0.53        39.16        24.16 
TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 
       49.02        49.58        48.59        36.36        38.99        24.69 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 
       37.38        48.82        31.07        45.53        29.92        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3383 
       74.76        24.16        53.29        55.76        20.71        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       11.18        10.62       109.91        84.36        73.08        66.31 
TCGA-AK-3431 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 
       60.92        46.78        48.36        42.08        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 
       45.93        28.73        22.45        37.58        31.27        28.04 
TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4697 TCGA-B0-4700 
        1.41         3.32         4.57         2.53        19.00        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 
        7.82         5.98         2.14         3.16         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       20.25        15.72        46.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4823 TCGA-B0-4827 
       33.50        16.77         6.02        40.44        14.93        29.10 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       78.44        68.71        45.30        27.42        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 
       56.68        11.64        65.29        39.45        26.07        29.03 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 
        2.27        36.85        70.52        20.94        43.30        11.24 
TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
       11.90        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
        2.24        21.86        52.08        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 
       90.48        52.54        30.48        19.30        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       26.20        21.60         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       56.94        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 
       96.36        89.49        61.32        97.41        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       21.57        16.67         5.75         1.25         0.53         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5159 
       25.05        24.66        17.19        25.91        23.01        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
        6.38        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 
       90.28       101.06        93.34        99.85         0.43        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       77.03        62.24        61.78        54.90        97.45        53.42 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 
       27.78        62.07        80.68        37.25        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       93.99        18.48        52.24        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       44.94        12.23        31.89        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       72.59        77.98        77.62        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 
       48.07        61.68         5.33        61.97        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       68.38        11.64        60.95        48.95        36.53        20.38 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4969 
       63.62        60.30        61.22        61.51         6.74        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4985 TCGA-BP-4987 
       53.65        14.93        36.07        33.34        31.30        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 
       27.22         3.88        46.45         5.82        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 
       35.21        36.23        28.87        48.10        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
       74.20        52.27         9.63        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 
       37.25        22.78        13.35        27.02        33.24        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 
       13.41        24.62        33.47        19.82        44.55        34.95 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
        0.95        59.84        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       83.97        49.25        74.27        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4888 
       71.87        61.91        57.83        69.86        64.18        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4905 
       39.45        50.24        56.35        49.97        51.29        49.18 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 
       50.33        54.48        38.56        45.14         3.06         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 
       18.81        63.88        72.00        79.89        25.71        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.26        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       92.02        81.83         5.39        85.78        73.18        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 
       46.16         0.59        47.08        58.75         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5453 
       60.59        63.39        93.04         5.46        63.42         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
       23.74        18.44        55.33        56.94        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 
       10.85        10.22        21.76        57.21        22.52         2.40 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5988 
       31.10        12.69        80.19        65.65        12.26        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5569 TCGA-DV-5573 
       62.63        43.69        45.96        65.88        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A564 
        6.77         7.96        10.29        35.87         2.01        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  6P LOSS MUTATED 6P LOSS WILD-TYPE 
             0.23              0.07 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
            89.36            120.59 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
           35.340            36.445 
[1] "0.2 - 89.4 (35.3)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1.2"
D52V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  6P LOSS MUTATED        38       13        28       21
  6P LOSS WILD-TYPE     222       44        99       59
D52V3, multiclass
           clus
vv          6P LOSS MUTATED 6P LOSS WILD-TYPE
  STAGE I                38               222
  STAGE II               13                44
  STAGE III              28                99
  STAGE IV               21                59
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  6P LOSS MUTATED    38  15  43   4
  6P LOSS WILD-TYPE 227  54 136   7
D52V4, multiclass
    clus
vv   6P LOSS MUTATED 6P LOSS WILD-TYPE
  T1              38               227
  T2              15                54
  T3              43               136
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D52V5, binary
                   cls
clus                  0   1
  6P LOSS MUTATED    36   8
  6P LOSS WILD-TYPE 196  10
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED     36    8
  6P LOSS WILD-TYPE  196   10
   clus
vv  6P LOSS MUTATED 6P LOSS WILD-TYPE
  0              36               196
  1               8                10
[1] 2 2
[1] FALSE
D52V6, binary
                   cls
clus                  0   1
  6P LOSS MUTATED    79  19
  6P LOSS WILD-TYPE 339  59
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED     79   19
  6P LOSS WILD-TYPE  339   59
   clus
vv  6P LOSS MUTATED 6P LOSS WILD-TYPE
  0              79               339
  1              19                59
[1] 2 2
[1] FALSE
D52V7, binary
                   cls
clus                  0   1
  6P LOSS MUTATED    22  78
  6P LOSS WILD-TYPE 166 258
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED     22   78
  6P LOSS WILD-TYPE  166  258
        clus
vv       6P LOSS MUTATED 6P LOSS WILD-TYPE
  FEMALE              22               166
  MALE                78               258
[1] 2 2
[1] FALSE
D52V8, continuous
D52V9, continuous
D52V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  6P LOSS MUTATED       1                         4    93
  6P LOSS WILD-TYPE     7                        48   364
D52V11, multiclass
                           clus
vv                          6P LOSS MUTATED 6P LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               4                48
  WHITE                                  93               364
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D52V12, binary
                   cls
clus                  0   1
  6P LOSS MUTATED     5  65
  6P LOSS WILD-TYPE  21 280
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED      5   65
  6P LOSS WILD-TYPE   21  280
                        clus
vv                       6P LOSS MUTATED 6P LOSS WILD-TYPE
  HISPANIC OR LATINO                   5                21
  NOT HISPANIC OR LATINO              65               280
[1] 2 2
[1] FALSE

Clustering(53) Variable = 6Q LOSS MUTATION ANALYSIS
D53V1, survival
                   sevent
clus2                 0   1
  6Q LOSS MUTATED    92  36
  6Q LOSS WILD-TYPE 262 132
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
              128               394 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
               36               132 
$`6Q LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3335 
       36.82        49.08        49.02        37.15        49.58        21.86 
TCGA-A3-3336 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3352 TCGA-A3-3374 TCGA-A3-3380 
       34.29         4.50        52.93        18.44        43.20        18.64 
TCGA-A3-3382 TCGA-A3-A8CQ TCGA-AK-3426 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3434 
       18.87         0.10        29.10        15.78        72.07        68.61 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3458 TCGA-AK-3465 TCGA-AS-3777 
       67.20        57.37        40.01        38.40        12.13        40.70 
TCGA-B0-4690 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 
        1.41         3.48        28.47         1.38         3.62        19.73 
TCGA-B0-4712 TCGA-B0-4810 TCGA-B0-4822 TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4836 
       43.96        15.72        36.53        54.48        10.09        40.70 
TCGA-B0-4844 TCGA-B0-4849 TCGA-B0-5084 TCGA-B0-5108 TCGA-B0-5117 TCGA-B0-5119 
       10.29         2.27         7.30        29.95        17.59         1.94 
TCGA-B0-5402 TCGA-B0-5702 TCGA-B2-3923 TCGA-B2-5641 TCGA-B4-5377 TCGA-B4-5832 
       14.76        52.77        32.61        21.57         9.57         0.23 
TCGA-B4-5835 TCGA-B4-5838 TCGA-B8-4148 TCGA-B8-4620 TCGA-B8-5158 TCGA-B8-A54G 
        0.53         5.46        27.16        25.55        20.91         1.74 
TCGA-BP-4164 TCGA-BP-4167 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4327 TCGA-BP-4334 
       32.61        89.36        64.27        97.45         3.58        21.21 
TCGA-BP-4342 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4761 TCGA-BP-4768 TCGA-BP-4770 
       74.17        11.31        12.33         5.98        13.15        10.82 
TCGA-BP-4775 TCGA-BP-4777 TCGA-BP-4787 TCGA-BP-4797 TCGA-BP-4959 TCGA-BP-4960 
       60.59        56.91        15.78        36.39        87.45        71.41 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4968 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 
       58.68        60.30        57.40        46.45        25.81        36.95 
TCGA-BP-4992 TCGA-BP-4994 TCGA-BP-5000 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 
       16.47        43.00        18.51         6.35        30.64        62.86 
TCGA-BP-5180 TCGA-BP-5185 TCGA-BP-5191 TCGA-BP-5201 TCGA-CJ-4634 TCGA-CJ-4635 
       74.40        37.22        31.79        31.27        59.84        46.55 
TCGA-CJ-4643 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4881 TCGA-CJ-4887 TCGA-CJ-4893 
       58.95        79.66        47.18        66.21        30.64        24.66 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4904 TCGA-CJ-4907 TCGA-CJ-5675 
       39.45        59.44        47.67        58.92        49.28        79.89 
TCGA-CJ-5676 TCGA-CJ-5679 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6032 TCGA-CW-5584 
       84.66        22.32        60.99        53.42        83.77         5.39 
TCGA-CW-5585 TCGA-CW-5588 TCGA-CZ-4853 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4866 
       85.78        66.31        25.45        69.21        58.75        61.41 
TCGA-CZ-5452 TCGA-CZ-5456 TCGA-CZ-5460 TCGA-CZ-5465 TCGA-CZ-5982 TCGA-CZ-5984 
       58.82        56.28        47.01        47.54        80.19        67.96 
TCGA-CZ-5987 TCGA-DV-5568 TCGA-DV-5573 TCGA-DV-5575 TCGA-EU-5907 TCGA-G6-A8L7 
       14.63        12.16        37.15        56.84         4.18        70.13 
TCGA-MM-A563 TCGA-MW-A4EC 
       19.43        10.85 

$`6Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        47.21         0.53        39.16        24.16 
TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 
       48.59        36.36        38.99        24.69        37.38        48.82 
TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 
       31.07        45.53        29.92        88.37        42.97        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 
       51.25        10.49        28.70        74.63        74.76        24.16 
TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       53.29        55.76        20.71        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       15.39        22.65         0.10        11.18        10.62       109.91 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3443 TCGA-AK-3444 
       84.36        73.08        66.31        60.92        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       42.08        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 
       37.58        31.27        28.04         1.41         3.32         4.57 
TCGA-B0-4693 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        2.53        19.00        65.10         7.82         5.98         2.14 
TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4811 TCGA-B0-4813 
        3.16         6.64         3.25        20.25        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4823 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 
       40.44        14.93        29.10        78.44        68.71        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 
       27.42        53.88         6.71        56.68        11.64        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       39.45        26.07        29.03        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       43.30        11.24        11.90        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5109 
       62.89        90.87        90.48        52.54        30.48        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5120 TCGA-B0-5121 
       35.90        11.80        26.20        21.60        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       21.44        37.22        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       56.94        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 
       96.36        89.49        61.32        97.41        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-A4SR TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 
       16.67         5.75         1.25         4.64         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       23.31        16.80        27.55        25.05        24.66        17.19 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       25.91        23.01        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54H 
       34.39        14.30        27.29        29.88        17.06         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 
       85.51        94.72        90.28       101.06        93.34        99.85 
TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4177 
        0.43        23.05        77.03        62.24        61.78        54.90 
TCGA-BP-4326 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 
       53.42        27.78        62.07        80.68        37.25        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4344 
        0.07        93.99        18.48        52.24        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4354 TCGA-BP-4355 
       49.08        44.94        12.23        31.89        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 
       12.30        72.59        77.98        77.62        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 
       71.80        48.07        61.68         5.33        61.97        13.51 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       68.38        11.64        60.95        48.95        36.53        20.38 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 
       10.98        37.25        36.95         6.71        47.97         6.94 
TCGA-BP-4961 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4970 
       63.62        61.22        61.51         6.74        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4985 TCGA-BP-4988 TCGA-BP-4989 
       14.93        36.07        33.34        31.30        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 
       46.45         5.82        45.07        30.64        41.62        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 
       48.10        79.30         1.78        74.20        52.27         9.63 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 
       49.15        38.30        42.44        37.25        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       27.02        33.24        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4636 TCGA-CJ-4637 
       19.82        44.55        34.95         0.95        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4644 
       14.17        75.88        65.69        54.61        53.52        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       21.24        83.97        49.25        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       64.27        71.87        61.91        57.83        69.86        64.18 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4894 
       51.52        63.98        68.55        26.93        50.01        27.65 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4905 TCGA-CJ-4908 
       50.24        56.35        49.97        51.29        49.18        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 
       63.88        72.00        25.71        18.87        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6030 
       61.91        62.10        73.35        67.00        53.26        75.58 
TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5587 
       62.66         7.36        64.57        92.02        81.83        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4860 TCGA-CZ-4861 
       18.77        46.16         0.59        47.08         6.77        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5453 
       60.59        63.39        93.04         5.46        63.42         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 
       23.74        18.44        55.33        56.94        55.33        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       10.22        21.76        57.21        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5988 TCGA-CZ-5989 
       31.10        12.69        65.65        12.26        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5569 TCGA-DV-5574 TCGA-DV-5576 
       43.69        45.96        65.88        11.67        66.28        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 
       66.02        18.12         3.91         6.77         7.96        10.29 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A564 TCGA-MM-A84U 
       35.87         2.01        19.96        15.25 

  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
             0.10              0.07 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
            97.45            120.59 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
           36.885            35.985 
[1] "0.1 - 97.5 (36.9)"  "0.1 - 120.6 (36.0)"
[1] "hr=" "1.1"
D53V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  6Q LOSS MUTATED        57       17        30       24
  6Q LOSS WILD-TYPE     203       40        97       56
D53V3, multiclass
           clus
vv          6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  STAGE I                57               203
  STAGE II               17                40
  STAGE III              30                97
  STAGE IV               24                56
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  6Q LOSS MUTATED    57  19  47   5
  6Q LOSS WILD-TYPE 208  50 132   6
D53V4, multiclass
    clus
vv   6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  T1              57               208
  T2              19                50
  T3              47               132
  T4               5                 6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D53V5, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED    45  10
  6Q LOSS WILD-TYPE 187   8
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED     45   10
  6Q LOSS WILD-TYPE  187    8
   clus
vv  6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  0              45               187
  1              10                 8
[1] 2 2
[1] FALSE
D53V6, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED   102  21
  6Q LOSS WILD-TYPE 316  57
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED    102   21
  6Q LOSS WILD-TYPE  316   57
   clus
vv  6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  0             102               316
  1              21                57
[1] 2 2
[1] FALSE
D53V7, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED    37  91
  6Q LOSS WILD-TYPE 151 245
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED     37   91
  6Q LOSS WILD-TYPE  151  245
        clus
vv       6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  FEMALE              37               151
  MALE                91               245
[1] 2 2
[1] FALSE
D53V8, continuous
D53V9, continuous
D53V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  6Q LOSS MUTATED       2                         7   116
  6Q LOSS WILD-TYPE     6                        45   341
D53V11, multiclass
                           clus
vv                          6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  ASIAN                                   2                 6
  BLACK OR AFRICAN AMERICAN               7                45
  WHITE                                 116               341
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D53V12, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED     8  83
  6Q LOSS WILD-TYPE  18 262
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED      8   83
  6Q LOSS WILD-TYPE   18  262
                        clus
vv                       6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   8                18
  NOT HISPANIC OR LATINO              83               262
[1] 2 2
[1] FALSE

Clustering(54) Variable = 7Q LOSS MUTATION ANALYSIS
D54V1, survival
                   sevent
clus2                 0   1
  7Q LOSS MUTATED     2   1
  7Q LOSS WILD-TYPE 352 167
  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
                3               519 
  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
                1               167 
$`7Q LOSS MUTATED`
TCGA-B0-4698 TCGA-BP-4761 TCGA-CJ-4912 
        1.38         5.98        54.48 

$`7Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       15.78        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       28.04        12.13        40.70         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4699 
        4.57         2.53         3.48        28.47        19.00         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 
        0.23         1.25         0.53         4.64         5.46         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 
       94.72        90.28       101.06        93.34        32.61        99.85 
TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
        0.43        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       93.99        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 
       49.08        44.94        12.23        31.89        11.31        12.33 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       20.38        36.39        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
        5.82        43.00        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       30.64        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       50.24        56.35        47.67        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        49.28        50.33        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       56.28        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 
        1.94        31.10        12.69        80.19        67.96        65.65 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       12.26        14.63        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
             1.38              0.07 
  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
            54.48            120.59 
  7Q LOSS MUTATED 7Q LOSS WILD-TYPE 
             5.98             36.39 
[1] "1.4 - 54.5 (6.0)"   "0.1 - 120.6 (36.4)"
[1] "hr=" "1.9"
D54V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  7Q LOSS MUTATED         0        1         1        1
  7Q LOSS WILD-TYPE     260       56       126       79
D54V3, multiclass
           clus
vv          7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  STAGE I                 0               260
  STAGE II                1                56
  STAGE III               1               126
  STAGE IV                1                79
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  7Q LOSS MUTATED     0   1   1   1
  7Q LOSS WILD-TYPE 265  68 178  10
D54V4, multiclass
    clus
vv   7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  T1               0               265
  T2               1                68
  T3               1               178
  T4               1                10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D54V5, binary
                   cls
clus                  0   1
  7Q LOSS MUTATED     0   1
  7Q LOSS WILD-TYPE 232  17
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q LOSS MUTATED      0    1
  7Q LOSS WILD-TYPE  232   17
   clus
vv  7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  0               0               232
  1               1                17
[1] 2 2
[1] FALSE
D54V6, binary
                   cls
clus                  0   1
  7Q LOSS MUTATED     3   0
  7Q LOSS WILD-TYPE 415  78
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q LOSS MUTATED      3    0
  7Q LOSS WILD-TYPE  415   78
   clus
vv  7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  0               3               415
  1               0                78
[1] 2 2
[1] FALSE
D54V7, binary
                   cls
clus                  0   1
  7Q LOSS MUTATED     0   3
  7Q LOSS WILD-TYPE 188 333
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q LOSS MUTATED      0    3
  7Q LOSS WILD-TYPE  188  333
        clus
vv       7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  FEMALE               0               188
  MALE                 3               333
[1] 2 2
[1] FALSE
D54V8, continuous
D54V9, continuous
D54V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  7Q LOSS MUTATED       0                         0     3
  7Q LOSS WILD-TYPE     8                        52   454
D54V11, multiclass
                           clus
vv                          7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               0                52
  WHITE                                   3               454
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D54V12, binary
                   cls
clus                  0   1
  7Q LOSS MUTATED     1   1
  7Q LOSS WILD-TYPE  25 344
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q LOSS MUTATED      1    1
  7Q LOSS WILD-TYPE   25  344
                        clus
vv                       7Q LOSS MUTATED 7Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   1                25
  NOT HISPANIC OR LATINO               1               344
[1] 2 2
[1] FALSE

Clustering(55) Variable = 8P LOSS MUTATION ANALYSIS
D55V1, survival
                   sevent
clus2                 0   1
  8P LOSS MUTATED    88  49
  8P LOSS WILD-TYPE 266 119
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
              137               385 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
               49               119 
$`8P LOSS MUTATED`
TCGA-A3-3319 TCGA-A3-3325 TCGA-A3-3336 TCGA-A3-3346 TCGA-A3-3365 TCGA-A3-3372 
       37.15        24.69        34.29         4.50        28.70        24.16 
TCGA-A3-3373 TCGA-A3-3382 TCGA-A3-A6NN TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3434 
       53.29        18.87         0.10       109.91        29.10        68.61 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3458 TCGA-AS-3777 TCGA-B0-4688 
       67.20        57.37        40.01        38.40        40.70         3.32 
TCGA-B0-4696 TCGA-B0-4699 TCGA-B0-4703 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4718 
       28.47         3.62         5.98        19.73        43.96        20.25 
TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
        0.59        52.21        45.07         6.02        40.44        36.53 
TCGA-B0-4836 TCGA-B0-4838 TCGA-B0-4845 TCGA-B0-4849 TCGA-B0-4945 TCGA-B0-5094 
       40.70        27.42        65.29         2.27        70.52        10.95 
TCGA-B0-5102 TCGA-B0-5108 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5712 TCGA-B0-5713 
       90.87        29.95        46.68        56.78        89.49        61.32 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5838 TCGA-B8-4143 TCGA-B8-4148 TCGA-B8-4151 
       16.67         9.57         5.46        23.31        27.16        27.55 
TCGA-B8-5158 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5545 TCGA-B8-5549 TCGA-B8-5551 
       20.91        27.02         0.85        17.16         6.38         0.53 
TCGA-B8-A54I TCGA-BP-4164 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4326 TCGA-BP-4327 
        4.93        32.61        61.78        64.27        53.42         3.58 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4347 TCGA-BP-4351 
       93.99        18.48        52.24        62.86        44.94        31.89 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4787 
       11.31        12.33        60.59        68.38        11.64        15.78 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4965 
       10.98        37.25         6.94        87.45        71.41        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4973 TCGA-BP-4986 TCGA-BP-4994 
        6.74        57.40        14.24        45.50        25.81        43.00 
TCGA-BP-4998 TCGA-BP-5004 TCGA-BP-5173 TCGA-BP-5175 TCGA-BP-5177 TCGA-BP-5182 
       30.64        37.02         1.78        30.64         9.63        38.30 
TCGA-BP-5200 TCGA-BP-5201 TCGA-CJ-4640 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 
       34.95        31.27        65.69        53.52        58.95        21.24 
TCGA-CJ-4870 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4884 TCGA-CJ-4885 
       49.25        64.27        71.87        66.21        57.83        69.86 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4904 
       51.52        63.98        27.65        59.44        51.29        58.92 
TCGA-CJ-4907 TCGA-CJ-4912 TCGA-CJ-5672 TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-5689 
       49.28        54.48        72.00        25.71        22.32        53.26 
TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6033 TCGA-CW-6088 TCGA-CW-6090 TCGA-CZ-4854 
       60.99        75.58         7.36       105.93        83.90        46.16 
TCGA-CZ-4860 TCGA-CZ-4862 TCGA-CZ-4865 TCGA-CZ-5453 TCGA-CZ-5457 TCGA-CZ-5462 
        6.77        60.59         5.46         0.82        55.33        10.22 
TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5986 TCGA-CZ-5988 
       21.76        47.54        22.52         1.94        12.26        22.78 
TCGA-DV-5565 TCGA-DV-5574 TCGA-DV-5575 TCGA-G6-A8L8 TCGA-MM-A563 
       43.69        66.28        56.84        35.87        19.43 

$`8P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3343 TCGA-A3-3347 
       38.99        37.38        48.82        21.86        31.07        52.93 
TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 
       45.53        29.92        18.44        88.37        42.97        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3374 TCGA-A3-3376 
       51.25        10.49        74.63        74.76        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       20.71        18.64        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3427 TCGA-AK-3428 
       22.65         0.10        11.18        10.62        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3443 TCGA-AK-3444 
       66.31        15.78        60.92        72.07        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       42.08        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3778 TCGA-B0-4690 
       37.58        31.27        28.04        12.13         1.41         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        4.57         2.53         3.48        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4810 
        7.82         2.14         3.16         6.64         3.25        15.72 
TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4823 TCGA-B0-4824 
       46.59         5.52        33.50        16.77        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4839 
       29.10        10.09        78.44        68.71        45.30        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 TCGA-B0-4847 
        6.71        56.68        11.64        10.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4852 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       29.03        36.85        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5096 
        7.30        25.32        18.51        15.09         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 
       21.86        52.08        15.95        62.89        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       30.48        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5812 
      120.59        79.36       102.48        47.97        96.36        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B4-5378 TCGA-B4-5832 
       11.77        10.36        32.98        21.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        1.25         0.53         4.64         0.36         0.23        16.80 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5165 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5552 
       23.74         1.18        24.23        16.60        14.27        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 
       94.72        90.28       101.06        93.34        99.85         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4177 TCGA-BP-4325 
       89.36        23.05        77.03        62.24        54.90        97.45 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4349 TCGA-BP-4354 
        0.07        74.17        54.77        49.08        12.23        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4784 
       10.82         5.33        61.97        13.51        56.91        60.95 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4801 TCGA-BP-4803 
       48.95        36.53        20.38        36.39        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4969 
       47.97        63.62        58.68        60.30        61.22        58.98 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       48.89        49.38         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4987 TCGA-BP-4988 
       36.07        33.34        46.45        31.30        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4999 
        3.88        46.45        16.47         5.82        45.07        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       18.51        38.70        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 
       28.87        48.10         6.35        79.30        74.20        52.27 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       62.86        74.40        49.15        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5202 
       13.41        24.62        33.47        19.82        44.55         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4641 TCGA-CJ-4644 TCGA-CJ-4869 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       54.61        11.05        83.97        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4882 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4890 
       75.06        77.36        61.91        64.18        30.64        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 
       26.93        50.01        24.66        39.45        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4913 TCGA-CJ-4916 
       47.67        49.97        49.18        50.33        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5675 TCGA-CJ-5676 
        3.06         4.57        18.81        63.88        79.89        84.66 
TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 
       18.87        25.25        18.15        61.91        62.10        73.35 
TCGA-CJ-5686 TCGA-CJ-6028 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CW-5580 TCGA-CW-5581 
       67.00        53.42        62.66        83.77        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4856 
       74.66         1.35       103.43        18.77        25.45         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4863 TCGA-CZ-4864 
       47.08        69.21        58.75        14.66        63.39        93.04 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       61.41        63.42        58.82        23.74        18.44        56.28 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 TCGA-CZ-5467 
       56.94        55.33        47.01        10.85        57.21         2.40 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 
       31.10        12.69        80.19        67.96        65.65        14.63 
TCGA-CZ-5989 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       62.63        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-GK-A6C7 TCGA-MM-A564 TCGA-MM-A84U 
        7.96        10.29        70.13         2.01        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  8P LOSS MUTATED 8P LOSS WILD-TYPE 
             0.10              0.07 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
           109.91            120.59 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
            36.53             36.36 
[1] "0.1 - 109.9 (36.5)" "0.1 - 120.6 (36.4)"
[1] "hr=" "1.2"
D55V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  8P LOSS MUTATED        60       14        39       24
  8P LOSS WILD-TYPE     200       43        88       56
D55V3, multiclass
           clus
vv          8P LOSS MUTATED 8P LOSS WILD-TYPE
  STAGE I                60               200
  STAGE II               14                43
  STAGE III              39                88
  STAGE IV               24                56
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  8P LOSS MUTATED    61  16  57   3
  8P LOSS WILD-TYPE 204  53 122   8
D55V4, multiclass
    clus
vv   8P LOSS MUTATED 8P LOSS WILD-TYPE
  T1              61               204
  T2              16                53
  T3              57               122
  T4               3                 8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D55V5, binary
                   cls
clus                  0   1
  8P LOSS MUTATED    55   5
  8P LOSS WILD-TYPE 177  13
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED     55    5
  8P LOSS WILD-TYPE  177   13
   clus
vv  8P LOSS MUTATED 8P LOSS WILD-TYPE
  0              55               177
  1               5                13
[1] 2 2
[1] FALSE
D55V6, binary
                   cls
clus                  0   1
  8P LOSS MUTATED   108  25
  8P LOSS WILD-TYPE 310  53
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED    108   25
  8P LOSS WILD-TYPE  310   53
   clus
vv  8P LOSS MUTATED 8P LOSS WILD-TYPE
  0             108               310
  1              25                53
[1] 2 2
[1] FALSE
D55V7, binary
                   cls
clus                  0   1
  8P LOSS MUTATED    39  98
  8P LOSS WILD-TYPE 149 238
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED     39   98
  8P LOSS WILD-TYPE  149  238
        clus
vv       8P LOSS MUTATED 8P LOSS WILD-TYPE
  FEMALE              39               149
  MALE                98               238
[1] 2 2
[1] FALSE
D55V8, continuous
D55V9, continuous
D55V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  8P LOSS MUTATED       3                         9   123
  8P LOSS WILD-TYPE     5                        43   334
D55V11, multiclass
                           clus
vv                          8P LOSS MUTATED 8P LOSS WILD-TYPE
  ASIAN                                   3                 5
  BLACK OR AFRICAN AMERICAN               9                43
  WHITE                                 123               334
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D55V12, binary
                   cls
clus                  0   1
  8P LOSS MUTATED    11  82
  8P LOSS WILD-TYPE  15 263
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED     11   82
  8P LOSS WILD-TYPE   15  263
                        clus
vv                       8P LOSS MUTATED 8P LOSS WILD-TYPE
  HISPANIC OR LATINO                  11                15
  NOT HISPANIC OR LATINO              82               263
[1] 2 2
[1] FALSE

Clustering(56) Variable = 8Q LOSS MUTATION ANALYSIS
D56V1, survival
                   sevent
clus2                 0   1
  8Q LOSS MUTATED    46  18
  8Q LOSS WILD-TYPE 308 150
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               64               458 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               18               150 
$`8Q LOSS MUTATED`
TCGA-A3-3365 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-A6NN TCGA-AK-3426 TCGA-AK-3440 
       28.70        24.16        53.29         0.10        29.10        57.37 
TCGA-AK-3458 TCGA-AS-3777 TCGA-B0-4699 TCGA-B0-4718 TCGA-B0-4813 TCGA-B0-4821 
       38.40        40.70         3.62        20.25         0.59        40.44 
TCGA-B0-4822 TCGA-B0-4845 TCGA-B0-4945 TCGA-B0-5696 TCGA-B4-5838 TCGA-B8-5164 
       36.53        65.29        70.52        56.78         5.46         0.85 
TCGA-B8-5545 TCGA-B8-5549 TCGA-BP-4340 TCGA-BP-4343 TCGA-BP-4347 TCGA-BP-4351 
       17.16         6.38        18.48        62.86        44.94        31.89 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4960 
       11.31        12.33        60.59        68.38        15.78        71.41 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4973 TCGA-BP-4994 TCGA-BP-5004 TCGA-BP-5177 
        6.74        57.40        45.50        43.00        37.02         9.63 
TCGA-BP-5200 TCGA-BP-5201 TCGA-CJ-4640 TCGA-CJ-4642 TCGA-CJ-4876 TCGA-CJ-4885 
       34.95        31.27        65.69        53.52        64.27        69.86 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4904 
       51.52        63.98        27.65        59.44        51.29        58.92 
TCGA-CJ-4907 TCGA-CJ-5679 TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CW-6088 TCGA-CW-6090 
       49.28        22.32        53.26        75.58       105.93        83.90 
TCGA-CZ-4860 TCGA-CZ-4862 TCGA-CZ-5453 TCGA-CZ-5457 TCGA-CZ-5463 TCGA-CZ-5465 
        6.77        60.59         0.82        55.33        21.76        47.54 
TCGA-CZ-5986 TCGA-CZ-5988 TCGA-DV-5575 TCGA-MM-A563 
       12.26        22.78        56.84        19.43 

$`8Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       74.63        74.76        43.20        55.76        20.71        18.64 
TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL 
       18.87        28.31        65.52        20.28        15.39        22.65 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3427 TCGA-AK-3428 
        0.10        11.18        10.62       109.91        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 
       66.31        15.78        60.92        72.07        68.61        67.20 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 
       45.93        28.73        22.45        37.58        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       12.13         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 
        3.48        28.47        19.00         1.38        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 
        5.98         2.14        19.73         3.16        43.96         6.64 
TCGA-B0-4714 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
        3.25        15.72        46.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
       33.50        16.77         6.02        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       10.09        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 
       53.88         6.71        56.68        11.64        10.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-5075 TCGA-B0-5077 
       26.07        29.03         2.27        36.85        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       19.30        35.90        11.80        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 
       16.67         9.57         5.75         0.23         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        4.64         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.55        25.05        24.66        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5165 
       23.01        20.91        23.74         1.18        27.02        24.23 
TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
       16.60        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 
       90.28       101.06        93.34        32.61        99.85         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4349 TCGA-BP-4354 
       52.24        74.17        54.77        49.08        12.23        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 
       10.82         5.33        61.97        13.51        56.91        11.64 
TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       60.95        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4969 
       63.62        58.68        60.30        61.22        61.51        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       14.24        48.89        49.38         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5006 
       45.07        30.64        41.62        18.51        38.70        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5178 
       79.30         1.78        74.20        30.64        52.27        62.86 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5202 
       13.41        24.62        33.47        19.82        44.55         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4641 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       54.61        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4878 
       79.66        47.18        74.27        75.06        77.36        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4890 
       66.21        61.91        57.83        64.18        30.64        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 
       26.93        50.01        24.66        39.45        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       47.67        49.97        49.18        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5681 
       79.89        84.66        25.71        18.87        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6027 TCGA-CJ-6028 
       61.91        62.10        73.35        67.00        60.99        53.42 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 
        5.39        85.78        73.18        66.31        78.18        74.66 
TCGA-CW-6087 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
        1.35       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4863 TCGA-CZ-4864 
       47.08        69.21        58.75        14.66        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5454 TCGA-CZ-5455 
        5.46        61.41        63.42        58.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       56.28        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 
       57.21        22.52         2.40         1.94        31.10        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 TCGA-CZ-5989 TCGA-DV-5565 
       80.19        67.96        65.65        14.63        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A564 
        7.96        10.29        70.13        35.87         2.01        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
             0.10              0.07 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
           105.93            120.59 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
            40.57             35.90 
[1] "0.1 - 105.9 (40.6)" "0.1 - 120.6 (35.9)"
[1] "hr=" "1.2"
D56V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  8Q LOSS MUTATED        28        7        20        9
  8Q LOSS WILD-TYPE     232       50       107       71
D56V3, multiclass
           clus
vv          8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  STAGE I                28               232
  STAGE II                7                50
  STAGE III              20               107
  STAGE IV                9                71
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  8Q LOSS MUTATED    27   7  28   2
  8Q LOSS WILD-TYPE 238  62 151   9
D56V4, multiclass
    clus
vv   8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  T1              27               238
  T2               7                62
  T3              28               151
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D56V5, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED    25   3
  8Q LOSS WILD-TYPE 207  15
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED     25    3
  8Q LOSS WILD-TYPE  207   15
   clus
vv  8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  0              25               207
  1               3                15
[1] 2 2
[1] FALSE
D56V6, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED    53   9
  8Q LOSS WILD-TYPE 365  69
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED     53    9
  8Q LOSS WILD-TYPE  365   69
   clus
vv  8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  0              53               365
  1               9                69
[1] 2 2
[1] FALSE
D56V7, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED    14  50
  8Q LOSS WILD-TYPE 174 286
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED     14   50
  8Q LOSS WILD-TYPE  174  286
        clus
vv       8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  FEMALE              14               174
  MALE                50               286
[1] 2 2
[1] FALSE
D56V8, continuous
D56V9, continuous
[1] "Remove cluster labels:" "8Q LOSS MUTATED"       
clus
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
                2                13 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5158        TCGA-B8-A54E        TCGA-B8-A54F 
"8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" 
       TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0        TCGA-G6-A5PC 
"8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" 
       TCGA-G6-A8L7 
"8Q LOSS WILD-TYPE" 
D56V10, continuous
[1] "Remove cluster labels:" "8Q LOSS MUTATED"       
clus
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
                1                 7 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-5158 
"8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-G6-A8L7        TCGA-MM-A84U 
"8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" "8Q LOSS WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  8Q LOSS MUTATED       1                         3    59
  8Q LOSS WILD-TYPE     7                        49   398
D56V11, multiclass
                           clus
vv                          8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               3                49
  WHITE                                  59               398
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D56V12, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED     6  35
  8Q LOSS WILD-TYPE  20 310
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED      6   35
  8Q LOSS WILD-TYPE   20  310
                        clus
vv                       8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   6                20
  NOT HISPANIC OR LATINO              35               310
[1] 2 2
[1] FALSE

Clustering(57) Variable = 9P LOSS MUTATION ANALYSIS
D57V1, survival
                   sevent
clus2                 0   1
  9P LOSS MUTATED    79  69
  9P LOSS WILD-TYPE 275  99
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
              148               374 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
               69                99 
$`9P LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3325 
       36.82        39.16        49.08        49.02        37.15        24.69 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3352 TCGA-A3-3372 TCGA-A3-3382 TCGA-AK-3425 
        4.50        52.93        18.44        24.16        18.87       109.91 
TCGA-AK-3426 TCGA-AK-3436 TCGA-AK-3445 TCGA-AK-3450 TCGA-AS-3777 TCGA-B0-4688 
       29.10        67.20        42.08        58.49        40.70         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        1.41         4.57         3.48        19.73         3.16        43.96 
TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4817 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
       46.59        52.21        33.50         6.02        40.44        36.53 
TCGA-B0-4828 TCGA-B0-4836 TCGA-B0-4842 TCGA-B0-4845 TCGA-B0-4848 TCGA-B0-5094 
       10.09        40.70        56.68        65.29        29.03        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 TCGA-B0-5107 
        8.05         2.24        21.86        52.08        62.89        30.48 
TCGA-B0-5113 TCGA-B0-5116 TCGA-B0-5121 TCGA-B0-5402 TCGA-B0-5694 TCGA-B0-5701 
       11.80        21.60        18.21        14.76        15.78        56.94 
TCGA-B2-5633 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-4622 
       11.77        21.57         0.23         5.46        25.55        23.01 
TCGA-B8-5158 TCGA-B8-5549 TCGA-B8-5551 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4167 
       20.91         6.38         0.53        90.28        32.61        89.36 
TCGA-BP-4176 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 
       64.27        74.17        62.86        31.89        11.31        12.33 
TCGA-BP-4763 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4797 
       41.75        48.07        13.15        68.38        11.64        36.39 
TCGA-BP-4798 TCGA-BP-4803 TCGA-BP-4960 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       10.98         6.71        71.41        58.68        60.30        61.22 
TCGA-BP-4973 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-5000 
       45.50        31.30        25.81        43.00        45.07        18.51 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 
       36.23        28.87         6.35        30.64        62.86        74.40 
TCGA-BP-5183 TCGA-BP-5189 TCGA-BP-5191 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5201 
       42.44        27.02        31.79        33.47        19.82        31.27 
TCGA-CJ-4635 TCGA-CJ-4638 TCGA-CJ-4871 TCGA-CJ-4881 TCGA-CJ-4888 TCGA-CJ-4890 
       46.55        14.17        79.66        66.21        51.52        68.55 
TCGA-CJ-4891 TCGA-CJ-4895 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CJ-4908 
       26.93        39.45        56.35        47.67        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5677 
       54.48        38.56         4.57        63.88        84.66        25.71 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5682 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       22.32        25.25        61.91        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5584 TCGA-CW-5588 
       75.58        62.66         7.36        64.57         5.39        66.31 
TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 
       83.90        18.77        46.16        47.08        69.21         6.77 
TCGA-CZ-5456 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5468 
       56.28        10.85        10.22        47.54        22.52         1.94 
TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 TCGA-DV-5576 TCGA-DV-A4W0 
       31.10        67.96        65.65        14.63        23.90        66.02 
TCGA-G6-A5PC TCGA-G6-A8L7 TCGA-MM-A563 TCGA-MM-A84U 
        7.96        70.13        19.43        15.25 

$`9P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3320 
       12.66        12.16        47.21         0.53        24.16        49.58 
TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       48.59        36.36        38.99        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 TCGA-A3-3358 
       34.29        31.07        45.53        29.92        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 
       53.29        43.20        55.76        20.71        18.64        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
       11.18        10.62        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 
       60.92        72.07        68.61        57.37        46.78        48.36 
TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       40.01        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3778 TCGA-B0-4693 
       38.40        31.27        28.04        12.13         1.41         2.53 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        5.98         2.14         6.64         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4823 TCGA-B0-4824 
        0.59         5.52        45.07        16.77        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       29.10        78.44        68.71        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 
        6.71        11.64        10.29        39.45        26.07         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       36.85        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5099 TCGA-B0-5102 
        7.30        25.32        18.51        15.09        15.95        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 
       90.48        52.54        29.95        19.30        35.90        26.20 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5690 
       17.59         1.94        16.21        21.44        37.22        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
      112.80        48.89       101.13        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       84.92        90.12        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       10.36        32.98        16.67         9.57         5.75         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 
       27.16        27.55        25.05        24.66        17.19        25.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       16.60        14.27        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4162 
       16.27        14.17       111.02        85.51        94.72       101.06 
TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       93.34        99.85         0.43        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       61.78        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       93.99        18.48        52.24        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.23        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 
       77.62         5.98        44.15        71.80        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4784 
        5.33        61.97        60.59        13.51        56.91        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4799 TCGA-BP-4801 
       15.78        48.95        36.53        20.38        37.25        36.95 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4965 TCGA-BP-4967 
       47.97         6.94        87.45        63.62        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 
       57.40        58.98        14.24        48.89        49.38         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       30.64        41.62        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 
       35.21        48.10        79.30         1.78        74.20        52.27 
TCGA-BP-5177 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
        9.63        49.15        38.30        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5199 
       13.35        33.24        23.47        13.41        24.62        44.55 
TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4639 
       34.95         0.95        59.84        63.25        73.22        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       83.97        49.25        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       64.27        71.87        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4889 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4897 
       30.64        63.98        50.01        24.66        27.65        59.44 
TCGA-CJ-4899 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4916 
       50.24        49.97        51.29        58.92        49.18        45.14 
TCGA-CJ-4918 TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5681 
        3.06        18.81        72.00        79.89        18.87        18.15 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6032 TCGA-CW-5581 TCGA-CW-5583 
       62.10        73.35        67.00        83.77        92.02        81.83 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 
       85.78        73.18        78.18        74.66         1.35       105.93 
TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 
      103.43        25.45         0.59        58.75        14.66        60.59 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 
       63.39        93.04         5.46        61.41        63.42        58.82 
TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
        0.82        23.74        18.44        55.33        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 
       47.01        21.76        57.21         2.40        12.69        80.19 
TCGA-CZ-5986 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       12.26        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-EU-5904 
       12.16        11.67        37.15        66.28        56.84        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 
        3.91         6.77         4.18        10.29        35.87         2.01 
TCGA-MM-A564 TCGA-MW-A4EC 
       19.96        10.85 

  9P LOSS MUTATED 9P LOSS WILD-TYPE 
             0.23              0.07 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
           109.91            120.59 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
           34.865            36.690 
[1] "0.2 - 109.9 (34.9)" "0.1 - 120.6 (36.7)"
[1] "hr=" "1.9"
D57V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  9P LOSS MUTATED        53       11        50       35
  9P LOSS WILD-TYPE     207       46        77       45
D57V3, multiclass
           clus
vv          9P LOSS MUTATED 9P LOSS WILD-TYPE
  STAGE I                53               207
  STAGE II               11                46
  STAGE III              50                77
  STAGE IV               35                45
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  9P LOSS MUTATED    56  15  73   5
  9P LOSS WILD-TYPE 209  54 106   6
D57V4, multiclass
    clus
vv   9P LOSS MUTATED 9P LOSS WILD-TYPE
  T1              56               209
  T2              15                54
  T3              73               106
  T4               5                 6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D57V5, binary
                   cls
clus                  0   1
  9P LOSS MUTATED    60   8
  9P LOSS WILD-TYPE 172  10
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED     60    8
  9P LOSS WILD-TYPE  172   10
   clus
vv  9P LOSS MUTATED 9P LOSS WILD-TYPE
  0              60               172
  1               8                10
[1] 2 2
[1] FALSE
D57V6, binary
                   cls
clus                  0   1
  9P LOSS MUTATED   109  35
  9P LOSS WILD-TYPE 309  43
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED    109   35
  9P LOSS WILD-TYPE  309   43
   clus
vv  9P LOSS MUTATED 9P LOSS WILD-TYPE
  0             109               309
  1              35                43
[1] 2 2
[1] FALSE
D57V7, binary
                   cls
clus                  0   1
  9P LOSS MUTATED    37 112
  9P LOSS WILD-TYPE 151 224
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED     37  112
  9P LOSS WILD-TYPE  151  224
        clus
vv       9P LOSS MUTATED 9P LOSS WILD-TYPE
  FEMALE              37               151
  MALE               112               224
[1] 2 2
[1] FALSE
D57V8, continuous
D57V9, continuous
D57V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  9P LOSS MUTATED       1                        10   134
  9P LOSS WILD-TYPE     7                        42   323
D57V11, multiclass
                           clus
vv                          9P LOSS MUTATED 9P LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN              10                42
  WHITE                                 134               323
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D57V12, binary
                   cls
clus                  0   1
  9P LOSS MUTATED     6 100
  9P LOSS WILD-TYPE  20 245
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED      6  100
  9P LOSS WILD-TYPE   20  245
                        clus
vv                       9P LOSS MUTATED 9P LOSS WILD-TYPE
  HISPANIC OR LATINO                   6                20
  NOT HISPANIC OR LATINO             100               245
[1] 2 2
[1] FALSE

Clustering(58) Variable = 9Q LOSS MUTATION ANALYSIS
D58V1, survival
                   sevent
clus2                 0   1
  9Q LOSS MUTATED    82  67
  9Q LOSS WILD-TYPE 272 101
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
              149               373 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
               67               101 
$`9Q LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3325 
       36.82        39.16        49.08        49.02        37.15        24.69 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3352 TCGA-A3-3372 TCGA-A3-3382 TCGA-AK-3425 
        4.50        52.93        18.44        24.16        18.87       109.91 
TCGA-AK-3426 TCGA-AK-3436 TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3456 TCGA-AS-3777 
       29.10        67.20        42.08        58.49        37.58        40.70 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        1.41         4.57         3.48        19.73         3.16        43.96 
TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4817 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 
       46.59        52.21        33.50         6.02        40.44        36.53 
TCGA-B0-4828 TCGA-B0-4836 TCGA-B0-4842 TCGA-B0-4845 TCGA-B0-4848 TCGA-B0-5094 
       10.09        40.70        56.68        65.29        29.03        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 TCGA-B0-5107 
        8.05         2.24        21.86        52.08        62.89        30.48 
TCGA-B0-5113 TCGA-B0-5116 TCGA-B0-5402 TCGA-B0-5694 TCGA-B0-5696 TCGA-B0-5701 
       11.80        21.60        14.76        15.78        56.78        56.94 
TCGA-B2-5633 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5838 TCGA-B8-4620 TCGA-B8-4622 
       11.77        21.57         0.23         5.46        25.55        23.01 
TCGA-B8-5158 TCGA-B8-5549 TCGA-B8-5551 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4167 
       20.91         6.38         0.53        90.28        32.61        89.36 
TCGA-BP-4176 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 
       64.27        74.17        62.86        31.89        11.31        12.33 
TCGA-BP-4763 TCGA-BP-4768 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4787 TCGA-BP-4797 
       41.75        13.15        68.38        11.64        15.78        36.39 
TCGA-BP-4798 TCGA-BP-4803 TCGA-BP-4960 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
       10.98         6.71        71.41        58.68        60.30        61.22 
TCGA-BP-4973 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-5000 
       45.50        31.30        25.81        43.00        45.07        18.51 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 
       36.23        28.87         6.35        30.64        62.86        74.40 
TCGA-BP-5183 TCGA-BP-5189 TCGA-BP-5191 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5201 
       42.44        27.02        31.79        33.47        19.82        31.27 
TCGA-CJ-4635 TCGA-CJ-4638 TCGA-CJ-4868 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4876 
       46.55        14.17        21.24        79.66        74.27        64.27 
TCGA-CJ-4881 TCGA-CJ-4888 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4895 TCGA-CJ-4900 
       66.21        51.52        68.55        26.93        39.45        56.35 
TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4920 
       47.67        49.28        50.33        54.48        38.56         4.57 
TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5682 
       63.88        84.66        25.71        22.32        25.25        61.91 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 
       53.26        60.99        53.42        75.58        62.66         7.36 
TCGA-CW-5580 TCGA-CW-5584 TCGA-CW-5588 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4857 
       64.57         5.39        66.31        83.90        18.77        47.08 
TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-5452 TCGA-CZ-5456 TCGA-CZ-5461 TCGA-CZ-5462 
       69.21         6.77        58.82        56.28        10.85        10.22 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 
       47.54        22.52        31.10        67.96        65.65        14.63 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-G6-A8L7 TCGA-MM-A563 TCGA-MM-A84U 
       23.90        66.02        70.13        19.43        15.25 

$`9Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3320 
       12.66        12.16        47.21         0.53        24.16        49.58 
TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       48.59        36.36        38.99        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 TCGA-A3-3358 
       34.29        31.07        45.53        29.92        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 
       53.29        43.20        55.76        20.71        18.64        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
       11.18        10.62        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 
       60.92        72.07        68.61        57.37        46.78        48.36 
TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3458 
       40.01        48.69        45.93        28.73        22.45        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4693 
       31.27        28.04        12.13         1.41         3.32         2.53 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        5.98         2.14         6.64         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4823 TCGA-B0-4824 
        0.59         5.52        45.07        16.77        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       29.10        78.44        68.71        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 
        6.71        11.64        10.29        39.45        26.07         2.27 
TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 
       36.85        70.52        20.94        43.30        11.24        11.90 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5099 TCGA-B0-5102 
        7.30        25.32        18.51        15.09        15.95        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 
       90.48        52.54        29.95        19.30        35.90        26.20 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5697 
       79.17       112.80        48.89       101.13        46.68        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       84.92        90.12        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       10.36        32.98        16.67         9.57         5.75         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 
       27.16        27.55        25.05        24.66        17.19        25.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       16.60        14.27        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4162 
       16.27        14.17       111.02        85.51        94.72       101.06 
TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       93.34        99.85         0.43        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       61.78        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       93.99        18.48        52.24        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.23        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 
       77.62         5.98        44.15        71.80        48.07        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4799 TCGA-BP-4801 
       60.95        48.95        36.53        20.38        37.25        36.95 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4965 TCGA-BP-4967 
       47.97         6.94        87.45        63.62        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 
       57.40        58.98        14.24        48.89        49.38         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       30.64        41.62        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 
       35.21        48.10        79.30         1.78        74.20        52.27 
TCGA-BP-5177 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
        9.63        49.15        38.30        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5199 
       13.35        33.24        23.47        13.41        24.62        44.55 
TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4639 
       34.95         0.95        59.84        63.25        73.22        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4869 
       65.69        54.61        53.52        58.95        11.05        83.97 
TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4882 
       49.25        47.18        75.06        77.36        71.87        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4889 TCGA-CJ-4892 
       57.83        69.86        64.18        30.64        63.98        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4902 TCGA-CJ-4903 
       24.66        27.65        59.44        50.24        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4923 TCGA-CJ-5672 
       58.92        49.18        45.14         3.06        18.81        72.00 
TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       79.89        18.87        18.15        62.10        73.35        67.00 
TCGA-CJ-6032 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       83.77        92.02        81.83        85.78        73.18        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4854 
       74.66         1.35       105.93       103.43        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
        0.59        58.75        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
        5.46        61.41        63.42         0.82        23.74        18.44 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5463 TCGA-CZ-5464 
       55.33        56.94        55.33        47.01        21.76        57.21 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5988 
        2.40         1.94        12.69        80.19        12.26        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       37.15        66.28        56.84        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A564 
        4.18         7.96        10.29        35.87         2.01        19.96 
TCGA-MW-A4EC 
       10.85 

  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
             0.23              0.07 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
           109.91            120.59 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
            36.53             36.07 
[1] "0.2 - 109.9 (36.5)" "0.1 - 120.6 (36.1)"
[1] "hr=" "1.8"
D58V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  9Q LOSS MUTATED        50       14        52       34
  9Q LOSS WILD-TYPE     210       43        75       46
D58V3, multiclass
           clus
vv          9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  STAGE I                50               210
  STAGE II               14                43
  STAGE III              52                75
  STAGE IV               34                46
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  9Q LOSS MUTATED    52  18  76   4
  9Q LOSS WILD-TYPE 213  51 103   7
D58V4, multiclass
    clus
vv   9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  T1              52               213
  T2              18                51
  T3              76               103
  T4               4                 7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D58V5, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED    63   8
  9Q LOSS WILD-TYPE 169  10
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED     63    8
  9Q LOSS WILD-TYPE  169   10
   clus
vv  9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  0              63               169
  1               8                10
[1] 2 2
[1] FALSE
D58V6, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED   111  34
  9Q LOSS WILD-TYPE 307  44
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED    111   34
  9Q LOSS WILD-TYPE  307   44
   clus
vv  9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  0             111               307
  1              34                44
[1] 2 2
[1] FALSE
D58V7, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED    37 113
  9Q LOSS WILD-TYPE 151 223
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED     37  113
  9Q LOSS WILD-TYPE  151  223
        clus
vv       9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  FEMALE              37               151
  MALE               113               223
[1] 2 2
[1] FALSE
D58V8, continuous
D58V9, continuous
D58V10, continuous
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  9Q LOSS MUTATED       1                        10   135
  9Q LOSS WILD-TYPE     7                        42   322
D58V11, multiclass
                           clus
vv                          9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN              10                42
  WHITE                                 135               322
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D58V12, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED     8  99
  9Q LOSS WILD-TYPE  18 246
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED      8   99
  9Q LOSS WILD-TYPE   18  246
                        clus
vv                       9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   8                18
  NOT HISPANIC OR LATINO              99               246
[1] 2 2
[1] FALSE

Clustering(59) Variable = 10P LOSS MUTATION ANALYSIS
D59V1, survival
                    sevent
clus2                  0   1
  10P LOSS MUTATED    44  23
  10P LOSS WILD-TYPE 310 145
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                67                455 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                23                145 
$`10P LOSS MUTATED`
TCGA-A3-3346 TCGA-A3-3352 TCGA-A3-3374 TCGA-A3-3380 TCGA-A3-A6NN TCGA-AK-3433 
        4.50        18.44        43.20        18.64         0.10        72.07 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3458 TCGA-AK-3461 TCGA-AK-3465 TCGA-B0-4688 
       57.37        46.78        38.40        28.04        12.13         3.32 
TCGA-B0-4696 TCGA-B0-4699 TCGA-B0-4712 TCGA-B0-4811 TCGA-B0-4819 TCGA-B0-4828 
       28.47         3.62        43.96        46.59         6.02        10.09 
TCGA-B0-4843 TCGA-B0-4845 TCGA-B0-5117 TCGA-B2-3923 TCGA-B2-5641 TCGA-B4-5835 
       11.64        65.29        17.59        32.61        21.57         0.53 
TCGA-B8-4143 TCGA-B8-5549 TCGA-B8-5550 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4166 
       23.31         6.38        14.27        90.28        32.61         0.43 
TCGA-BP-4334 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4770 TCGA-BP-4775 
       21.21        62.86        31.89        11.31        10.82        60.59 
TCGA-BP-4797 TCGA-BP-4803 TCGA-BP-4960 TCGA-BP-4973 TCGA-BP-4985 TCGA-BP-4994 
       36.39         6.71        71.41        45.50        31.30        43.00 
TCGA-BP-5169 TCGA-BP-5173 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5201 TCGA-CJ-4635 
        6.35         1.78        33.47        19.82        31.27        46.55 
TCGA-CJ-4874 TCGA-CJ-4882 TCGA-CJ-4893 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4907 
       75.06        61.91        24.66        59.44        47.67        49.28 
TCGA-CJ-4923 TCGA-CJ-5676 TCGA-CW-6090 TCGA-CZ-4860 TCGA-CZ-5457 TCGA-CZ-5460 
       18.81        84.66        83.90         6.77        55.33        47.01 
TCGA-CZ-5465 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-DV-5566 TCGA-EU-5907 
       47.54        31.10        12.69        80.19        45.96         4.18 
TCGA-G6-A8L8 
       35.87 

$`10P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 
       34.29        31.07        52.93        45.53        29.92        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3382 
       74.76        24.16        53.29        55.76        20.71        18.87 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A8CQ 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3444 
       66.31        15.78        60.92        68.61        67.20        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       42.08        40.01        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3460 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4690 
       22.45        37.58        31.27        40.70         1.41         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 
        4.57         2.53         3.48        19.00         1.38        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4713 
        7.82         5.98         2.14        19.73         3.16         6.64 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 
        3.25        20.25        15.72         0.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       45.07        33.50        16.77        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       54.48        29.10        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4844 TCGA-B0-4846 
       27.42        53.88         6.71        56.68        10.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       29.95        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       89.49        61.32        97.41        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR 
       21.30        31.30        11.77        10.36        32.98        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5838 
        9.57         5.75         0.23         1.25         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.36         0.23        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       16.60         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4162 
       16.27        14.17       111.02        85.51        94.72       101.06 
TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       93.34        99.85        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 
       27.78        62.07        80.68        37.25        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 
       93.99        18.48        52.24        74.17        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       44.94        12.23        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        13.15        61.68         5.33        61.97 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 
       48.95        36.53        20.38        10.98        37.25        36.95 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
       47.97         6.94        87.45        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       48.89        49.38         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 
       36.07        33.34        46.45        25.81        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 
        3.88        46.45        16.47         5.82        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 
       41.62        18.51        38.70        37.02        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5174 
       35.21        36.23        28.87        48.10        79.30        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       30.64        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 TCGA-CJ-4637 
       44.55        34.95         0.95        59.84        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 
       11.05        21.24        83.97        49.25        79.66        47.18 
TCGA-CJ-4873 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4884 
       74.27        77.36        64.27        71.87        66.21        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 
       26.93        50.01        27.65        39.45        50.24        56.35 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 
       49.97        51.29        58.92        49.18        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 
       38.56        45.14         3.06         4.57        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       79.89        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 TCGA-CW-6097 
       78.18        74.66         1.35       105.93       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 
       14.66        60.59        63.39        93.04         5.46        61.41 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 
       56.94        55.33        10.85        10.22        21.76        57.21 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       22.52         2.40         1.94        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5567 TCGA-DV-5568 
       14.63        22.78        62.63        43.69        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
       18.12         3.91         6.77         7.96        10.29        70.13 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
        2.01        19.43        19.96        15.25        10.85 

  10P LOSS MUTATED 10P LOSS WILD-TYPE 
              0.10               0.07 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
             90.28             120.59 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
             31.30              36.95 
[1] "0.1 - 90.3 (31.3)"  "0.1 - 120.6 (37.0)"
[1] "hr=" "1.3"
D59V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  10P LOSS MUTATED        25        6        23       13
  10P LOSS WILD-TYPE     235       51       104       67
D59V3, multiclass
           clus
vv          10P LOSS MUTATED 10P LOSS WILD-TYPE
  STAGE I                 25                235
  STAGE II                 6                 51
  STAGE III               23                104
  STAGE IV                13                 67
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  10P LOSS MUTATED    25   7  31   4
  10P LOSS WILD-TYPE 240  62 148   7
D59V4, multiclass
    clus
vv   10P LOSS MUTATED 10P LOSS WILD-TYPE
  T1               25                240
  T2                7                 62
  T3               31                148
  T4                4                  7
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D59V5, binary
                    cls
clus                   0   1
  10P LOSS MUTATED    30   0
  10P LOSS WILD-TYPE 202  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED     30    0
  10P LOSS WILD-TYPE  202   18
   clus
vv  10P LOSS MUTATED 10P LOSS WILD-TYPE
  0               30                202
  1                0                 18
[1] 2 2
[1] FALSE
D59V6, binary
                    cls
clus                   0   1
  10P LOSS MUTATED    53  12
  10P LOSS WILD-TYPE 365  66
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED     53   12
  10P LOSS WILD-TYPE  365   66
   clus
vv  10P LOSS MUTATED 10P LOSS WILD-TYPE
  0               53                365
  1               12                 66
[1] 2 2
[1] FALSE
D59V7, binary
                    cls
clus                   0   1
  10P LOSS MUTATED    20  47
  10P LOSS WILD-TYPE 168 289
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED     20   47
  10P LOSS WILD-TYPE  168  289
        clus
vv       10P LOSS MUTATED 10P LOSS WILD-TYPE
  FEMALE               20                168
  MALE                 47                289
[1] 2 2
[1] FALSE
D59V8, continuous
D59V9, continuous
D59V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  10P LOSS MUTATED       0                         5    59
  10P LOSS WILD-TYPE     8                        47   398
D59V11, multiclass
                           clus
vv                          10P LOSS MUTATED 10P LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                5                 47
  WHITE                                   59                398
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D59V12, binary
                    cls
clus                   0   1
  10P LOSS MUTATED     5  39
  10P LOSS WILD-TYPE  21 306
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED      5   39
  10P LOSS WILD-TYPE   21  306
                        clus
vv                       10P LOSS MUTATED 10P LOSS WILD-TYPE
  HISPANIC OR LATINO                    5                 21
  NOT HISPANIC OR LATINO               39                306
[1] 2 2
[1] FALSE

Clustering(60) Variable = 10Q LOSS MUTATION ANALYSIS
D60V1, survival
                    sevent
clus2                  0   1
  10Q LOSS MUTATED    59  30
  10Q LOSS WILD-TYPE 295 138
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                89                433 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                30                138 
$`10Q LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-3331 TCGA-A3-3346 TCGA-A3-3352 TCGA-A3-3374 TCGA-A3-3380 
       49.08        48.82         4.50        18.44        43.20        18.64 
TCGA-A3-A6NN TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3458 TCGA-AK-3461 
        0.10        72.07        57.37        46.78        38.40        28.04 
TCGA-AK-3465 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4696 TCGA-B0-4699 TCGA-B0-4712 
       12.13         3.32         1.41        28.47         3.62        43.96 
TCGA-B0-4718 TCGA-B0-4811 TCGA-B0-4819 TCGA-B0-4828 TCGA-B0-4836 TCGA-B0-4837 
       20.25        46.59         6.02        10.09        40.70        45.30 
TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-5099 TCGA-B0-5117 TCGA-B0-5402 
       11.64        10.29        65.29        15.95        17.59        14.76 
TCGA-B0-5703 TCGA-B0-5706 TCGA-B2-3923 TCGA-B2-5641 TCGA-B4-5835 TCGA-B4-5838 
       39.55        79.36        32.61        21.57         0.53         5.46 
TCGA-B8-4143 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-A7U6 TCGA-BP-4161 TCGA-BP-4164 
       23.31         6.38        14.27        16.27        90.28        32.61 
TCGA-BP-4166 TCGA-BP-4329 TCGA-BP-4334 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4351 
        0.43        27.78        21.21        74.17        62.86        31.89 
TCGA-BP-4766 TCGA-BP-4770 TCGA-BP-4775 TCGA-BP-4797 TCGA-BP-4803 TCGA-BP-4960 
       48.07        10.82        60.59        36.39         6.71        71.41 
TCGA-BP-4973 TCGA-BP-4985 TCGA-BP-4994 TCGA-BP-5169 TCGA-BP-5173 TCGA-BP-5180 
       45.50        31.30        43.00         6.35         1.78        74.40 
TCGA-BP-5185 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5201 TCGA-CJ-4635 TCGA-CJ-4642 
       37.22        33.47        19.82        31.27        46.55        53.52 
TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4882 TCGA-CJ-4893 TCGA-CJ-4897 TCGA-CJ-4901 
       47.18        75.06        61.91        24.66        59.44        47.67 
TCGA-CJ-4907 TCGA-CJ-4923 TCGA-CJ-5676 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-6090 
       49.28        18.81        84.66        83.77         7.36        83.90 
TCGA-CZ-4860 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5465 TCGA-CZ-5469 TCGA-CZ-5470 
        6.77        55.33        47.01        47.54        31.10        12.69 
TCGA-CZ-5982 TCGA-DV-5565 TCGA-DV-5566 TCGA-EU-5907 TCGA-G6-A8L8 
       80.19        43.69        45.96         4.18        35.87 

$`10Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       38.99        24.69        37.38        21.86        34.29        31.07 
TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 
       52.93        45.53        29.92        88.37        42.97        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 
       51.25        10.49        28.70        74.63        74.76        24.16 
TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       53.29        55.76        20.71        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       20.28        15.39        22.65         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       60.92        68.61        67.20        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3460 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       31.27        40.70         1.41         4.57         2.53         3.48 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
       19.00         1.38        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4810 TCGA-B0-4813 
       19.73         3.16         6.64         3.25        15.72         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4821 
        5.52        52.21        45.07        33.50        16.77        40.44 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 
       36.53        14.93        54.48        29.10        78.44        68.71 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4846 TCGA-B0-4847 
       27.42        53.88         6.71        56.68        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       11.24        11.90         7.30        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 
       10.95         8.05         2.24        21.86        52.08        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       90.87        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 
       35.90        11.80        26.20        21.60         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       18.21        21.44        37.22        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5705 TCGA-B0-5709 TCGA-B0-5710 
       90.12        56.94        52.77       120.59       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 
       96.36        89.49        61.32        97.41        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 
       16.67         9.57         5.75         0.23         1.25         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.36         0.23        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       16.60         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4162 TCGA-BP-4163 
       14.17       111.02        85.51        94.72       101.06        93.34 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       99.85        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4330 
       64.27        54.90        97.45        53.42         3.58        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       80.68        37.25        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4352 
       52.24        54.77        49.08        44.94        12.23        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4768 
       77.62         5.98        44.15        41.75        71.80        13.15 
TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
       61.68         5.33        61.97        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       10.98        37.25        36.95        47.97         6.94        87.45 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 
       57.40        58.98        14.24        48.89        49.38         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
        5.82        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
       48.10        79.30        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 
       62.86        49.15        38.30        42.44        37.25        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 
       24.62        44.55        34.95         0.95        59.84        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4643 
       73.22        14.17        75.88        65.69        54.61        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4873 
       11.05        21.24        83.97        49.25        79.66        74.27 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4884 TCGA-CJ-4885 
       77.36        64.27        71.87        66.21        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 
       50.01        27.65        39.45        50.24        56.35        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       51.29        58.92        49.18        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
       45.14         3.06         4.57        63.88        72.00        79.89 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       75.58        62.66        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
       85.78        73.18        66.31        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
      105.93       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       47.08        69.21        58.75        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 
       23.74        18.44        56.28        56.94        55.33        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       10.22        21.76        57.21        22.52         2.40         1.94 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC 
       23.90        66.02        18.12         3.91         6.77         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       10.29        70.13         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
              0.10               0.07 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
             90.28             120.59 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
             32.61              36.82 
[1] "0.1 - 90.3 (32.6)"  "0.1 - 120.6 (36.8)"
[1] "hr=" "1.2"
D60V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  10Q LOSS MUTATED        34       11        27       17
  10Q LOSS WILD-TYPE     226       46       100       63
D60V3, multiclass
           clus
vv          10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  STAGE I                 34                226
  STAGE II                11                 46
  STAGE III               27                100
  STAGE IV                17                 63
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  10Q LOSS MUTATED    34  12  37   6
  10Q LOSS WILD-TYPE 231  57 142   5
D60V4, multiclass
    clus
vv   10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  T1               34                231
  T2               12                 57
  T3               37                142
  T4                6                  5
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D60V5, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED    38   1
  10Q LOSS WILD-TYPE 194  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED     38    1
  10Q LOSS WILD-TYPE  194   17
   clus
vv  10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  0               38                194
  1                1                 17
[1] 2 2
[1] FALSE
D60V6, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED    71  15
  10Q LOSS WILD-TYPE 347  63
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED     71   15
  10Q LOSS WILD-TYPE  347   63
   clus
vv  10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  0               71                347
  1               15                 63
[1] 2 2
[1] FALSE
D60V7, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED    25  64
  10Q LOSS WILD-TYPE 163 272
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED     25   64
  10Q LOSS WILD-TYPE  163  272
        clus
vv       10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  FEMALE               25                163
  MALE                 64                272
[1] 2 2
[1] FALSE
D60V8, continuous
D60V9, continuous
D60V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  10Q LOSS MUTATED       0                         6    80
  10Q LOSS WILD-TYPE     8                        46   377
D60V11, multiclass
                           clus
vv                          10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                6                 46
  WHITE                                   80                377
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D60V12, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED     6  54
  10Q LOSS WILD-TYPE  20 291
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED      6   54
  10Q LOSS WILD-TYPE   20  291
                        clus
vv                       10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    6                 20
  NOT HISPANIC OR LATINO               54                291
[1] 2 2
[1] FALSE

Clustering(61) Variable = 11P LOSS MUTATION ANALYSIS
D61V1, survival
                    sevent
clus2                  0   1
  11P LOSS MUTATED     9   9
  11P LOSS WILD-TYPE 345 159
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                18                504 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                 9                159 
$`11P LOSS MUTATED`
TCGA-A3-3316 TCGA-AK-3465 TCGA-B0-4696 TCGA-B0-4707 TCGA-B0-4819 TCGA-B0-4822 
       49.08        12.13        28.47        19.73         6.02        36.53 
TCGA-B0-5084 TCGA-B0-5702 TCGA-B2-5641 TCGA-B4-5838 TCGA-BP-4352 TCGA-BP-4768 
        7.30        52.77        21.57         5.46        11.31        13.15 
TCGA-BP-4985 TCGA-BP-5173 TCGA-BP-5201 TCGA-CW-5588 TCGA-CZ-5465 TCGA-CZ-5469 
       31.30         1.78        31.27        66.31        47.54        31.10 

$`11P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       40.70         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
        3.48        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 
        5.98         2.14         3.16        43.96         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 
       20.25        15.72        46.59         0.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4821 TCGA-B0-4823 TCGA-B0-4824 
       45.07        33.50        16.77        40.44        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 
       70.52        20.94        43.30        11.24        11.90        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       56.94        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       32.98        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 
       93.34        32.61        99.85         0.43        89.36        23.05 
TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 
       77.03        62.24        61.78        64.27        54.90        97.45 
TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 
       53.42         3.58        27.78        62.07        80.68        37.25 
TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       21.21        15.16         0.07        93.99        18.48        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       31.89        12.33        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       16.47         5.82        43.00        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 
       36.23        28.87        48.10         6.35        79.30        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       30.64        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 
       33.47        19.82        44.55        34.95         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 
       81.83         5.39        85.78        73.18        78.18        74.66 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
        1.35       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 
       46.16         0.59        47.08        69.21        58.75         6.77 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 
       14.66        60.59        63.39        93.04         5.46        61.41 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       55.33        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 
       21.76        57.21        22.52         2.40         1.94        12.69 
TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 
       80.19        67.96        65.65        12.26        14.63        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 
        3.91         6.77         4.18         7.96        10.29        70.13 
TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       35.87         2.01        19.43        19.96        15.25        10.85 

  11P LOSS MUTATED 11P LOSS WILD-TYPE 
              1.78               0.07 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
             66.31             120.59 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
             25.02              36.90 
[1] "1.8 - 66.3 (25.0)"  "0.1 - 120.6 (36.9)"
[1] "hr=" "2.4"
D61V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  11P LOSS MUTATED         6        3         5        4
  11P LOSS WILD-TYPE     254       54       122       76
D61V3, multiclass
           clus
vv          11P LOSS MUTATED 11P LOSS WILD-TYPE
  STAGE I                  6                254
  STAGE II                 3                 54
  STAGE III                5                122
  STAGE IV                 4                 76
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  11P LOSS MUTATED     6   3   9   0
  11P LOSS WILD-TYPE 259  66 170  11
D61V4, multiclass
    clus
vv   11P LOSS MUTATED 11P LOSS WILD-TYPE
  T1                6                259
  T2                3                 66
  T3                9                170
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D61V5, binary
                    cls
clus                   0   1
  11P LOSS MUTATED     8   2
  11P LOSS WILD-TYPE 224  16
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED      8    2
  11P LOSS WILD-TYPE  224   16
   clus
vv  11P LOSS MUTATED 11P LOSS WILD-TYPE
  0                8                224
  1                2                 16
[1] 2 2
[1] FALSE
D61V6, binary
                    cls
clus                   0   1
  11P LOSS MUTATED    14   4
  11P LOSS WILD-TYPE 404  74
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED     14    4
  11P LOSS WILD-TYPE  404   74
   clus
vv  11P LOSS MUTATED 11P LOSS WILD-TYPE
  0               14                404
  1                4                 74
[1] 2 2
[1] FALSE
D61V7, binary
                    cls
clus                   0   1
  11P LOSS MUTATED     6  12
  11P LOSS WILD-TYPE 182 324
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED      6   12
  11P LOSS WILD-TYPE  182  324
        clus
vv       11P LOSS MUTATED 11P LOSS WILD-TYPE
  FEMALE                6                182
  MALE                 12                324
[1] 2 2
[1] FALSE
D61V8, continuous
D61V9, continuous
D61V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  11P LOSS MUTATED       0                         1    16
  11P LOSS WILD-TYPE     8                        51   441
D61V11, multiclass
                           clus
vv                          11P LOSS MUTATED 11P LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   16                441
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D61V12, binary
                    cls
clus                   0   1
  11P LOSS MUTATED     0  13
  11P LOSS WILD-TYPE  26 332
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED      0   13
  11P LOSS WILD-TYPE   26  332
                        clus
vv                       11P LOSS MUTATED 11P LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               13                332
[1] 2 2
[1] FALSE

Clustering(62) Variable = 11Q LOSS MUTATION ANALYSIS
D62V1, survival
                    sevent
clus2                  0   1
  11Q LOSS MUTATED    12  11
  11Q LOSS WILD-TYPE 342 157
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                23                499 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                11                157 
$`11Q LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-3346 TCGA-AK-3425 TCGA-AK-3465 TCGA-B0-4696 TCGA-B0-4707 
       49.08         4.50       109.91        12.13        28.47        19.73 
TCGA-B0-4819 TCGA-B0-4822 TCGA-B0-5084 TCGA-B0-5702 TCGA-B2-5641 TCGA-B4-5832 
        6.02        36.53         7.30        52.77        21.57         0.23 
TCGA-B4-5838 TCGA-BP-4352 TCGA-BP-4768 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-5173 
        5.46        11.31        13.15        31.30        25.81         1.78 
TCGA-BP-5201 TCGA-CW-5588 TCGA-CZ-5465 TCGA-CZ-5468 TCGA-CZ-5469 
       31.27        66.31        47.54         1.94        31.10 

$`11Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
       31.07        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.76        24.16        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3426 
       22.65         0.10         0.10        11.18        10.62        29.10 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 
       84.36        73.08        66.31        15.78        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       68.61        67.20        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       40.01        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3777 TCGA-AS-3778 
       37.58        38.40        31.27        28.04        40.70         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 
        3.32         1.41         4.57         2.53         3.48        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4821 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       16.77        40.44        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       43.30        11.24        11.90        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       10.95         8.05         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 
       19.30        35.90        11.80        26.20        21.60        17.59 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5703 
       56.78        60.33        84.92        90.12        56.94        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR 
       21.30        31.30        11.77        10.36        32.98        16.67 
TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 
        9.57         5.75         1.25         0.53         4.64         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 
       94.72        90.28       101.06        93.34        32.61        99.85 
TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
        0.43        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       93.99        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 
       49.08        44.94        12.23        31.89        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 
       44.15        41.75        71.80        48.07        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4987 TCGA-BP-4988 
       14.93        36.07        33.34        46.45        36.95        27.22 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 
        3.88        46.45        16.47         5.82        43.00        45.07 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 
       79.30        74.20        30.64        52.27         9.63        62.86 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 
       13.41        24.62        33.47        19.82        44.55        34.95 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       59.44        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
       18.44        56.28        55.33        56.94        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 
       10.85        10.22        21.76        57.21        22.52         2.40 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
              0.23               0.07 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
            109.91             120.59 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
             21.57              36.95 
[1] "0.2 - 109.9 (21.6)" "0.1 - 120.6 (37.0)"
[1] "hr=" "2.3"
D62V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  11Q LOSS MUTATED         9        3         6        5
  11Q LOSS WILD-TYPE     251       54       121       75
D62V3, multiclass
           clus
vv          11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  STAGE I                  9                251
  STAGE II                 3                 54
  STAGE III                6                121
  STAGE IV                 5                 75
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  11Q LOSS MUTATED     9   3  11   0
  11Q LOSS WILD-TYPE 256  66 168  11
D62V4, multiclass
    clus
vv   11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  T1                9                256
  T2                3                 66
  T3               11                168
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D62V5, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED    11   2
  11Q LOSS WILD-TYPE 221  16
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED     11    2
  11Q LOSS WILD-TYPE  221   16
   clus
vv  11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  0               11                221
  1                2                 16
[1] 2 2
[1] FALSE
D62V6, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED    18   5
  11Q LOSS WILD-TYPE 400  73
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED     18    5
  11Q LOSS WILD-TYPE  400   73
   clus
vv  11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  0               18                400
  1                5                 73
[1] 2 2
[1] FALSE
D62V7, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED     6  17
  11Q LOSS WILD-TYPE 182 319
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED      6   17
  11Q LOSS WILD-TYPE  182  319
        clus
vv       11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  FEMALE                6                182
  MALE                 17                319
[1] 2 2
[1] FALSE
D62V8, continuous
D62V9, continuous
D62V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  11Q LOSS MUTATED       0                         1    21
  11Q LOSS WILD-TYPE     8                        51   436
D62V11, multiclass
                           clus
vv                          11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   21                436
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D62V12, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED     1  16
  11Q LOSS WILD-TYPE  25 329
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED      1   16
  11Q LOSS WILD-TYPE   25  329
                        clus
vv                       11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               16                329
[1] 2 2
[1] FALSE

Clustering(63) Variable = 12P LOSS MUTATION ANALYSIS
D63V1, survival
                    sevent
clus2                  0   1
  12P LOSS MUTATED     3   0
  12P LOSS WILD-TYPE 351 168
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                 3                519 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                 0                168 
$`12P LOSS MUTATED`
TCGA-BP-4166 TCGA-BP-4775 TCGA-CZ-5457 
        0.43        60.59        55.33 

$`12P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       15.78        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       28.04        12.13        40.70         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 
        4.57         2.53         3.48        28.47        19.00         1.38 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
        3.62        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
       21.86        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 
       52.54        30.48        29.95        19.30        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       26.20        21.60        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 
        5.75         0.23         1.25         0.53         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
       99.85        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       64.27        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 
       62.07        80.68        37.25        21.21        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       93.99        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 
       49.08        44.94        12.23        31.89        11.31        12.33 
TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 
       33.99        31.33        12.30        72.59        77.98        77.62 
TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 
        5.98        44.15        41.75        71.80        48.07        13.15 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 
       61.68        10.82         5.33        61.97        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       20.38        36.39        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 
       53.65        14.93        36.07        33.34        46.45        31.30 
TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 
       25.81        36.95        27.22         3.88        46.45        16.47 
TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 
        5.82        43.00        45.07        30.64        41.62        18.51 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       30.64        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       50.24        56.35        47.67        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       49.18        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       18.44        56.28        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 
        1.94        31.10        12.69        80.19        67.96        65.65 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       12.26        14.63        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  12P LOSS MUTATED 12P LOSS WILD-TYPE 
              0.43               0.07 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
             60.59             120.59 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
             55.33              36.36 
[1] "0.4 - 60.6 (55.3)"  "0.1 - 120.6 (36.4)"
[1] "hr="     "3300000"
D63V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  12P LOSS MUTATED         1        0         2        0
  12P LOSS WILD-TYPE     259       57       125       80
D63V3, multiclass
           clus
vv          12P LOSS MUTATED 12P LOSS WILD-TYPE
  STAGE I                  1                259
  STAGE II                 0                 57
  STAGE III                2                125
  STAGE IV                 0                 80
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  12P LOSS MUTATED     1   0   2   0
  12P LOSS WILD-TYPE 264  69 177  11
D63V4, multiclass
    clus
vv   12P LOSS MUTATED 12P LOSS WILD-TYPE
  T1                1                264
  T2                0                 69
  T3                2                177
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D63V5, binary
                    cls
clus                   0   1
  12P LOSS MUTATED     1   0
  12P LOSS WILD-TYPE 231  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED      1    0
  12P LOSS WILD-TYPE  231   18
   clus
vv  12P LOSS MUTATED 12P LOSS WILD-TYPE
  0                1                231
  1                0                 18
[1] 2 2
[1] FALSE
D63V6, binary
                    cls
clus                   0   1
  12P LOSS MUTATED     3   0
  12P LOSS WILD-TYPE 415  78
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED      3    0
  12P LOSS WILD-TYPE  415   78
   clus
vv  12P LOSS MUTATED 12P LOSS WILD-TYPE
  0                3                415
  1                0                 78
[1] 2 2
[1] FALSE
D63V7, binary
                    cls
clus                   0   1
  12P LOSS MUTATED     1   2
  12P LOSS WILD-TYPE 187 334
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED      1    2
  12P LOSS WILD-TYPE  187  334
        clus
vv       12P LOSS MUTATED 12P LOSS WILD-TYPE
  FEMALE                1                187
  MALE                  2                334
[1] 2 2
[1] FALSE
D63V8, continuous
[1] "Remove cluster labels:" "12P LOSS MUTATED"      
clus
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                 1                 43 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4860 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-CZ-4861         TCGA-CZ-4862         TCGA-CZ-5456 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-CZ-5465         TCGA-CZ-5469         TCGA-CZ-5982 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" "12P LOSS WILD-TYPE" 
        TCGA-G6-A8L8 
"12P LOSS WILD-TYPE" 
D63V9, continuous
D63V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  12P LOSS MUTATED       0                         0     3
  12P LOSS WILD-TYPE     8                        52   454
D63V11, multiclass
                           clus
vv                          12P LOSS MUTATED 12P LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                    3                454
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D63V12, binary
                    cls
clus                   0   1
  12P LOSS MUTATED     0   1
  12P LOSS WILD-TYPE  26 344
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED      0    1
  12P LOSS WILD-TYPE   26  344
                        clus
vv                       12P LOSS MUTATED 12P LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO                1                344
[1] 2 2
[1] FALSE

Clustering(64) Variable = 12Q LOSS MUTATION ANALYSIS
D64V1, survival
                    sevent
clus2                  0   1
  12Q LOSS MUTATED     3   1
  12Q LOSS WILD-TYPE 351 167
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                 4                518 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                 1                167 
$`12Q LOSS MUTATED`
TCGA-B0-5095 TCGA-BP-4166 TCGA-BP-4775 TCGA-CZ-5457 
        8.05         0.43        60.59        55.33 

$`12Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       15.78        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       28.04        12.13        40.70         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 
        4.57         2.53         3.48        28.47        19.00         1.38 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
        3.62        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 
       25.32        18.51        15.09        10.95         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 
        0.23         1.25         0.53         4.64         5.46         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 
       94.72        90.28       101.06        93.34        32.61        99.85 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       44.94        12.23        31.89        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
       10.82         5.33        61.97        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       56.28        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       21.76        57.21        47.54        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
              0.43               0.07 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
             60.59             120.59 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
            31.690             36.375 
[1] "0.4 - 60.6 (31.7)"  "0.1 - 120.6 (36.4)"
[1] "hr=" "1"  
D64V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  12Q LOSS MUTATED         1        0         3        0
  12Q LOSS WILD-TYPE     259       57       124       80
D64V3, multiclass
           clus
vv          12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  STAGE I                  1                259
  STAGE II                 0                 57
  STAGE III                3                124
  STAGE IV                 0                 80
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  12Q LOSS MUTATED     1   0   3   0
  12Q LOSS WILD-TYPE 264  69 176  11
D64V4, multiclass
    clus
vv   12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  T1                1                264
  T2                0                 69
  T3                3                176
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D64V5, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED     2   0
  12Q LOSS WILD-TYPE 230  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED      2    0
  12Q LOSS WILD-TYPE  230   18
   clus
vv  12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  0                2                230
  1                0                 18
[1] 2 2
[1] FALSE
D64V6, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED     4   0
  12Q LOSS WILD-TYPE 414  78
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED      4    0
  12Q LOSS WILD-TYPE  414   78
   clus
vv  12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  0                4                414
  1                0                 78
[1] 2 2
[1] FALSE
D64V7, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED     1   3
  12Q LOSS WILD-TYPE 187 333
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED      1    3
  12Q LOSS WILD-TYPE  187  333
        clus
vv       12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  FEMALE                1                187
  MALE                  3                333
[1] 2 2
[1] FALSE
D64V8, continuous
[1] "Remove cluster labels:" "12Q LOSS MUTATED"      
clus
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                 1                 43 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4860 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-CZ-4861         TCGA-CZ-4862         TCGA-CZ-5456 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-CZ-5465         TCGA-CZ-5469         TCGA-CZ-5982 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" "12Q LOSS WILD-TYPE" 
        TCGA-G6-A8L8 
"12Q LOSS WILD-TYPE" 
D64V9, continuous
D64V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  12Q LOSS MUTATED       0                         0     4
  12Q LOSS WILD-TYPE     8                        52   453
D64V11, multiclass
                           clus
vv                          12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                    4                453
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D64V12, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED     0   2
  12Q LOSS WILD-TYPE  26 343
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED      0    2
  12Q LOSS WILD-TYPE   26  343
                        clus
vv                       12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO                2                343
[1] 2 2
[1] FALSE

Clustering(65) Variable = 13Q LOSS MUTATION ANALYSIS
D65V1, survival
                    sevent
clus2                  0   1
  13Q LOSS MUTATED    37  33
  13Q LOSS WILD-TYPE 317 135
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                70                452 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                33                135 
$`13Q LOSS MUTATED`
TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3370 TCGA-A3-3374 TCGA-AK-3426 
       37.15         4.50        52.93        74.76        43.20        29.10 
TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3445 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4688 
       72.07        57.37        42.08        12.13        40.70         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4696 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 
        1.41         4.57        28.47         1.38         3.62        19.73 
TCGA-B0-4712 TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
       43.96        52.21         6.02        15.09        10.95         8.05 
TCGA-B0-5113 TCGA-B0-5117 TCGA-B0-5696 TCGA-B4-5832 TCGA-B4-5835 TCGA-B4-5838 
       11.80        17.59        56.78         0.23         0.53         5.46 
TCGA-B8-5163 TCGA-B8-5549 TCGA-BP-4167 TCGA-BP-4334 TCGA-BP-4338 TCGA-BP-4343 
       27.02         6.38        89.36        21.21        93.99        62.86 
TCGA-BP-4352 TCGA-BP-4354 TCGA-BP-4768 TCGA-BP-4770 TCGA-BP-4787 TCGA-BP-4964 
       11.31        33.99        13.15        10.82        15.78        61.22 
TCGA-BP-4968 TCGA-BP-4973 TCGA-BP-4985 TCGA-BP-4994 TCGA-BP-5004 TCGA-BP-5175 
       57.40        45.50        31.30        43.00        37.02        30.64 
TCGA-BP-5191 TCGA-CJ-4868 TCGA-CJ-4881 TCGA-CJ-4901 TCGA-CJ-5677 TCGA-CJ-5679 
       31.79        21.24        66.21        47.67        25.71        22.32 
TCGA-CJ-6028 TCGA-CW-5588 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4860 
       53.42        66.31        83.90        18.77        46.16         6.77 
TCGA-CZ-4863 TCGA-CZ-4866 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5465 TCGA-CZ-5468 
       63.39        61.41        18.44        55.33        47.54         1.94 
TCGA-CZ-5469 TCGA-CZ-5984 TCGA-DV-5568 TCGA-G6-A8L7 
       31.10        67.96        12.16        70.13 

$`13Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 
       31.07        45.53        29.92        18.44        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3372 
       82.32        51.25        10.49        28.70        74.63        24.16 
TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 
       53.29        55.76        20.71        18.64        18.87        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       11.18        10.62       109.91        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 
       15.78        60.92        68.61        67.20        46.78        48.36 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       40.01        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4693 
       37.58        38.40        31.27        28.04         1.41         2.53 
TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        3.48        19.00        65.10         7.82         5.98         2.14 
TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
        3.16         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4821 
        0.59         5.52        45.07        33.50        16.77        40.44 
TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 
       36.53        14.93        54.48        29.10        10.09        78.44 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       68.71        40.70        45.30        27.42        53.88         6.71 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 
       56.68        11.64        10.29        65.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5096 
       11.24        11.90         7.30        25.32        18.51         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
       21.86        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 
       52.54        30.48        29.95        19.30        35.90        26.20 
TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       21.60         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       46.68        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5836 
       21.57        16.67         9.57         5.75         1.25         4.64 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       20.91        23.74         1.18         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
       16.60        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 
       90.28       101.06        93.34        32.61        99.85         0.43 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 
       37.25        15.16         0.07        18.48        52.24        74.17 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 
       54.77        49.08        44.94        12.23        31.89        12.33 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4771 
       44.15        41.75        71.80        48.07        61.68         5.33 
TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 
       61.97        60.59        13.51        56.91        68.38        11.64 
TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       60.95        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
       37.25        36.95         6.71        47.97         6.94        87.45 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4965 TCGA-BP-4967 
       71.41        63.62        58.68        60.30        61.51         6.74 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 TCGA-BP-4975 
       58.98        14.24        48.89        49.38         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        46.45        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5006 
       45.07        30.64        41.62        18.51        38.70        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 
       79.30         1.78        74.20        52.27         9.63        62.86 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 
       22.78        13.35        27.02        33.24        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       77.36        64.27        71.87        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 
       56.35        49.97        51.29        58.92        49.18        49.28 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 
       50.33        54.48        38.56        45.14         3.06         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5678 
       18.81        63.88        72.00        79.89        84.66        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       53.26        60.99        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4853 
       78.18        74.66         1.35       105.93       103.43        25.45 
TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 
        0.59        47.08        69.21        58.75        14.66        60.59 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
       93.04         5.46        63.42        58.82         0.82        23.74 
TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       56.28        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 
       21.76        57.21        22.52         2.40        12.69        80.19 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       45.96        65.88        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
        7.96        10.29        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
              0.23               0.07 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
             93.99             120.59 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
            30.870             36.835 
[1] "0.2 - 94.0 (30.9)"  "0.1 - 120.6 (36.8)"
[1] "hr=" "1.9"
D65V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  13Q LOSS MUTATED        25        2        25       19
  13Q LOSS WILD-TYPE     235       55       102       61
D65V3, multiclass
           clus
vv          13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  STAGE I                 25                235
  STAGE II                 2                 55
  STAGE III               25                102
  STAGE IV                19                 61
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  13Q LOSS MUTATED    27   3  34   7
  13Q LOSS WILD-TYPE 238  66 145   4
D65V4, multiclass
    clus
vv   13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  T1               27                238
  T2                3                 66
  T3               34                145
  T4                7                  4
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D65V5, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED    34   4
  13Q LOSS WILD-TYPE 198  14
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED     34    4
  13Q LOSS WILD-TYPE  198   14
   clus
vv  13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  0               34                198
  1                4                 14
[1] 2 2
[1] FALSE
D65V6, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED    52  17
  13Q LOSS WILD-TYPE 366  61
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED     52   17
  13Q LOSS WILD-TYPE  366   61
   clus
vv  13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  0               52                366
  1               17                 61
[1] 2 2
[1] FALSE
D65V7, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED    22  49
  13Q LOSS WILD-TYPE 166 287
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED     22   49
  13Q LOSS WILD-TYPE  166  287
        clus
vv       13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  FEMALE               22                166
  MALE                 49                287
[1] 2 2
[1] FALSE
D65V8, continuous
D65V9, continuous
[1] "Remove cluster labels:" "13Q LOSS MUTATED"      
clus
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-4621         TCGA-B8-5158 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
        TCGA-B8-5164         TCGA-B8-A54E         TCGA-B8-A54F 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
        TCGA-B8-A54G         TCGA-B8-A8YJ         TCGA-DV-A4W0 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
        TCGA-G6-A5PC         TCGA-MM-A563 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
D65V10, continuous
[1] "Remove cluster labels:" "13Q LOSS MUTATED"      
clus
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
        TCGA-B8-5158         TCGA-DV-A4W0         TCGA-MM-A563 
"13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" "13Q LOSS WILD-TYPE" 
        TCGA-MM-A84U 
"13Q LOSS WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  13Q LOSS MUTATED       0                         4    66
  13Q LOSS WILD-TYPE     8                        48   391
D65V11, multiclass
                           clus
vv                          13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                4                 48
  WHITE                                   66                391
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D65V12, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED     1  49
  13Q LOSS WILD-TYPE  25 296
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED      1   49
  13Q LOSS WILD-TYPE   25  296
                        clus
vv                       13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               49                296
[1] 2 2
[1] FALSE

Clustering(66) Variable = 14Q LOSS MUTATION ANALYSIS
D66V1, survival
                    sevent
clus2                  0   1
  14Q LOSS MUTATED   125  88
  14Q LOSS WILD-TYPE 229  80
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
               213                309 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
                88                 80 
$`14Q LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 
       36.82        39.16        49.08        49.02        37.15        49.58 
TCGA-A3-3324 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3351 
       38.99        21.86        34.29         4.50        52.93        29.92 
TCGA-A3-3357 TCGA-A3-3378 TCGA-A3-3382 TCGA-A3-3387 TCGA-AK-3426 TCGA-AK-3427 
       88.37        20.71        18.87        20.28        29.10        84.36 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3436 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       66.31        15.78        67.20        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3458 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4703 TCGA-B0-4707 
       22.45        38.40         4.57         3.48         5.98        19.73 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4817 TCGA-B0-4819 
       43.96         6.64         5.52        52.21        33.50         6.02 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4836 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4847 
       10.09        78.44        40.70        27.42        53.88        26.07 
TCGA-B0-4848 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5081 TCGA-B0-5084 
       29.03        36.85        70.52        20.94        11.90         7.30 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5106 TCGA-B0-5107 
       15.09        10.95         2.24        21.86        52.54        30.48 
TCGA-B0-5113 TCGA-B0-5400 TCGA-B0-5692 TCGA-B0-5694 TCGA-B0-5697 TCGA-B0-5698 
       11.80        37.22        48.89        15.78        60.33        84.92 
TCGA-B0-5701 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B2-4098 TCGA-B2-4102 
       56.94        47.97        96.36        89.49         1.68        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5836 
       11.77        10.36        32.98        21.57         0.23         4.64 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B8-4143 TCGA-B8-4619 TCGA-B8-5158 TCGA-B8-5162 
        5.46         0.36        23.31        17.19        20.91         1.18 
TCGA-B8-5164 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54G 
        0.85        14.27         0.53        14.30        27.29         1.74 
TCGA-B8-A54I TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4167 TCGA-BP-4173 TCGA-BP-4174 
        4.93        93.34        32.61        89.36        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4331 TCGA-BP-4343 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4352 
       64.27        80.68        62.86        49.08        44.94        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4761 TCGA-BP-4763 TCGA-BP-4768 TCGA-BP-4771 
       12.33        33.99         5.98        41.75        13.15         5.33 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4803 
       56.91        68.38        15.78        36.39        10.98         6.71 
TCGA-BP-4959 TCGA-BP-4962 TCGA-BP-4965 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4973 
       87.45        58.68        61.51        14.24        48.89        45.50 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4989 TCGA-BP-4992 
       14.93        36.07        46.45        25.81         3.88        16.47 
TCGA-BP-5000 TCGA-BP-5004 TCGA-BP-5009 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       18.51        37.02        36.23         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5183 TCGA-BP-5185 
       74.20        30.64        62.86        74.40        42.44        37.22 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5201 
       27.02        33.24        31.79        33.47        19.82        31.27 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       63.25        73.22        14.17        65.69        54.61        53.52 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4874 
       11.05        21.24        83.97        79.66        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4881 TCGA-CJ-4884 TCGA-CJ-4888 TCGA-CJ-4891 
       77.36        64.27        66.21        57.83        51.52        26.93 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-4908 
       24.66        27.65        59.44        51.29        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       54.48        38.56        45.14         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 
       72.00        79.89        84.66        25.71        18.87        22.32 
TCGA-CJ-5680 TCGA-CJ-5682 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 
       25.25        61.91        67.00        53.26        60.99        75.58 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5584 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-6087 
        7.36        64.57         5.39        73.18        66.31         1.35 
TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4861 
       83.90        18.77        46.16        69.21         6.77        14.66 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4866 TCGA-CZ-5452 TCGA-CZ-5455 TCGA-CZ-5456 
       63.39        93.04        61.41        58.82        18.44        56.28 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5468 TCGA-CZ-5469 
       10.85        10.22        21.76        47.54         1.94        31.10 
TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 TCGA-CZ-5989 TCGA-DV-5573 
       12.69        67.96        65.65        14.63        62.63        37.15 
TCGA-G6-A5PC TCGA-MM-A563 TCGA-MM-A84U 
        7.96        19.43        15.25 

$`14Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3322 
       12.66        12.16        47.21         0.53        24.16        48.59 
TCGA-A3-3323 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3343 TCGA-A3-3349 
       36.36        24.69        37.38        48.82        31.07        45.53 
TCGA-A3-3352 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       18.44        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       18.64        28.31        65.52        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3428 TCGA-AK-3431 
        0.10        11.18        10.62       109.91        73.08        60.92 
TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       72.07        68.61        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       40.01        45.93        37.58        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4693 TCGA-B0-4696 
       40.70         1.41         3.32         1.41         2.53        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4706 
       19.00         1.38         3.62        65.10         7.82         2.14 
TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        3.16         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       45.07        16.77        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 
       29.10        68.71        45.30         6.71        56.68        11.64 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4849 TCGA-B0-5077 TCGA-B0-5080 
       10.29        65.29        39.45         2.27        43.30        11.24 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5095 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 
       25.32        18.51         8.05        52.08        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5115 
       90.87        90.48        29.95        19.30        35.90        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5696 
       14.76        79.17       112.80       101.13        46.68        56.78 
TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       90.12        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 
       61.32        97.41        32.61        35.90        12.30        21.30 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5844 
       16.67         9.57         5.75         1.25         0.53         0.23 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4620 
       16.80        27.16        27.55        25.05        24.66        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5163 TCGA-B8-5165 TCGA-B8-5545 
       25.91        23.01        23.74        27.02        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5552 TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54H 
       16.60         6.38        34.39        29.88        17.06         8.42 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 
       94.72        90.28       101.06        99.85         0.43        23.05 
TCGA-BP-4170 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 
       77.03        54.90        97.45        53.42         3.58        27.78 
TCGA-BP-4330 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       62.07        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4349 TCGA-BP-4351 
       18.48        52.24        74.17        54.77        12.23        31.89 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       31.33        12.30        72.59        77.98        77.62        44.15 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4774 TCGA-BP-4775 
       71.80        48.07        61.68        10.82        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       13.51        11.64        60.95        48.95        36.53        20.38 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4960 TCGA-BP-4961 
       37.25        36.95        47.97         6.94        71.41        63.62 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4972 
       60.30        61.22         6.74        57.40        58.98        49.38 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4982 TCGA-BP-4985 TCGA-BP-4987 
        7.23        47.11        53.65        33.34        31.30        36.95 
TCGA-BP-4988 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 
       27.22        46.45         5.82        43.00        45.07        30.64 
TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5010 
       41.62        38.70        27.62        37.48        35.21        28.87 
TCGA-BP-5168 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5184 
       48.10        52.27         9.63        49.15        38.30        37.25 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5199 
       22.78        13.35        23.47        13.41        24.62        44.55 
TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4639 TCGA-CJ-4643 
       34.95         0.95        59.84        46.55        75.88        58.95 
TCGA-CJ-4870 TCGA-CJ-4872 TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4885 TCGA-CJ-4886 
       49.25        47.18        71.87        61.91        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4892 TCGA-CJ-4895 TCGA-CJ-4899 
       30.64        63.98        68.55        50.01        39.45        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4918 
       56.35        47.67        49.97        58.92        49.18         3.06 
TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-6028 TCGA-CJ-6031 TCGA-CJ-6032 
       18.15        62.10        73.35        53.42        62.66        83.77 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5585 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6088 
       92.02        81.83        85.78        78.18        74.66       105.93 
TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 TCGA-CZ-4862 
      103.43        25.45         0.59        47.08        58.75        60.59 
TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5457 TCGA-CZ-5458 
        5.46        63.42         0.82        23.74        55.33        56.94 
TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5982 
       55.33        47.01        57.21        22.52         2.40        80.19 
TCGA-CZ-5986 TCGA-CZ-5988 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       12.26        22.78        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       11.67        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        3.91         6.77         4.18        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A564 TCGA-MW-A4EC 
        2.01        19.96        10.85 

  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
              0.23               0.07 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
             96.36             120.59 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
             33.99              36.95 
[1] "0.2 - 96.4 (34.0)"  "0.1 - 120.6 (37.0)"
[1] "hr=" "1.7"
D66V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  14Q LOSS MUTATED        79       26        64       45
  14Q LOSS WILD-TYPE     181       31        63       35
D66V3, multiclass
           clus
vv          14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  STAGE I                 79                181
  STAGE II                26                 31
  STAGE III               64                 63
  STAGE IV                45                 35
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  14Q LOSS MUTATED    84  34  93   3
  14Q LOSS WILD-TYPE 181  35  86   8
D66V4, multiclass
    clus
vv   14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  T1               84                181
  T2               34                 35
  T3               93                 86
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D66V5, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED    92  14
  14Q LOSS WILD-TYPE 140   4
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED     92   14
  14Q LOSS WILD-TYPE  140    4
   clus
vv  14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  0               92                140
  1               14                  4
[1] 2 2
[1] FALSE
D66V6, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED   162  46
  14Q LOSS WILD-TYPE 256  32
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED    162   46
  14Q LOSS WILD-TYPE  256   32
   clus
vv  14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  0              162                256
  1               46                 32
[1] 2 2
[1] FALSE
D66V7, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED    65 149
  14Q LOSS WILD-TYPE 123 187
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED     65  149
  14Q LOSS WILD-TYPE  123  187
        clus
vv       14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  FEMALE               65                123
  MALE                149                187
[1] 2 2
[1] FALSE
D66V8, continuous
D66V9, continuous
D66V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  14Q LOSS MUTATED       2                        12   196
  14Q LOSS WILD-TYPE     6                        40   261
D66V11, multiclass
                           clus
vv                          14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN               12                 40
  WHITE                                  196                261
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D66V12, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED    12 145
  14Q LOSS WILD-TYPE  14 200
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED     12  145
  14Q LOSS WILD-TYPE   14  200
                        clus
vv                       14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  HISPANIC OR LATINO                   12                 14
  NOT HISPANIC OR LATINO              145                200
[1] 2 2
[1] FALSE

Clustering(67) Variable = 15Q LOSS MUTATION ANALYSIS
D67V1, survival
                    sevent
clus2                  0   1
  15Q LOSS MUTATED    17  19
  15Q LOSS WILD-TYPE 337 149
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
                36                486 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
                19                149 
$`15Q LOSS MUTATED`
TCGA-A3-3319 TCGA-A3-3382 TCGA-B0-4690 TCGA-B0-4698 TCGA-B0-4712 TCGA-B0-4821 
       37.15        18.87         1.41         1.38        43.96        40.44 
TCGA-B0-5080 TCGA-B0-5084 TCGA-B0-5095 TCGA-B0-5116 TCGA-B4-5832 TCGA-B8-4620 
       11.24         7.30         8.05        21.60         0.23        25.55 
TCGA-B8-5549 TCGA-BP-4164 TCGA-BP-4167 TCGA-BP-4343 TCGA-BP-4352 TCGA-BP-4768 
        6.38        32.61        89.36        62.86        11.31        13.15 
TCGA-BP-4775 TCGA-BP-4797 TCGA-BP-4985 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 
       60.59        36.39        31.30         6.35        30.64        62.86 
TCGA-BP-5200 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CJ-5677 TCGA-CJ-6028 TCGA-CZ-4857 
       34.95        47.67        49.28        25.71        53.42        47.08 
TCGA-CZ-4860 TCGA-CZ-5457 TCGA-CZ-5461 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-G6-A8L8 
        6.77        55.33        10.85        31.10        67.96        35.87 

$`15Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       20.71        18.64        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 
       72.07        68.61        67.20        57.37        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       42.08        40.01        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       40.70         1.41         3.32         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       28.47        19.00         3.62        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        2.14        19.73         3.16         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       33.50        16.77         6.02        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 
       70.52        20.94        43.30        11.90        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 
       15.09        10.95         2.24        21.86        52.08        15.95 
TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
       62.89        90.87        90.48        52.54        30.48        29.95 
TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 
       19.30        35.90        11.80        26.20        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 
       16.67         9.57         5.75         1.25         0.53         4.64 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        5.46         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-4622 
       27.55        25.05        24.66        17.19        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       17.16        16.60        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 
       94.72        90.28       101.06        93.34        99.85         0.43 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       37.25        21.21        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       52.24        74.17        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
       31.89        12.33        33.99        31.33        12.30        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       77.98        77.62         5.98        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4776 
       48.07        61.68        10.82         5.33        61.97        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       36.53        20.38        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        46.45        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 
       48.10        79.30         1.78        74.20        52.27         9.63 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5201 
       13.41        24.62        33.47        19.82        44.55        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       59.44        50.24        56.35        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 
       18.87        22.32        25.25        18.15        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 
       73.35        67.00        53.26        60.99        75.58        62.66 
TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
       83.77         7.36        64.57        92.02        81.83         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 
       85.78        73.18        66.31        78.18        74.66         1.35 
TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 
      105.93        83.90       103.43        18.77        25.45        46.16 
TCGA-CZ-4856 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
        0.59        69.21        58.75        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
       23.74        18.44        56.28        56.94        55.33        47.01 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
        1.94        12.69        80.19        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       70.13         2.01        19.43        19.96        15.25        10.85 

  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
              0.23               0.07 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
             89.36             120.59 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
              31.2               36.9 
[1] "0.2 - 89.4 (31.2)"  "0.1 - 120.6 (36.9)"
[1] "hr=" "2.2"
D67V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  15Q LOSS MUTATED         9        2        13       12
  15Q LOSS WILD-TYPE     251       55       114       68
D67V3, multiclass
           clus
vv          15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  STAGE I                  9                251
  STAGE II                 2                 55
  STAGE III               13                114
  STAGE IV                12                 68
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  15Q LOSS MUTATED    10   2  21   3
  15Q LOSS WILD-TYPE 255  67 158   8
D67V4, multiclass
    clus
vv   15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  T1               10                255
  T2                2                 67
  T3               21                158
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D67V5, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED    17   1
  15Q LOSS WILD-TYPE 215  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED     17    1
  15Q LOSS WILD-TYPE  215   17
   clus
vv  15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  0               17                215
  1                1                 17
[1] 2 2
[1] FALSE
D67V6, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED    24  11
  15Q LOSS WILD-TYPE 394  67
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED     24   11
  15Q LOSS WILD-TYPE  394   67
   clus
vv  15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  0               24                394
  1               11                 67
[1] 2 2
[1] FALSE
D67V7, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED     8  28
  15Q LOSS WILD-TYPE 180 308
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED      8   28
  15Q LOSS WILD-TYPE  180  308
        clus
vv       15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  FEMALE                8                180
  MALE                 28                308
[1] 2 2
[1] FALSE
D67V8, continuous
D67V9, continuous
D67V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  15Q LOSS MUTATED       1                         1    34
  15Q LOSS WILD-TYPE     7                        51   423
D67V11, multiclass
                           clus
vv                          15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                1                 51
  WHITE                                   34                423
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D67V12, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED     0  22
  15Q LOSS WILD-TYPE  26 323
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED      0   22
  15Q LOSS WILD-TYPE   26  323
                        clus
vv                       15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               22                323
[1] 2 2
[1] FALSE

Clustering(68) Variable = 16P LOSS MUTATION ANALYSIS
D68V1, survival
                    sevent
clus2                  0   1
  16P LOSS MUTATED     5   5
  16P LOSS WILD-TYPE 349 163
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                10                512 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                 5                163 
$`16P LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-A6NN TCGA-B0-4696 TCGA-B0-4822 TCGA-B8-5551 TCGA-BP-4354 
       49.08         0.10        28.47        36.53         0.53        33.99 
TCGA-BP-4770 TCGA-BP-4797 TCGA-BP-4985 TCGA-CZ-5982 
       10.82        36.39        31.30        80.19 

$`16P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.02        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       15.39        22.65         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 
       72.07        68.61        67.20        57.37        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       42.08        40.01        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       40.70         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
        3.48        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 
        5.98         2.14        19.73         3.16        43.96         6.64 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 
        3.25        20.25        15.72        46.59         0.59         5.52 
TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 
       52.21        45.07        33.50        16.77         6.02        40.44 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 
       14.93        54.48        29.10        10.09        78.44        68.71 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 
       40.70        45.30        27.42        53.88         6.71        56.68 
TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 
       11.64        10.29        65.29        39.45        26.07        29.03 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 
        2.27        36.85        70.52        20.94        43.30        11.24 
TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 
       11.90         7.30        25.32        18.51        15.09        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 
        8.05         2.24        21.86        52.08        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       90.87        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 
       35.90        11.80        26.20        21.60        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 
       16.21        18.21        21.44        37.22        14.76        79.17 
TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 
      112.80        48.89       101.13        15.78        46.68        56.78 
TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
       60.33        84.92        90.12        56.94        52.77        39.55 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
      120.59        79.36       102.48        47.97        96.36        89.49 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       61.32        97.41        32.61        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 
       16.67         9.57         5.75         0.23         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
       32.61        99.85         0.43        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 
       15.16         0.07        93.99        18.48        52.24        74.17 
TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 
       62.86        54.77        49.08        44.94        12.23        31.89 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       11.31        12.33        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       13.15        61.68         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       56.91        68.38        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 
       36.53        20.38        10.98        37.25        36.95         6.71 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 
       47.97         6.94        87.45        71.41        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        46.45        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       56.28        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
        1.94        31.10        12.69        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  16P LOSS MUTATED 16P LOSS WILD-TYPE 
              0.10               0.07 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
             80.19             120.59 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
            32.645             36.675 
[1] "0.1 - 80.2 (32.6)"  "0.1 - 120.6 (36.7)"
[1] "hr=" "2"  
D68V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  16P LOSS MUTATED         3        2         3        2
  16P LOSS WILD-TYPE     257       55       124       78
D68V3, multiclass
           clus
vv          16P LOSS MUTATED 16P LOSS WILD-TYPE
  STAGE I                  3                257
  STAGE II                 2                 55
  STAGE III                3                124
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  16P LOSS MUTATED     3   2   3   2
  16P LOSS WILD-TYPE 262  67 176   9
D68V4, multiclass
    clus
vv   16P LOSS MUTATED 16P LOSS WILD-TYPE
  T1                3                262
  T2                2                 67
  T3                3                176
  T4                2                  9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D68V5, binary
                    cls
clus                   0   1
  16P LOSS MUTATED     5   1
  16P LOSS WILD-TYPE 227  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED      5    1
  16P LOSS WILD-TYPE  227   17
   clus
vv  16P LOSS MUTATED 16P LOSS WILD-TYPE
  0                5                227
  1                1                 17
[1] 2 2
[1] FALSE
D68V6, binary
                    cls
clus                   0   1
  16P LOSS MUTATED     8   1
  16P LOSS WILD-TYPE 410  77
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED      8    1
  16P LOSS WILD-TYPE  410   77
   clus
vv  16P LOSS MUTATED 16P LOSS WILD-TYPE
  0                8                410
  1                1                 77
[1] 2 2
[1] FALSE
D68V7, binary
                    cls
clus                   0   1
  16P LOSS MUTATED     3   7
  16P LOSS WILD-TYPE 185 329
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED      3    7
  16P LOSS WILD-TYPE  185  329
        clus
vv       16P LOSS MUTATED 16P LOSS WILD-TYPE
  FEMALE                3                185
  MALE                  7                329
[1] 2 2
[1] FALSE
D68V8, continuous
[1] "Remove cluster labels:" "16P LOSS MUTATED"      
clus
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                 1                 43 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4860 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-CZ-4861         TCGA-CZ-4862         TCGA-CZ-5456 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-CZ-5457         TCGA-CZ-5465         TCGA-CZ-5469 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" "16P LOSS WILD-TYPE" 
        TCGA-G6-A8L8 
"16P LOSS WILD-TYPE" 
D68V9, continuous
D68V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  16P LOSS MUTATED       0                         2     8
  16P LOSS WILD-TYPE     8                        50   449
D68V11, multiclass
                           clus
vv                          16P LOSS MUTATED 16P LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                2                 50
  WHITE                                    8                449
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D68V12, binary
                    cls
clus                   0   1
  16P LOSS MUTATED     0   5
  16P LOSS WILD-TYPE  26 340
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED      0    5
  16P LOSS WILD-TYPE   26  340
                        clus
vv                       16P LOSS MUTATED 16P LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO                5                340
[1] 2 2
[1] FALSE

Clustering(69) Variable = 16Q LOSS MUTATION ANALYSIS
D69V1, survival
                    sevent
clus2                  0   1
  16Q LOSS MUTATED     9   7
  16Q LOSS WILD-TYPE 345 161
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                16                506 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                 7                161 
$`16Q LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3316 TCGA-A3-A6NN TCGA-B0-4822 TCGA-B0-4836 TCGA-B0-4837 
       36.82        49.08         0.10        36.53        40.70        45.30 
TCGA-B0-5097 TCGA-B0-5402 TCGA-B8-5551 TCGA-BP-4354 TCGA-BP-4770 TCGA-BP-4797 
       21.86        14.76         0.53        33.99        10.82        36.39 
TCGA-BP-4985 TCGA-CZ-5982 TCGA-G6-A8L8 TCGA-MM-A564 
       31.30        80.19        35.87        19.96 

$`16Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        47.21         0.53        39.16        24.16 
TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.02        37.15        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 
        4.50        52.93        45.53        29.92        18.44        88.37 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 
       42.97        82.32        51.25        10.49        28.70        74.63 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 
       74.76        24.16        53.29        43.20        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 
       22.65         0.10        11.18        10.62       109.91        29.10 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 
       84.36        73.08        66.31        15.78        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 
       68.61        67.20        57.37        46.78        48.36        42.08 
TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       40.01        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 
       37.58        38.40        31.27        28.04        12.13        40.70 
TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
        1.41         3.32         1.41         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 
        5.98         2.14        19.73         3.16        43.96         6.64 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 
        3.25        20.25        15.72        46.59         0.59         5.52 
TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 
       52.21        45.07        33.50        16.77         6.02        40.44 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 
       14.93        54.48        29.10        10.09        78.44        68.71 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       37.22        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       17.19        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
        6.38        14.27        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       37.25        21.21        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4355 TCGA-BP-4756 
       12.23        31.89        11.31        12.33        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        13.15        61.68         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 
       60.59        13.51        56.91        68.38        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 
       15.78        48.95        36.53        20.38        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       16.47         5.82        43.00        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
       74.20        30.64        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 
        0.95        59.84        46.55        63.25        73.22        14.17 
TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        65.69        54.61        53.52        58.95        11.05 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 
       21.24        83.97        49.25        79.66        47.18        74.27 
TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 
       75.06        77.36        64.27        71.87        66.21        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 
       59.44        50.24        56.35        47.67        49.97        51.29 
TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 
       58.92        49.18        49.28        50.33        54.48        38.56 
TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 
       45.14         3.06         4.57        18.81        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 
       66.31        78.18        74.66         1.35       105.93        83.90 
TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 
      103.43        18.77        25.45        46.16         0.59        47.08 
TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       69.21        58.75         6.77        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 
       23.74        18.44        56.28        55.33        56.94        55.33 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 
       47.01        10.85        10.22        21.76        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5984 
       22.52         2.40         1.94        31.10        12.69        67.96 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-GK-A6C7 TCGA-MM-A563 
        4.18         7.96        10.29        70.13         2.01        19.43 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
              0.10               0.07 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
             80.19             120.59 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
             34.93              36.69 
[1] "0.1 - 80.2 (34.9)"  "0.1 - 120.6 (36.7)"
[1] "hr=" "1.8"
D69V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  16Q LOSS MUTATED         6        3         3        4
  16Q LOSS WILD-TYPE     254       54       124       76
D69V3, multiclass
           clus
vv          16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  STAGE I                  6                254
  STAGE II                 3                 54
  STAGE III                3                124
  STAGE IV                 4                 76
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  16Q LOSS MUTATED     6   3   4   3
  16Q LOSS WILD-TYPE 259  66 175   8
D69V4, multiclass
    clus
vv   16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  T1                6                259
  T2                3                 66
  T3                4                175
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D69V5, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED     7   1
  16Q LOSS WILD-TYPE 225  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED      7    1
  16Q LOSS WILD-TYPE  225   17
   clus
vv  16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  0                7                225
  1                1                 17
[1] 2 2
[1] FALSE
D69V6, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED    11   2
  16Q LOSS WILD-TYPE 407  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED     11    2
  16Q LOSS WILD-TYPE  407   76
   clus
vv  16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  0               11                407
  1                2                 76
[1] 2 2
[1] FALSE
D69V7, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED     5  11
  16Q LOSS WILD-TYPE 183 325
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED      5   11
  16Q LOSS WILD-TYPE  183  325
        clus
vv       16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  FEMALE                5                183
  MALE                 11                325
[1] 2 2
[1] FALSE
D69V8, continuous
[1] "Remove cluster labels:" "16Q LOSS MUTATED"      
clus
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                 2                 42 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4860 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-CZ-4861         TCGA-CZ-4862         TCGA-CZ-5456 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-CZ-5457         TCGA-CZ-5465         TCGA-CZ-5469 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" "16Q LOSS WILD-TYPE" 
D69V9, continuous
D69V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  16Q LOSS MUTATED       0                         4    12
  16Q LOSS WILD-TYPE     8                        48   445
D69V11, multiclass
                           clus
vv                          16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                4                 48
  WHITE                                   12                445
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D69V12, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED     0  11
  16Q LOSS WILD-TYPE  26 334
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED      0   11
  16Q LOSS WILD-TYPE   26  334
                        clus
vv                       16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO               11                334
[1] 2 2
[1] FALSE

Clustering(70) Variable = 17P LOSS MUTATION ANALYSIS
D70V1, survival
                    sevent
clus2                  0   1
  17P LOSS MUTATED    29  16
  17P LOSS WILD-TYPE 325 152
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                45                477 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                16                152 
$`17P LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3433 
       49.08        37.15         4.50        43.20        18.87        72.07 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3456 TCGA-AK-3465 TCGA-AS-3777 
       67.20        57.37        40.01        37.58        12.13        40.70 
TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4813 TCGA-B0-4817 TCGA-B0-4833 
        3.62        19.73        43.96         0.59        33.50        78.44 
TCGA-B0-4836 TCGA-B0-5117 TCGA-B0-5702 TCGA-B2-3923 TCGA-B4-5835 TCGA-BP-4166 
       40.70        17.59        52.77        32.61         0.53         0.43 
TCGA-BP-4334 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4787 TCGA-BP-4797 TCGA-BP-4798 
       21.21        31.89        11.31        15.78        36.39        10.98 
TCGA-BP-4994 TCGA-BP-5196 TCGA-BP-5198 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-5676 
       43.00        33.47        19.82        79.66        47.18        84.66 
TCGA-CJ-5677 TCGA-CW-5588 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-5460 TCGA-CZ-5465 
       25.71        66.31        69.21         6.77        47.01        47.54 
TCGA-CZ-5468 TCGA-DV-5565 TCGA-G6-A8L7 
        1.94        43.69        70.13 

$`17P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       24.16        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 
       52.93        45.53        29.92        18.44        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 
       24.16        53.29        55.76        20.71        18.64        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3444 
       66.31        15.78        60.92        68.61        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 
       42.08        58.49        48.69        45.93        28.73        22.45 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       38.40        31.27        28.04         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 
        4.57         2.53         3.48        28.47        19.00         1.38 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 
       65.10         7.82         5.98         2.14         3.16         6.64 
TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 
        3.25        20.25        15.72        46.59         5.52        52.21 
TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       45.07        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 
       54.48        29.10        10.09        68.71        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       21.60         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       89.49        61.32        97.41        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 
       16.67         9.57         5.75         0.23         1.25         4.64 
TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 
        5.46         0.36         0.23        23.31        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 
       27.55        25.05        24.66        17.19        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
       34.39        14.30        27.29        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       32.61        99.85        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 
       27.78        62.07        80.68        37.25        15.16         0.07 
TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 
       93.99        18.48        52.24        74.17        62.86        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       49.08        44.94        12.23        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       12.30        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 
       41.75        71.80        48.07        13.15        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4799 
       11.64        60.95        48.95        36.53        20.38        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 
       63.62        58.68        60.30        61.22        61.51         6.74 
TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 
       57.40        58.98        14.24        48.89        49.38        45.50 
TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
        7.23        47.11        53.65        14.93        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       46.45        31.30        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       46.45        16.47         5.82        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       18.51        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 
       36.23        28.87        48.10         6.35        79.30         1.78 
TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 
       74.20        30.64        52.27         9.63        62.86        74.40 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       24.62        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       49.25        74.27        75.06        77.36        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       66.21        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
       27.65        39.45        59.44        50.24        56.35        47.67 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
       49.97        51.29        58.92        49.18        49.28        50.33 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
       54.48        38.56        45.14         3.06         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       63.88        72.00        79.89        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4859 
       18.77        25.45        46.16         0.59        47.08        58.75 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 
       14.66        60.59        63.39        93.04         5.46        61.41 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       55.33        56.94        55.33        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 
       57.21        22.52         2.40        31.10        12.69        80.19 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 
       67.96        65.65        12.26        14.63        22.78        62.63 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        4.18         7.96        10.29        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  17P LOSS MUTATED 17P LOSS WILD-TYPE 
              0.43               0.07 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
             84.66             120.59 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
             37.15              36.23 
[1] "0.4 - 84.7 (37.1)"  "0.1 - 120.6 (36.2)"
[1] "hr=" "1.2"
D70V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  17P LOSS MUTATED        17        6        11       11
  17P LOSS WILD-TYPE     243       51       116       69
D70V3, multiclass
           clus
vv          17P LOSS MUTATED 17P LOSS WILD-TYPE
  STAGE I                 17                243
  STAGE II                 6                 51
  STAGE III               11                116
  STAGE IV                11                 69
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  17P LOSS MUTATED    17   7  19   2
  17P LOSS WILD-TYPE 248  62 160   9
D70V4, multiclass
    clus
vv   17P LOSS MUTATED 17P LOSS WILD-TYPE
  T1               17                248
  T2                7                 62
  T3               19                160
  T4                2                  9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D70V5, binary
                    cls
clus                   0   1
  17P LOSS MUTATED    19   0
  17P LOSS WILD-TYPE 213  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED     19    0
  17P LOSS WILD-TYPE  213   18
   clus
vv  17P LOSS MUTATED 17P LOSS WILD-TYPE
  0               19                213
  1                0                 18
[1] 2 2
[1] FALSE
D70V6, binary
                    cls
clus                   0   1
  17P LOSS MUTATED    32  12
  17P LOSS WILD-TYPE 386  66
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED     32   12
  17P LOSS WILD-TYPE  386   66
   clus
vv  17P LOSS MUTATED 17P LOSS WILD-TYPE
  0               32                386
  1               12                 66
[1] 2 2
[1] FALSE
D70V7, binary
                    cls
clus                   0   1
  17P LOSS MUTATED    12  33
  17P LOSS WILD-TYPE 176 303
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED     12   33
  17P LOSS WILD-TYPE  176  303
        clus
vv       17P LOSS MUTATED 17P LOSS WILD-TYPE
  FEMALE               12                176
  MALE                 33                303
[1] 2 2
[1] FALSE
D70V8, continuous
D70V9, continuous
[1] "Remove cluster labels:" "17P LOSS MUTATED"      
clus
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-4621         TCGA-B8-5158 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
        TCGA-B8-5164         TCGA-B8-A54E         TCGA-B8-A54F 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
        TCGA-B8-A54G         TCGA-B8-A8YJ         TCGA-DV-A4W0 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
        TCGA-G6-A5PC         TCGA-MM-A563 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
D70V10, continuous
[1] "Remove cluster labels:" "17P LOSS MUTATED"      
clus
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
        TCGA-B8-5158         TCGA-DV-A4W0         TCGA-MM-A563 
"17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" "17P LOSS WILD-TYPE" 
        TCGA-MM-A84U 
"17P LOSS WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  17P LOSS MUTATED       0                         4    40
  17P LOSS WILD-TYPE     8                        48   417
D70V11, multiclass
                           clus
vv                          17P LOSS MUTATED 17P LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                4                 48
  WHITE                                   40                417
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D70V12, binary
                    cls
clus                   0   1
  17P LOSS MUTATED     1  30
  17P LOSS WILD-TYPE  25 315
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED      1   30
  17P LOSS WILD-TYPE   25  315
                        clus
vv                       17P LOSS MUTATED 17P LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               30                315
[1] 2 2
[1] FALSE

Clustering(71) Variable = 17Q LOSS MUTATION ANALYSIS
D71V1, survival
                    sevent
clus2                  0   1
  17Q LOSS MUTATED    21   7
  17Q LOSS WILD-TYPE 333 161
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                28                494 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                 7                161 
$`17Q LOSS MUTATED`
TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3374 TCGA-AK-3433 TCGA-AK-3436 
       49.08        37.15         4.50        43.20        72.07        67.20 
TCGA-AK-3440 TCGA-AK-3447 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4699 TCGA-B0-4712 
       57.37        40.01        12.13        40.70         3.62        43.96 
TCGA-B0-4817 TCGA-B0-4836 TCGA-B0-5117 TCGA-B2-3923 TCGA-BP-4166 TCGA-BP-4334 
       33.50        40.70        17.59        32.61         0.43        21.21 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4797 TCGA-BP-4994 TCGA-BP-5196 TCGA-CJ-4871 
       31.89        11.31        36.39        43.00        33.47        79.66 
TCGA-CJ-5676 TCGA-CW-5588 TCGA-CZ-5460 TCGA-CZ-5465 
       84.66        66.31        47.01        47.54 

$`17Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       24.16        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 
       52.93        45.53        29.92        18.44        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 
       24.16        53.29        55.76        20.71        18.64        18.87 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       28.31        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3443 
       73.08        66.31        15.78        60.92        68.61        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       48.36        42.08        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 
       22.45        37.58        38.40        31.27        28.04         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 
        3.32         1.41         4.57         2.53         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
       19.00         1.38        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
       19.73         3.16         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4818 
       46.59         0.59         5.52        52.21        45.07        16.77 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 
        6.02        40.44        36.53        14.93        54.48        29.10 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       10.09        78.44        68.71        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       29.95        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 
        1.94        16.21        18.21        21.44        37.22        14.76 
TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       79.17       112.80        48.89       101.13        15.78        46.68 
TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       56.78        60.33        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 
       89.49        61.32        97.41        35.90         1.68        12.30 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 
       21.30        31.30        11.77        10.36        32.98        21.57 
TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 
       16.67         9.57         5.75         0.23         1.25         0.53 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 
       27.16        27.55        25.05        24.66        17.19        25.55 
TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 
       25.91        23.01        20.91        23.74         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 
        0.85        24.23        17.16        16.60         6.38        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F 
        0.53        34.39        14.30        27.29        29.88        17.06 
TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 
        1.74         8.42         4.93        17.36        15.42        16.27 
TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.17       111.02        85.51        94.72        90.28       101.06 
TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
       93.34        32.61        99.85        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 
        3.58        27.78        62.07        80.68        37.25        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4353 TCGA-BP-4354 
       54.77        49.08        44.94        12.23        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 
       10.82         5.33        61.97        60.59        13.51        56.91 
TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       68.38        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       20.38        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5198 TCGA-BP-5199 
       31.79        23.47        13.41        24.62        19.82        44.55 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       34.95        31.27         0.95        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
       73.22        14.17        75.88        65.69        54.61        53.52 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4872 
       58.95        11.05        21.24        83.97        49.25        47.18 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 
       74.27        75.06        77.36        64.27        71.87        66.21 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 
       61.91        57.83        69.86        64.18        30.64        51.52 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 
       63.98        68.55        26.93        50.01        24.66        27.65 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 
       39.45        59.44        50.24        56.35        47.67        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       72.00        79.89        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.15        61.91        62.10        73.35        67.00        53.26 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       60.99        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 
       18.44        56.28        55.33        56.94        55.33        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       10.22        21.76        57.21        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
              0.43               0.07 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
             84.66             120.59 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
            40.355             35.985 
[1] "0.4 - 84.7 (40.4)"  "0.1 - 120.6 (36.0)"
[1] "hr=" "1.3"
D71V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  17Q LOSS MUTATED        10        4         7        7
  17Q LOSS WILD-TYPE     250       53       120       73
D71V3, multiclass
           clus
vv          17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  STAGE I                 10                250
  STAGE II                 4                 53
  STAGE III                7                120
  STAGE IV                 7                 73
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  17Q LOSS MUTATED    10   5  12   1
  17Q LOSS WILD-TYPE 255  64 167  10
D71V4, multiclass
    clus
vv   17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  T1               10                255
  T2                5                 64
  T3               12                167
  T4                1                 10
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D71V5, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED    10   0
  17Q LOSS WILD-TYPE 222  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED     10    0
  17Q LOSS WILD-TYPE  222   18
   clus
vv  17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  0               10                222
  1                0                 18
[1] 2 2
[1] FALSE
D71V6, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED    21   7
  17Q LOSS WILD-TYPE 397  71
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED     21    7
  17Q LOSS WILD-TYPE  397   71
   clus
vv  17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  0               21                397
  1                7                 71
[1] 2 2
[1] FALSE
D71V7, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED     7  21
  17Q LOSS WILD-TYPE 181 315
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED      7   21
  17Q LOSS WILD-TYPE  181  315
        clus
vv       17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  FEMALE                7                181
  MALE                 21                315
[1] 2 2
[1] FALSE
D71V8, continuous
[1] "Remove cluster labels:" "17Q LOSS MUTATED"      
clus
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                 1                 43 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4860 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-CZ-4861         TCGA-CZ-4862         TCGA-CZ-5456 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-CZ-5457         TCGA-CZ-5469         TCGA-CZ-5982 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" "17Q LOSS WILD-TYPE" 
        TCGA-G6-A8L8 
"17Q LOSS WILD-TYPE" 
D71V9, continuous
D71V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  17Q LOSS MUTATED       0                         2    25
  17Q LOSS WILD-TYPE     8                        50   432
D71V11, multiclass
                           clus
vv                          17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                2                 50
  WHITE                                   25                432
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D71V12, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED     1  18
  17Q LOSS WILD-TYPE  25 327
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED      1   18
  17Q LOSS WILD-TYPE   25  327
                        clus
vv                       17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               18                327
[1] 2 2
[1] FALSE

Clustering(72) Variable = 18P LOSS MUTATION ANALYSIS
D72V1, survival
                    sevent
clus2                  0   1
  18P LOSS MUTATED    51  41
  18P LOSS WILD-TYPE 303 127
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                92                430 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                41                127 
$`18P LOSS MUTATED`
TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3357 TCGA-A3-3372 TCGA-A3-3387 
       37.15         4.50        52.93        88.37        24.16        20.28 
TCGA-AK-3425 TCGA-AK-3430 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3465 TCGA-B0-4698 
      109.91        15.78        67.20        57.37        12.13         1.38 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4703 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 
        3.62        65.10         5.98        19.73        43.96         6.64 
TCGA-B0-4811 TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4827 
       46.59        52.21         6.02        40.44        36.53        29.10 
TCGA-B0-4836 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4848 TCGA-B0-5092 TCGA-B0-5097 
       40.70        10.29        65.29        29.03        15.09        21.86 
TCGA-B2-4098 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4620 TCGA-B8-4621 
        1.68        21.57         0.23         0.53        25.55        25.91 
TCGA-B8-5163 TCGA-B8-5549 TCGA-B8-5550 TCGA-BP-4164 TCGA-BP-4166 TCGA-BP-4338 
       27.02         6.38        14.27        32.61         0.43        93.99 
TCGA-BP-4340 TCGA-BP-4343 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4756 TCGA-BP-4761 
       18.48        62.86        11.31        12.33        12.30         5.98 
TCGA-BP-4770 TCGA-BP-4781 TCGA-BP-4797 TCGA-BP-4803 TCGA-BP-4962 TCGA-BP-4977 
       10.82        68.38        36.39         6.71        58.68        14.93 
TCGA-BP-4985 TCGA-BP-4994 TCGA-BP-5000 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 
       31.30        43.00        18.51         6.35        30.64        62.86 
TCGA-BP-5181 TCGA-BP-5191 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5200 TCGA-BP-5201 
       49.15        31.79        33.47        19.82        34.95        31.27 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4873 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4888 
       63.25        73.22        74.27        66.21        61.91        51.52 
TCGA-CJ-4891 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CJ-4920 TCGA-CJ-5677 TCGA-CJ-5679 
       26.93        47.67        49.28         4.57        25.71        22.32 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CW-5588 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 
       60.99        53.42        66.31        47.08        69.21         6.77 
TCGA-CZ-4863 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5468 TCGA-CZ-5984 TCGA-CZ-5985 
       63.39        61.41        56.28         1.94        67.96        65.65 
TCGA-CZ-5988 TCGA-MM-A84U 
       22.78        15.25 

$`18P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3358 TCGA-A3-3359 
       31.07        45.53        29.92        18.44        42.97        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 
       51.25        10.49        28.70        74.63        74.76        53.29 
TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 
       43.20        55.76        20.71        18.64        18.87        28.31 
TCGA-A3-3385 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       65.52        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 
       10.62        29.10        84.36        73.08        66.31        60.92 
TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 
       72.07        68.61        46.78        48.36        42.08        40.01 
TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       58.49        48.69        45.93        28.73        22.45        37.58 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 
       38.40        31.27        28.04        40.70         1.41         3.32 
TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 
        1.41         4.57         2.53         3.48        28.47        19.00 
TCGA-B0-4701 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        7.82         2.14         3.16         3.25        20.25        15.72 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4823 
        0.59         5.52        45.07        33.50        16.77        14.93 
TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 TCGA-B0-4838 
       54.48        10.09        78.44        68.71        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4846 TCGA-B0-4847 
       53.88         6.71        56.68        11.64        39.45        26.07 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 
        2.27        36.85        70.52        20.94        43.30        11.24 
TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5094 TCGA-B0-5095 
       11.90         7.30        25.32        18.51        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
        2.24        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 
       52.54        30.48        29.95        19.30        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       26.20        21.60        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       32.61        35.90        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       10.36        32.98        16.67         9.57         5.75         1.25 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4622 
       27.16        27.55        25.05        24.66        17.19        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       20.91        23.74         1.18         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       16.60         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
      101.06        93.34        99.85        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 
       15.16         0.07        52.24        74.17        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4758 
       44.94        12.23        31.89        33.99        31.33        72.59 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.98        77.62        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       13.15        61.68         5.33        61.97        60.59        13.51 
TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 
       56.91        11.64        60.95        15.78        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4804 TCGA-BP-4807 
       20.38        10.98        37.25        36.95        47.97         6.94 
TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       87.45        71.41        63.62        60.30        61.22        61.51 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
        6.74        57.40        58.98        14.24        48.89        49.38 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 TCGA-BP-4982 
       45.50         7.23        47.11        53.65        36.07        33.34 
TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       46.45        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 
       16.47         5.82        45.07        30.64        41.62        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 
       48.10        79.30         1.78        74.20        52.27         9.63 
TCGA-BP-5180 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       74.40        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       13.35        27.02        33.24        23.47        13.41        24.62 
TCGA-BP-5199 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4638 TCGA-CJ-4639 
       44.55         0.95        59.84        46.55        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4874 TCGA-CJ-4875 
       83.97        49.25        79.66        47.18        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       64.27        71.87        57.83        69.86        64.18        30.64 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       63.98        68.55        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       59.44        50.24        56.35        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5678 
       18.81        63.88        72.00        79.89        84.66        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.26        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       92.02        81.83         5.39        85.78        73.18        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 
       25.45        46.16         0.59        58.75        14.66        60.59 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
       93.04         5.46        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       18.44        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5989 
       31.10        12.69        80.19        12.26        14.63        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 
        6.77         4.18         7.96        10.29        70.13        35.87 
TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MW-A4EC 
        2.01        19.43        19.96        10.85 

  18P LOSS MUTATED 18P LOSS WILD-TYPE 
              0.23               0.07 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
            109.91             120.59 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
            30.955             37.085 
[1] "0.2 - 109.9 (31.0)" "0.1 - 120.6 (37.1)"
[1] "hr=" "1.7"
D72V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  18P LOSS MUTATED        31        7        33       22
  18P LOSS WILD-TYPE     229       50        94       58
D72V3, multiclass
           clus
vv          18P LOSS MUTATED 18P LOSS WILD-TYPE
  STAGE I                 31                229
  STAGE II                 7                 50
  STAGE III               33                 94
  STAGE IV                22                 58
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  18P LOSS MUTATED    33   9  46   5
  18P LOSS WILD-TYPE 232  60 133   6
D72V4, multiclass
    clus
vv   18P LOSS MUTATED 18P LOSS WILD-TYPE
  T1               33                232
  T2                9                 60
  T3               46                133
  T4                5                  6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D72V5, binary
                    cls
clus                   0   1
  18P LOSS MUTATED    42   3
  18P LOSS WILD-TYPE 190  15
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED     42    3
  18P LOSS WILD-TYPE  190   15
   clus
vv  18P LOSS MUTATED 18P LOSS WILD-TYPE
  0               42                190
  1                3                 15
[1] 2 2
[1] FALSE
D72V6, binary
                    cls
clus                   0   1
  18P LOSS MUTATED    71  20
  18P LOSS WILD-TYPE 347  58
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED     71   20
  18P LOSS WILD-TYPE  347   58
   clus
vv  18P LOSS MUTATED 18P LOSS WILD-TYPE
  0               71                347
  1               20                 58
[1] 2 2
[1] FALSE
D72V7, binary
                    cls
clus                   0   1
  18P LOSS MUTATED    28  65
  18P LOSS WILD-TYPE 160 271
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED     28   65
  18P LOSS WILD-TYPE  160  271
        clus
vv       18P LOSS MUTATED 18P LOSS WILD-TYPE
  FEMALE               28                160
  MALE                 65                271
[1] 2 2
[1] FALSE
D72V8, continuous
D72V9, continuous
[1] "Remove cluster labels:" "18P LOSS MUTATED"      
clus
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5158         TCGA-B8-5164 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
        TCGA-B8-A54E         TCGA-B8-A54F         TCGA-B8-A54G 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
        TCGA-B8-A8YJ         TCGA-DV-A4W0         TCGA-G6-A5PC 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
        TCGA-G6-A8L7         TCGA-MM-A563 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
D72V10, continuous
[1] "Remove cluster labels:" "18P LOSS MUTATED"      
clus
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
        TCGA-B8-5158         TCGA-DV-A4W0         TCGA-G6-A8L7 
"18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" "18P LOSS WILD-TYPE" 
        TCGA-MM-A563 
"18P LOSS WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  18P LOSS MUTATED       2                         6    85
  18P LOSS WILD-TYPE     6                        46   372
D72V11, multiclass
                           clus
vv                          18P LOSS MUTATED 18P LOSS WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                6                 46
  WHITE                                   85                372
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D72V12, binary
                    cls
clus                   0   1
  18P LOSS MUTATED     1  62
  18P LOSS WILD-TYPE  25 283
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED      1   62
  18P LOSS WILD-TYPE   25  283
                        clus
vv                       18P LOSS MUTATED 18P LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO               62                283
[1] 2 2
[1] FALSE

Clustering(73) Variable = 18Q LOSS MUTATION ANALYSIS
D73V1, survival
                    sevent
clus2                  0   1
  18Q LOSS MUTATED    54  40
  18Q LOSS WILD-TYPE 300 128
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                94                428 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                40                128 
$`18Q LOSS MUTATED`
TCGA-A3-3313 TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3357 TCGA-A3-3372 
       24.16        37.15         4.50        52.93        88.37        24.16 
TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3430 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3465 
       20.28       109.91        15.78        67.20        57.37        12.13 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4703 TCGA-B0-4712 TCGA-B0-4713 
        1.38         3.62        65.10         5.98        43.96         6.64 
TCGA-B0-4815 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4827 TCGA-B0-4836 
       52.21         6.02        40.44        36.53        29.10        40.70 
TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4848 TCGA-B0-5092 TCGA-B0-5097 TCGA-B0-5121 
       10.29        65.29        29.03        15.09        21.86        18.21 
TCGA-B2-4098 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4620 TCGA-B8-4621 
        1.68        21.57         0.23         0.53        25.55        25.91 
TCGA-B8-5163 TCGA-B8-5549 TCGA-B8-5550 TCGA-BP-4164 TCGA-BP-4166 TCGA-BP-4338 
       27.02         6.38        14.27        32.61         0.43        93.99 
TCGA-BP-4343 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4756 TCGA-BP-4761 TCGA-BP-4770 
       62.86        11.31        12.33        12.30         5.98        10.82 
TCGA-BP-4781 TCGA-BP-4797 TCGA-BP-4803 TCGA-BP-4962 TCGA-BP-4977 TCGA-BP-4985 
       68.38        36.39         6.71        58.68        14.93        31.30 
TCGA-BP-4994 TCGA-BP-5000 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5181 
       43.00        18.51         6.35        30.64        62.86        49.15 
TCGA-BP-5182 TCGA-BP-5191 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5200 TCGA-BP-5201 
       38.30        31.79        33.47        19.82        34.95        31.27 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4881 TCGA-CJ-4888 
       63.25        73.22        47.18        74.27        66.21        51.52 
TCGA-CJ-4891 TCGA-CJ-4901 TCGA-CJ-4907 TCGA-CJ-4920 TCGA-CJ-5677 TCGA-CJ-5679 
       26.93        47.67        49.28         4.57        25.71        22.32 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6032 TCGA-CW-5588 TCGA-CZ-4854 TCGA-CZ-4857 
       60.99        53.42        83.77        66.31        46.16        47.08 
TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4863 TCGA-CZ-4866 TCGA-CZ-5456 TCGA-CZ-5468 
       69.21         6.77        63.39        61.41        56.28         1.94 
TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5988 TCGA-MM-A84U 
       67.96        65.65        22.78        15.25 

$`18Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       49.08        49.02        49.58        48.59        36.36        38.99 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 
       24.69        37.38        48.82        21.86        34.29        31.07 
TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 
       45.53        29.92        18.44        42.97        82.32        51.25 
TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3374 
       10.49        28.70        74.63        74.76        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3433 
       29.10        84.36        73.08        66.31        60.92        72.07 
TCGA-AK-3434 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 
       68.61        46.78        48.36        42.08        40.01        58.49 
TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 
       48.69        45.93        28.73        22.45        37.58        38.40 
TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       31.27        28.04        40.70         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4701 
        4.57         2.53         3.48        28.47        19.00         7.82 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        2.14        19.73         3.16         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
       46.59         0.59         5.52        45.07        33.50        16.77 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4837 
       14.93        54.48        10.09        78.44        68.71        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4846 
       27.42        53.88         6.71        56.68        11.64        39.45 
TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       26.07         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5094 
       11.24        11.90         7.30        25.32        18.51        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
        8.05         2.24        52.08        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
       90.48        52.54        30.48        29.95        19.30        35.90 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 
       11.80        26.20        21.60        17.59         1.94        16.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       32.61        35.90        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5834 
       10.36        32.98        16.67         9.57         5.75         1.25 
TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        4.64         5.46         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4622 
       27.16        27.55        25.05        24.66        17.19        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       20.91        23.74         1.18         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E 
       16.60         0.53        34.39        14.30        27.29        29.88 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 
      101.06        93.34        99.85        89.36        23.05        77.03 
TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 
       62.24        61.78        64.27        54.90        97.45        53.42 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 
        3.58        27.78        62.07        80.68        37.25        21.21 
TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 
       15.16         0.07        18.48        52.24        74.17        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4354 TCGA-BP-4355 
       49.08        44.94        12.23        31.89        33.99        31.33 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       72.59        77.98        77.62        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        13.15        61.68         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 
       13.51        56.91        11.64        60.95        15.78        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4804 
       36.53        20.38        10.98        37.25        36.95        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4964 
        6.94        87.45        71.41        63.62        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 
       49.38        45.50         7.23        47.11        53.65        36.07 
TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 
       33.34        46.45        25.81        36.95        27.22         3.88 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       46.45        16.47         5.82        45.07        30.64        41.62 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 
       28.87        48.10        79.30         1.78        74.20        52.27 
TCGA-BP-5177 TCGA-BP-5180 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
        9.63        74.40        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       13.35        27.02        33.24        23.47        13.41        24.62 
TCGA-BP-5199 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4638 TCGA-CJ-4639 
       44.55         0.95        59.84        46.55        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       83.97        49.25        79.66        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       71.87        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       63.98        68.55        50.01        24.66        27.65        39.45 
TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       59.44        50.24        56.35        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.18        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5678 
       18.81        63.88        72.00        79.89        84.66        18.87 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       53.26        75.58        62.66         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 
       81.83         5.39        85.78        73.18        78.18        74.66 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
        1.35       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4864 TCGA-CZ-4865 
        0.59        58.75        14.66        60.59        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 
       63.42        58.82         0.82        23.74        18.44        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5469 TCGA-CZ-5470 
       57.21        47.54        22.52         2.40        31.10        12.69 
TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       80.19        12.26        14.63        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MW-A4EC 
       19.96        10.85 

  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
              0.23               0.07 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
            109.91             120.59 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
            31.285             36.985 
[1] "0.2 - 109.9 (31.3)" "0.1 - 120.6 (37.0)"
[1] "hr=" "1.6"
D73V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  18Q LOSS MUTATED        35        8        30       22
  18Q LOSS WILD-TYPE     225       49        97       58
D73V3, multiclass
           clus
vv          18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  STAGE I                 35                225
  STAGE II                 8                 49
  STAGE III               30                 97
  STAGE IV                22                 58
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  18Q LOSS MUTATED    37  10  43   5
  18Q LOSS WILD-TYPE 228  59 136   6
D73V4, multiclass
    clus
vv   18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  T1               37                228
  T2               10                 59
  T3               43                136
  T4                5                  6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D73V5, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED    45   3
  18Q LOSS WILD-TYPE 187  15
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED     45    3
  18Q LOSS WILD-TYPE  187   15
   clus
vv  18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  0               45                187
  1                3                 15
[1] 2 2
[1] FALSE
D73V6, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED    73  20
  18Q LOSS WILD-TYPE 345  58
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED     73   20
  18Q LOSS WILD-TYPE  345   58
   clus
vv  18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  0               73                345
  1               20                 58
[1] 2 2
[1] FALSE
D73V7, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED    28  67
  18Q LOSS WILD-TYPE 160 269
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED     28   67
  18Q LOSS WILD-TYPE  160  269
        clus
vv       18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  FEMALE               28                160
  MALE                 67                269
[1] 2 2
[1] FALSE
D73V8, continuous
D73V9, continuous
[1] "Remove cluster labels:" "18Q LOSS MUTATED"      
clus
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-5158         TCGA-B8-5164 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
        TCGA-B8-A54E         TCGA-B8-A54F         TCGA-B8-A54G 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
        TCGA-B8-A8YJ         TCGA-DV-A4W0         TCGA-G6-A5PC 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
        TCGA-G6-A8L7         TCGA-MM-A563 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
D73V10, continuous
[1] "Remove cluster labels:" "18Q LOSS MUTATED"      
clus
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
        TCGA-B8-5158         TCGA-DV-A4W0         TCGA-G6-A8L7 
"18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" "18Q LOSS WILD-TYPE" 
        TCGA-MM-A563 
"18Q LOSS WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  18Q LOSS MUTATED       2                         6    87
  18Q LOSS WILD-TYPE     6                        46   370
D73V11, multiclass
                           clus
vv                          18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  ASIAN                                    2                  6
  BLACK OR AFRICAN AMERICAN                6                 46
  WHITE                                   87                370
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D73V12, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED     2  63
  18Q LOSS WILD-TYPE  24 282
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED      2   63
  18Q LOSS WILD-TYPE   24  282
                        clus
vv                       18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    2                 24
  NOT HISPANIC OR LATINO               63                282
[1] 2 2
[1] FALSE

Clustering(74) Variable = 19P LOSS MUTATION ANALYSIS
D74V1, survival
                    sevent
clus2                  0   1
  19P LOSS MUTATED     2   9
  19P LOSS WILD-TYPE 352 159
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                11                511 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                 9                159 
$`19P LOSS MUTATED`
TCGA-A3-3319 TCGA-AK-3425 TCGA-B0-4690 TCGA-B0-4696 TCGA-B0-4707 TCGA-B0-4821 
       37.15       109.91         1.41        28.47        19.73        40.44 
TCGA-B0-4828 TCGA-BP-4164 TCGA-BP-4770 TCGA-BP-4985 TCGA-CZ-4860 
       10.09        32.61        10.82        31.30         6.77 

$`19P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 
       29.10        84.36        73.08        66.31        15.78        60.92 
TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3444 
       72.07        68.61        67.20        57.37        46.78        48.36 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       42.08        40.01        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 
       22.45        37.58        38.40        31.27        28.04        12.13 
TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
       40.70         1.41         3.32         4.57         2.53         3.48 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
       19.00         1.38         3.62        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        2.14         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       33.50        16.77         6.02        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       29.10        78.44        68.71        40.70        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 
       53.88         6.71        56.68        11.64        10.29        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 
       18.51        15.09        10.95         8.05         2.24        21.86 
TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 
       52.08        15.95        62.89        90.87        90.48        52.54 
TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 
       30.48        29.95        19.30        35.90        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 
       21.60        17.59         1.94        16.21        18.21        21.44 
TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       37.22        14.76        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 
       56.94        52.77        39.55       120.59        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 
       47.97        96.36        89.49        61.32        97.41        32.61 
TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       35.90         1.68        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 
        0.23         1.25         0.53         4.64         5.46         0.36 
TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 
        0.23        23.31        16.80        27.16        27.55        25.05 
TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 
       24.66        17.19        25.55        25.91        23.01        20.91 
TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 
       23.74         1.18        27.02         0.85        24.23        17.16 
TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 
       16.60         6.38        14.27         0.53        34.39        14.30 
TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I 
       27.29        29.88        17.06         1.74         8.42         4.93 
TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 
       17.36        15.42        16.27        14.17       111.02        85.51 
TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 
       94.72        90.28       101.06        93.34        99.85         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       44.94        12.23        31.89        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 
       31.33        12.30        72.59        77.98        77.62         5.98 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 
       44.15        41.75        71.80        48.07        13.15        61.68 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4986 TCGA-BP-4987 
       14.93        36.07        33.34        46.45        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 
        6.35        79.30         1.78        74.20        30.64        52.27 
TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 
        9.63        62.86        74.40        49.15        38.30        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 
       37.25        37.22        22.78        13.35        27.02        33.24 
TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       31.79        23.47        13.41        24.62        33.47        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       44.55        34.95        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 
       53.52        58.95        11.05        21.24        83.97        49.25 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 
       79.66        47.18        74.27        75.06        77.36        64.27 
TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 
       71.87        66.21        61.91        57.83        69.86        64.18 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 
       30.64        51.52        63.98        68.55        26.93        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 
       24.66        27.65        39.45        59.44        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 
       47.67        49.97        51.29        58.92        49.18        49.28 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 
       50.33        54.48        38.56        45.14         3.06         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 
       18.81        63.88        72.00        79.89        84.66        25.71 
TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 
       18.87        22.32        25.25        18.15        61.91        62.10 
TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 
       73.35        67.00        53.26        60.99        53.42        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 
        5.39        85.78        73.18        66.31        78.18        74.66 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
        1.35       105.93        83.90       103.43        18.77        25.45 
TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 
       46.16         0.59        47.08        69.21        58.75        14.66 
TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 
       60.59        63.39        93.04         5.46        61.41        63.42 
TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 
       58.82         0.82        23.74        18.44        56.28        55.33 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 
       56.94        55.33        47.01        10.85        10.22        21.76 
TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 
       57.21        47.54        22.52         2.40         1.94        31.10 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U 
       70.13        35.87         2.01        19.43        19.96        15.25 
TCGA-MW-A4EC 
       10.85 

  19P LOSS MUTATED 19P LOSS WILD-TYPE 
              1.41               0.07 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
            109.91             120.59 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
             28.47              36.53 
[1] "1.4 - 109.9 (28.5)" "0.1 - 120.6 (36.5)"
[1] "hr=" "3.5"
D74V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  19P LOSS MUTATED         2        0         5        4
  19P LOSS WILD-TYPE     258       57       122       76
D74V3, multiclass
           clus
vv          19P LOSS MUTATED 19P LOSS WILD-TYPE
  STAGE I                  2                258
  STAGE II                 0                 57
  STAGE III                5                122
  STAGE IV                 4                 76
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  19P LOSS MUTATED     2   1   5   3
  19P LOSS WILD-TYPE 263  68 174   8
D74V4, multiclass
    clus
vv   19P LOSS MUTATED 19P LOSS WILD-TYPE
  T1                2                263
  T2                1                 68
  T3                5                174
  T4                3                  8
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D74V5, binary
                    cls
clus                   0   1
  19P LOSS MUTATED     6   0
  19P LOSS WILD-TYPE 226  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED      6    0
  19P LOSS WILD-TYPE  226   18
   clus
vv  19P LOSS MUTATED 19P LOSS WILD-TYPE
  0                6                226
  1                0                 18
[1] 2 2
[1] FALSE
D74V6, binary
                    cls
clus                   0   1
  19P LOSS MUTATED     8   3
  19P LOSS WILD-TYPE 410  75
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED      8    3
  19P LOSS WILD-TYPE  410   75
   clus
vv  19P LOSS MUTATED 19P LOSS WILD-TYPE
  0                8                410
  1                3                 75
[1] 2 2
[1] FALSE
D74V7, binary
                    cls
clus                   0   1
  19P LOSS MUTATED     3   8
  19P LOSS WILD-TYPE 185 328
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED      3    8
  19P LOSS WILD-TYPE  185  328
        clus
vv       19P LOSS MUTATED 19P LOSS WILD-TYPE
  FEMALE                3                185
  MALE                  8                328
[1] 2 2
[1] FALSE
D74V8, continuous
[1] "Remove cluster labels:" "19P LOSS MUTATED"      
clus
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                 1                 43 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4861 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-CZ-4862         TCGA-CZ-5456         TCGA-CZ-5457 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-CZ-5465         TCGA-CZ-5469         TCGA-CZ-5982 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" "19P LOSS WILD-TYPE" 
        TCGA-G6-A8L8 
"19P LOSS WILD-TYPE" 
D74V9, continuous
D74V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  19P LOSS MUTATED       1                         0    10
  19P LOSS WILD-TYPE     7                        52   447
D74V11, multiclass
                           clus
vv                          19P LOSS MUTATED 19P LOSS WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                   10                447
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D74V12, binary
                    cls
clus                   0   1
  19P LOSS MUTATED     0   6
  19P LOSS WILD-TYPE  26 339
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED      0    6
  19P LOSS WILD-TYPE   26  339
                        clus
vv                       19P LOSS MUTATED 19P LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO                6                339
[1] 2 2
[1] FALSE

Clustering(75) Variable = 19Q LOSS MUTATION ANALYSIS
D75V1, survival
                    sevent
clus2                  0   1
  19Q LOSS MUTATED     1   3
  19Q LOSS WILD-TYPE 353 165
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                 4                518 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                 3                165 
$`19Q LOSS MUTATED`
TCGA-A3-3319 TCGA-B0-4690 TCGA-BP-4164 TCGA-CZ-4860 
       37.15         1.41        32.61         6.77 

$`19Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4691 TCGA-B0-4693 
       12.13        40.70         1.41         3.32         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 
        3.48        28.47        19.00         1.38         3.62        65.10 
TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 
        7.82         5.98         2.14        19.73         3.16        43.96 
TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 
        6.64         3.25        20.25        15.72        46.59         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
       40.44        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       29.95        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       17.19        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
        6.38        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
       90.28       101.06        93.34        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       37.25        21.21        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       12.23        31.89        11.31        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       12.30        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 
       41.75        71.80        48.07        13.15        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 
        6.94        87.45        71.41        63.62        58.68        60.30 
TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 
       61.22        61.51         6.74        57.40        58.98        14.24 
TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 
       48.89        49.38        45.50         7.23        47.11        53.65 
TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 
       14.93        36.07        33.34        46.45        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 
       43.00        45.07        30.64        41.62        18.51        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 
       37.02        27.62        37.48        35.21        36.23        28.87 
TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       48.10         6.35        79.30         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 
       52.27         9.63        62.86        74.40        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 
       33.24        31.79        23.47        13.41        24.62        33.47 
TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       19.82        44.55        34.95        31.27         0.95        59.84 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       46.55        63.25        73.22        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 
       14.66        60.59        63.39        93.04         5.46        61.41 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       55.33        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       21.76        57.21        47.54        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
       31.10        12.69        80.19        67.96        65.65        12.26 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 
       14.63        22.78        62.63        43.69        45.96        65.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        66.28        56.84        23.90 
TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC 
       66.02        18.12         3.91         6.77         4.18         7.96 
TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 TCGA-MM-A564 
       10.29        70.13        35.87         2.01        19.43        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
              1.41               0.07 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
             37.15             120.59 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
             19.69              36.46 
[1] "1.4 - 37.1 (19.7)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "4.8"
D75V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  19Q LOSS MUTATED         1        0         1        2
  19Q LOSS WILD-TYPE     259       57       126       78
D75V3, multiclass
           clus
vv          19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  STAGE I                  1                259
  STAGE II                 0                 57
  STAGE III                1                126
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  19Q LOSS MUTATED     1   0   1   2
  19Q LOSS WILD-TYPE 264  69 178   9
D75V4, multiclass
    clus
vv   19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  T1                1                264
  T2                0                 69
  T3                1                178
  T4                2                  9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D75V5, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED     1   0
  19Q LOSS WILD-TYPE 231  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED      1    0
  19Q LOSS WILD-TYPE  231   18
   clus
vv  19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  0                1                231
  1                0                 18
[1] 2 2
[1] FALSE
D75V6, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED     2   2
  19Q LOSS WILD-TYPE 416  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED      2    2
  19Q LOSS WILD-TYPE  416   76
   clus
vv  19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  0                2                416
  1                2                 76
[1] 2 2
[1] FALSE
D75V7, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED     1   3
  19Q LOSS WILD-TYPE 187 333
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED      1    3
  19Q LOSS WILD-TYPE  187  333
        clus
vv       19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  FEMALE                1                187
  MALE                  3                333
[1] 2 2
[1] FALSE
D75V8, continuous
[1] "Remove cluster labels:" "19Q LOSS MUTATED"      
clus
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                 1                 43 
        TCGA-3Z-A93Z         TCGA-A3-A6NJ         TCGA-A3-A6NL 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-A3-A8CQ         TCGA-AK-3426         TCGA-AK-3430 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-B0-4838         TCGA-B2-5639         TCGA-B4-5377 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-B4-5378         TCGA-B4-5832         TCGA-B4-5834 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-B4-5835         TCGA-B4-5836         TCGA-B4-5838 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-B4-5843         TCGA-B4-5844         TCGA-CZ-4854 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-CZ-4856         TCGA-CZ-4858         TCGA-CZ-4861 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-CZ-4862         TCGA-CZ-5456         TCGA-CZ-5457 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-CZ-5465         TCGA-CZ-5469         TCGA-CZ-5982 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-DV-5565         TCGA-DV-5566         TCGA-DV-5567 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-DV-5568         TCGA-DV-5569         TCGA-DV-5573 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-DV-5574         TCGA-DV-5575         TCGA-DV-5576 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-DV-A4W0         TCGA-EU-5904         TCGA-EU-5905 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-EU-5907         TCGA-G6-A8L6         TCGA-G6-A8L7 
"19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" "19Q LOSS WILD-TYPE" 
        TCGA-G6-A8L8 
"19Q LOSS WILD-TYPE" 
D75V9, continuous
D75V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  19Q LOSS MUTATED       0                         0     4
  19Q LOSS WILD-TYPE     8                        52   453
D75V11, multiclass
                           clus
vv                          19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                    4                453
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D75V12, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED     0   1
  19Q LOSS WILD-TYPE  26 344
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED      0    1
  19Q LOSS WILD-TYPE   26  344
                        clus
vv                       19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    0                 26
  NOT HISPANIC OR LATINO                1                344
[1] 2 2
[1] FALSE

Clustering(76) Variable = 20P LOSS MUTATION ANALYSIS
D76V1, survival
                    sevent
clus2                  0   1
  20P LOSS MUTATED     5   3
  20P LOSS WILD-TYPE 349 165
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                 8                514 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                 3                165 
$`20P LOSS MUTATED`
TCGA-A3-3319 TCGA-B0-4821 TCGA-BP-4352 TCGA-BP-4962 TCGA-BP-5000 TCGA-BP-5182 
       37.15        40.44        11.31        58.68        18.51        38.30 
TCGA-BP-5184 TCGA-CJ-4637 
       37.25        73.22 

$`20P LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        49.02        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 
       48.36        42.08        40.01        58.49        48.69        45.93 
TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 
       28.73        22.45        37.58        38.40        31.27        28.04 
TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 
       12.13        40.70         1.41         3.32         1.41         4.57 
TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
        2.53         3.48        28.47        19.00         1.38         3.62 
TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 
       65.10         7.82         5.98         2.14        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 
       43.96         6.64         3.25        20.25        15.72        46.59 
TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 
        0.59         5.52        52.21        45.07        33.50        16.77 
TCGA-B0-4819 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 
        6.02        36.53        14.93        54.48        29.10        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       78.44        68.71        40.70        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 
        6.71        56.68        11.64        10.29        65.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 
       43.30        11.24        11.90         7.30        25.32        18.51 
TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 
       15.09        10.95         8.05         2.24        21.86        52.08 
TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 
       15.95        62.89        90.87        90.48        52.54        30.48 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 
       29.95        19.30        35.90        11.80        26.20        21.60 
TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 
       17.59         1.94        16.21        18.21        21.44        37.22 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       14.76        79.17       112.80        48.89       101.13        15.78 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 
       46.68        56.78        60.33        84.92        90.12        56.94 
TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       52.77        39.55       120.59        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 
       96.36        89.49        61.32        97.41        32.61        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       17.19        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
        6.38        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J 
       29.88        17.06         1.74         8.42         4.93        17.36 
TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 
       15.42        16.27        14.17       111.02        85.51        94.72 
TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 
       90.28       101.06        93.34        32.61        99.85         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 
       89.36        23.05        77.03        62.24        61.78        64.27 
TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       54.90        97.45        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       80.68        37.25        21.21        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       44.94        12.23        31.89        12.33        33.99        31.33 
TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 
       12.30        72.59        77.98        77.62         5.98        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 
       41.75        71.80        48.07        13.15        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4964 
        6.94        87.45        71.41        63.62        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       45.07        30.64        41.62        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
       79.30         1.78        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5183 TCGA-BP-5185 TCGA-BP-5186 
       62.86        74.40        49.15        42.44        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       24.62        33.47        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4638 TCGA-CJ-4639 
        0.95        59.84        46.55        63.25        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 
       65.69        54.61        53.52        58.95        11.05        21.24 
TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 
       83.97        49.25        79.66        47.18        74.27        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       77.36        64.27        71.87        66.21        61.91        57.83 
TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 
       69.86        64.18        30.64        51.52        63.98        68.55 
TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 
       26.93        50.01        24.66        27.65        39.45        59.44 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 
       50.24        56.35        47.67        49.97        51.29        58.92 
TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 
       49.18        49.28        50.33        54.48        38.56        45.14 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 
        3.06         4.57        18.81        63.88        72.00        79.89 
TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 
       84.66        25.71        18.87        22.32        25.25        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 
       61.91        62.10        73.35        67.00        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       53.42        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 
       18.44        56.28        55.33        56.94        55.33        47.01 
TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 
       10.85        10.22        21.76        57.21        47.54        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 
        2.40         1.94        31.10        12.69        80.19        67.96 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 
       45.96        65.88        12.16        11.67        37.15        66.28 
TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 
       56.84        23.90        66.02        18.12         3.91         6.77 
TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 
        4.18         7.96        10.29        70.13        35.87         2.01 
TCGA-MM-A563 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.43        19.96        15.25        10.85 

  20P LOSS MUTATED 20P LOSS WILD-TYPE 
             11.31               0.07 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
             73.22             120.59 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
            37.775             36.150 
[1] "11.3 - 73.2 (37.8)" "0.1 - 120.6 (36.1)"
[1] "hr=" "1.2"
D76V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  20P LOSS MUTATED         4        1         1        2
  20P LOSS WILD-TYPE     256       56       126       78
D76V3, multiclass
           clus
vv          20P LOSS MUTATED 20P LOSS WILD-TYPE
  STAGE I                  4                256
  STAGE II                 1                 56
  STAGE III                1                126
  STAGE IV                 2                 78
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  20P LOSS MUTATED     4   2   2   0
  20P LOSS WILD-TYPE 261  67 177  11
D76V4, multiclass
    clus
vv   20P LOSS MUTATED 20P LOSS WILD-TYPE
  T1                4                261
  T2                2                 67
  T3                2                177
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D76V5, binary
                    cls
clus                   0   1
  20P LOSS MUTATED     3   0
  20P LOSS WILD-TYPE 229  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED      3    0
  20P LOSS WILD-TYPE  229   18
   clus
vv  20P LOSS MUTATED 20P LOSS WILD-TYPE
  0                3                229
  1                0                 18
[1] 2 2
[1] FALSE
D76V6, binary
                    cls
clus                   0   1
  20P LOSS MUTATED     6   2
  20P LOSS WILD-TYPE 412  76
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED      6    2
  20P LOSS WILD-TYPE  412   76
   clus
vv  20P LOSS MUTATED 20P LOSS WILD-TYPE
  0                6                412
  1                2                 76
[1] 2 2
[1] FALSE
D76V7, binary
                    cls
clus                   0   1
  20P LOSS MUTATED     3   5
  20P LOSS WILD-TYPE 185 331
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED      3    5
  20P LOSS WILD-TYPE  185  331
        clus
vv       20P LOSS MUTATED 20P LOSS WILD-TYPE
  FEMALE                3                185
  MALE                  5                331
[1] 2 2
[1] FALSE
D76V8, continuous
D76V9, continuous
D76V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  20P LOSS MUTATED       1                         0     7
  20P LOSS WILD-TYPE     7                        52   450
D76V11, multiclass
                           clus
vv                          20P LOSS MUTATED 20P LOSS WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                    7                450
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D76V12, binary
                    cls
clus                   0   1
  20P LOSS MUTATED     1   3
  20P LOSS WILD-TYPE  25 342
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED      1    3
  20P LOSS WILD-TYPE   25  342
                        clus
vv                       20P LOSS MUTATED 20P LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO                3                342
[1] 2 2
[1] FALSE

Clustering(77) Variable = 20Q LOSS MUTATION ANALYSIS
D77V1, survival
                    sevent
clus2                  0   1
  20Q LOSS MUTATED     2   1
  20Q LOSS WILD-TYPE 352 167
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 3                519 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 1                167 
$`20Q LOSS MUTATED`
TCGA-BP-4962 TCGA-BP-5000 TCGA-CJ-4637 
       58.68        18.51        73.22 

$`20Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
       34.29        31.07         4.50        52.93        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
       18.44        88.37        42.97        82.32        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
       28.70        74.63        74.76        24.16        53.29        43.20 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
       55.76        20.71        18.64        18.87        28.31        65.52 
TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV 
       20.28        15.39        22.65         0.10         0.10        11.18 
TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
       10.62       109.91        29.10        84.36        73.08        66.31 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
       15.78        60.92        72.07        68.61        67.20        57.37 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
       28.04        12.13        40.70         1.41         3.32         1.41 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 
        4.57         2.53         3.48        28.47        19.00         1.38 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
        3.62        65.10         7.82         5.98         2.14        19.73 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
        3.16        43.96         6.64         3.25        20.25        15.72 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       46.59         0.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       29.10        10.09        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
       27.42        53.88         6.71        56.68        11.64        10.29 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
       65.29        39.45        26.07        29.03         2.27        36.85 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       70.52        20.94        43.30        11.24        11.90         7.30 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       25.32        18.51        15.09        10.95         8.05         2.24 
TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 TCGA-B0-5104 
       21.86        52.08        15.95        62.89        90.87        90.48 
TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5113 
       52.54        30.48        29.95        19.30        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       26.20        21.60        17.59         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       21.44        37.22        14.76        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       90.12        56.94        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 
       32.61        35.90         1.68        12.30        21.30        31.30 
TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 
       11.77        10.36        32.98        21.57        16.67         9.57 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 
        5.75         0.23         1.25         0.53         4.64         5.46 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 
        0.36         0.23        23.31        16.80        27.16        27.55 
TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 
       25.05        24.66        17.19        25.55        25.91        23.01 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 
       20.91        23.74         1.18        27.02         0.85        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 
       17.16        16.60         6.38        14.27         0.53        34.39 
TCGA-B8-5553 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       14.30        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
       61.78        64.27        54.90        97.45        53.42         3.58 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
       27.78        62.07        80.68        37.25        21.21        15.16 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
        0.07        93.99        18.48        52.24        74.17        62.86 
TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 
       54.77        49.08        44.94        12.23        31.89        11.31 
TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       12.33        33.99        31.33        12.30        72.59        77.98 
TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 
       77.62         5.98        44.15        41.75        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       13.15        61.68        10.82         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 
       36.95         6.71        47.97         6.94        87.45        71.41 
TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       63.62        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       58.98        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       31.30        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       16.47         5.82        43.00        45.07        30.64        41.62 
TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       38.70        37.02        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 
       30.64        52.27         9.63        62.86        74.40        49.15 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 
       38.30        42.44        37.25        37.22        22.78        13.35 
TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 
       27.02        33.24        31.79        23.47        13.41        24.62 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.47        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 
       59.84        46.55        63.25        14.17        75.88        65.69 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 
       50.01        24.66        27.65        39.45        59.44        50.24 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       56.35        47.67        49.97        51.29        58.92        49.18 
TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 
       49.28        50.33        54.48        38.56        45.14         3.06 
TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 
        4.57        18.81        63.88        72.00        79.89        84.66 
TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 
       25.71        18.87        22.32        25.25        18.15        61.91 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 
       62.10        73.35        67.00        53.26        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 
       74.66         1.35       105.93        83.90       103.43        18.77 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
       61.41        63.42        58.82         0.82        23.74        18.44 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       56.28        55.33        56.94        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
       10.22        21.76        57.21        47.54        22.52         2.40 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 
        1.94        31.10        12.69        80.19        67.96        65.65 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
       12.26        14.63        22.78        62.63        43.69        45.96 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
             18.51               0.07 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
             73.22             120.59 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
             58.68              36.36 
[1] "18.5 - 73.2 (58.7)" "0.1 - 120.6 (36.4)"
[1] "hr=" "1.3"
D77V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  20Q LOSS MUTATED         1        1         0        1
  20Q LOSS WILD-TYPE     259       56       127       79
D77V3, multiclass
           clus
vv          20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  STAGE I                  1                259
  STAGE II                 1                 56
  STAGE III                0                127
  STAGE IV                 1                 79
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  20Q LOSS MUTATED     1   2   0   0
  20Q LOSS WILD-TYPE 264  67 179  11
D77V4, multiclass
    clus
vv   20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  T1                1                264
  T2                2                 67
  T3                0                179
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D77V5, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     0   0
  20Q LOSS WILD-TYPE 232  18
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      0    0
  20Q LOSS WILD-TYPE  232   18
D77V6, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     2   1
  20Q LOSS WILD-TYPE 416  77
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      2    1
  20Q LOSS WILD-TYPE  416   77
   clus
vv  20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  0                2                416
  1                1                 77
[1] 2 2
[1] FALSE
D77V7, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     1   2
  20Q LOSS WILD-TYPE 187 334
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      1    2
  20Q LOSS WILD-TYPE  187  334
        clus
vv       20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  FEMALE                1                187
  MALE                  2                334
[1] 2 2
[1] FALSE
D77V8, continuous
D77V9, continuous
D77V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  20Q LOSS MUTATED       0                         0     3
  20Q LOSS WILD-TYPE     8                        52   454
D77V11, multiclass
                           clus
vv                          20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                0                 52
  WHITE                                    3                454
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D77V12, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     1   0
  20Q LOSS WILD-TYPE  25 345
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      1    0
  20Q LOSS WILD-TYPE   25  345
                        clus
vv                       20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    1                 25
  NOT HISPANIC OR LATINO                0                345
[1] 2 2
[1] FALSE

Clustering(78) Variable = 21Q LOSS MUTATION ANALYSIS
D78V1, survival
                    sevent
clus2                  0   1
  21Q LOSS MUTATED    36  18
  21Q LOSS WILD-TYPE 318 150
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                54                468 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                18                150 
$`21Q LOSS MUTATED`
TCGA-A3-3317 TCGA-A3-3374 TCGA-AK-3427 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3440 
       49.02        43.20        84.36        15.78        72.07        57.37 
TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4710 
       12.13        40.70         1.38         3.62        19.73         3.16 
TCGA-B0-4712 TCGA-B0-4811 TCGA-B0-4828 TCGA-B0-4834 TCGA-B0-5084 TCGA-B0-5117 
       43.96        46.59        10.09        68.71         7.30        17.59 
TCGA-B0-5402 TCGA-B0-5695 TCGA-B0-5697 TCGA-B4-5838 TCGA-B8-4619 TCGA-B8-5553 
       14.76        46.68        60.33         5.46        17.19        14.30 
TCGA-BP-4173 TCGA-BP-4325 TCGA-BP-4334 TCGA-BP-4340 TCGA-BP-4768 TCGA-BP-4770 
       62.24        97.45        21.21        18.48        13.15        10.82 
TCGA-BP-4803 TCGA-BP-4960 TCGA-BP-4983 TCGA-BP-4994 TCGA-BP-5169 TCGA-BP-5198 
        6.71        71.41        46.45        43.00         6.35        19.82 
TCGA-CJ-4881 TCGA-CJ-4897 TCGA-CJ-4901 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-4913 
       66.21        59.44        47.67        51.29        49.28        38.56 
TCGA-CJ-4923 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6028 TCGA-CW-5588 TCGA-CW-6087 
       18.81        67.00        53.26        53.42        66.31         1.35 
TCGA-CZ-4860 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-MM-A563 
        6.77        55.33        56.94        47.54        22.52        19.43 

$`21Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       24.16        49.08        37.15        49.58        48.59        36.36 
TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 
       38.99        24.69        37.38        48.82        21.86        34.29 
TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       31.07         4.50        52.93        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3378 
       74.63        74.76        24.16        53.29        55.76        20.71 
TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ 
       18.64        18.87        28.31        65.52        20.28        15.39 
TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 
       22.65         0.10         0.10        11.18        10.62       109.91 
TCGA-AK-3426 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 TCGA-AK-3434 TCGA-AK-3436 
       29.10        73.08        66.31        60.92        68.61        67.20 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
       46.78        48.36        42.08        40.01        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       28.04         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
        3.48        28.47        19.00        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
        2.14         6.64         3.25        20.25        15.72         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 
        5.52        52.21        45.07        33.50        16.77         6.02 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 
       40.44        36.53        14.93        54.48        29.10        78.44 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 
       40.70        45.30        27.42        53.88         6.71        56.68 
TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 
       11.64        10.29        65.29        39.45        26.07        29.03 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 
        2.27        36.85        70.52        20.94        43.30        11.24 
TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
       11.90        25.32        18.51        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
        2.24        21.86        52.08        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
       90.48        52.54        30.48        29.95        19.30        35.90 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       11.80        26.20        21.60         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       21.44        37.22        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5696 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 
       15.78        56.78        84.92        90.12        56.94        52.77 
TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
       39.55       120.59        79.36       102.48        47.97        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
       89.49        61.32        97.41        32.61        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 TCGA-B8-4146 
        0.53         4.64         0.36         0.23        23.31        16.80 
TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4620 TCGA-B8-4621 
       27.16        27.55        25.05        24.66        25.55        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
       23.01        20.91        23.74         1.18        27.02         0.85 
TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 
       24.23        17.16        16.60         6.38        14.27         0.53 
TCGA-B8-5552 TCGA-B8-A54D TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       34.39        27.29        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
       85.51        94.72        90.28       101.06        93.34        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4174 
       99.85         0.43        89.36        23.05        77.03        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       64.27        54.90        53.42         3.58        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4341 
       80.68        37.25        15.16         0.07        93.99        52.24 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       74.17        62.86        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       31.89        11.31        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       71.80        48.07        61.68         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 TCGA-BP-4962 
       36.95        47.97         6.94        87.45        63.62        58.68 
TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 
       60.30        61.22        61.51         6.74        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4985 TCGA-BP-4986 
       53.65        14.93        36.07        33.34        31.30        25.81 
TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 
       36.95        27.22         3.88        46.45        16.47         5.82 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 
       45.07        30.64        41.62        18.51        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 
       27.62        37.48        35.21        36.23        28.87        48.10 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
       79.30         1.78        74.20        30.64        52.27         9.63 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
       62.86        74.40        49.15        38.30        42.44        37.25 
TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.22        22.78        13.35        27.02        33.24        31.79 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5200 
       23.47        13.41        24.62        33.47        44.55        34.95 
TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 
       31.27         0.95        59.84        46.55        63.25        73.22 
TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 
       14.17        75.88        65.69        54.61        53.52        58.95 
TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 
       11.05        21.24        83.97        49.25        79.66        47.18 
TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4882 
       74.27        75.06        77.36        64.27        71.87        61.91 
TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 
       57.83        69.86        64.18        30.64        51.52        63.98 
TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 
       68.55        26.93        50.01        24.66        27.65        39.45 
TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       50.24        56.35        49.97        58.92        49.18        50.33 
TCGA-CJ-4912 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5671 TCGA-CJ-5672 
       54.48        45.14         3.06         4.57        63.88        72.00 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.89        84.66        25.71        18.87        22.32        25.25 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-6027 TCGA-CJ-6030 
       18.15        61.91        62.10        73.35        60.99        75.58 
TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 
       62.66        83.77         7.36        64.57        92.02        81.83 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6088 
        5.39        85.78        73.18        78.18        74.66       105.93 
TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 
       83.90       103.43        18.77        25.45        46.16         0.59 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 
       47.08        69.21        58.75        14.66        60.59        63.39 
TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 
       93.04         5.46        61.41        63.42        58.82         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       23.74        18.44        56.28        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 
       10.22        21.76        57.21         2.40         1.94        31.10 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 
       12.69        80.19        67.96        65.65        12.26        14.63 
TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 
       22.78        62.63        43.69        45.96        65.88        12.16 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 
       11.67        37.15        66.28        56.84        23.90        66.02 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 TCGA-G6-A5PC TCGA-G6-A8L6 
       18.12         3.91         6.77         4.18         7.96        10.29 
TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       70.13        35.87         2.01        19.96        15.25        10.85 

  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
              1.35               0.07 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
             97.45             120.59 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
             41.85              36.15 
[1] "1.4 - 97.5 (41.9)"  "0.1 - 120.6 (36.1)"
[1] "hr=" "1.1"
D78V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  21Q LOSS MUTATED        21        4        18       11
  21Q LOSS WILD-TYPE     239       53       109       69
D78V3, multiclass
           clus
vv          21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  STAGE I                 21                239
  STAGE II                 4                 53
  STAGE III               18                109
  STAGE IV                11                 69
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  21Q LOSS MUTATED    20   5  24   5
  21Q LOSS WILD-TYPE 245  64 155   6
D78V4, multiclass
    clus
vv   21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  T1               20                245
  T2                5                 64
  T3               24                155
  T4                5                  6
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D78V5, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED    21   4
  21Q LOSS WILD-TYPE 211  14
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED     21    4
  21Q LOSS WILD-TYPE  211   14
   clus
vv  21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  0               21                211
  1                4                 14
[1] 2 2
[1] FALSE
D78V6, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED    45   8
  21Q LOSS WILD-TYPE 373  70
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED     45    8
  21Q LOSS WILD-TYPE  373   70
   clus
vv  21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  0               45                373
  1                8                 70
[1] 2 2
[1] FALSE
D78V7, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED    17  37
  21Q LOSS WILD-TYPE 171 299
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED     17   37
  21Q LOSS WILD-TYPE  171  299
        clus
vv       21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  FEMALE               17                171
  MALE                 37                299
[1] 2 2
[1] FALSE
D78V8, continuous
D78V9, continuous
[1] "Remove cluster labels:" "21Q LOSS MUTATED"      
clus
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-4621         TCGA-B8-5158 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
        TCGA-B8-5164         TCGA-B8-A54E         TCGA-B8-A54F 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
        TCGA-B8-A54G         TCGA-B8-A8YJ         TCGA-DV-A4W0 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
        TCGA-G6-A5PC         TCGA-G6-A8L7 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
D78V10, continuous
[1] "Remove cluster labels:" "21Q LOSS MUTATED"      
clus
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                 1                  7 
        TCGA-A3-A8OV         TCGA-A3-A8OW         TCGA-B2-A4SR 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
        TCGA-B8-5158         TCGA-DV-A4W0         TCGA-G6-A8L7 
"21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" "21Q LOSS WILD-TYPE" 
        TCGA-MM-A84U 
"21Q LOSS WILD-TYPE" 
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  21Q LOSS MUTATED       1                         3    47
  21Q LOSS WILD-TYPE     7                        49   410
D78V11, multiclass
                           clus
vv                          21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  ASIAN                                    1                  7
  BLACK OR AFRICAN AMERICAN                3                 49
  WHITE                                   47                410
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D78V12, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED     2  35
  21Q LOSS WILD-TYPE  24 310
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED      2   35
  21Q LOSS WILD-TYPE   24  310
                        clus
vv                       21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    2                 24
  NOT HISPANIC OR LATINO               35                310
[1] 2 2
[1] FALSE

Clustering(79) Variable = 22Q LOSS MUTATION ANALYSIS
D79V1, survival
                    sevent
clus2                  0   1
  22Q LOSS MUTATED    18  21
  22Q LOSS WILD-TYPE 336 147
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
                39                483 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
                21                147 
$`22Q LOSS MUTATED`
TCGA-A3-3347 TCGA-AK-3453 TCGA-AK-3456 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4828 
       52.93        45.93        37.58        19.73        43.96        10.09 
TCGA-B0-4844 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5098 TCGA-B0-5116 TCGA-B0-5701 
       10.29        15.09        10.95        52.08        21.60        56.94 
TCGA-B2-4098 TCGA-B8-4143 TCGA-B8-A54E TCGA-BP-4343 TCGA-BP-4768 TCGA-BP-4799 
        1.68        23.31        29.88        62.86        13.15        37.25 
TCGA-BP-4960 TCGA-BP-4967 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4992 TCGA-BP-5175 
       71.41         6.74        31.30        25.81        16.47        30.64 
TCGA-BP-5196 TCGA-CJ-4637 TCGA-CJ-4640 TCGA-CJ-4891 TCGA-CJ-4897 TCGA-CJ-4901 
       33.47        73.22        65.69        26.93        59.44        47.67 
TCGA-CJ-5689 TCGA-CJ-6028 TCGA-CW-6097 TCGA-CZ-4866 TCGA-CZ-5457 TCGA-CZ-5461 
       53.26        53.42        18.77        61.41        55.33        10.85 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-DV-5566 
        1.94        31.10        45.96 

$`22Q LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 
       12.66        12.16        36.82        47.21         0.53        39.16 
TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 
       24.16        49.08        49.02        37.15        49.58        48.59 
TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 
       36.36        38.99        24.69        37.38        48.82        21.86 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       34.29        31.07         4.50        45.53        29.92        18.44 
TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 
       88.37        42.97        82.32        51.25        10.49        28.70 
TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 
       74.63        74.76        24.16        53.29        43.20        55.76 
TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 
       20.71        18.64        18.87        28.31        65.52        20.28 
TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW 
       15.39        22.65         0.10         0.10        11.18        10.62 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
      109.91        29.10        84.36        73.08        66.31        15.78 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 
       60.92        72.07        68.61        67.20        57.37        46.78 
TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3454 
       48.36        42.08        40.01        58.49        48.69        28.73 
TCGA-AK-3455 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 
       22.45        38.40        31.27        28.04        12.13        40.70 
TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 
        1.41         3.32         1.41         4.57         2.53         3.48 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        19.00         1.38         3.62        65.10         7.82 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
        5.98         2.14         3.16         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       15.72        46.59         0.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
       54.48        29.10        78.44        68.71        40.70        45.30 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4845 
       27.42        53.88         6.71        56.68        11.64        65.29 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       39.45        26.07        29.03         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5085 
       20.94        43.30        11.24        11.90         7.30        25.32 
TCGA-B0-5088 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 
       18.51         8.05         2.24        21.86        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       90.87        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 
       35.90        11.80        26.20        17.59         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 
       18.21        21.44        37.22        14.76        79.17       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
       48.89       101.13        15.78        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5706 
       84.92        90.12        52.77        39.55       120.59        79.36 
TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 
      102.48        47.97        96.36        89.49        61.32        97.41 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 
       32.61        35.90        12.30        21.30        31.30        11.77 
TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 
       10.36        32.98        21.57        16.67         9.57         5.75 
TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 
        0.23         1.25         0.53         4.64         5.46         0.36 
TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
        0.23        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
       17.19        25.55        25.91        23.01        20.91        23.74 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
        1.18        27.02         0.85        24.23        17.16        16.60 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54D 
        6.38        14.27         0.53        34.39        14.30        27.29 
TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K 
       17.06         1.74         8.42         4.93        17.36        15.42 
TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 
       16.27        14.17       111.02        85.51        94.72        90.28 
TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 
      101.06        93.34        32.61        99.85         0.43        89.36 
TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 
       23.05        77.03        62.24        61.78        64.27        54.90 
TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 
       97.45        53.42         3.58        27.78        62.07        80.68 
TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       37.25        21.21        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 
       52.24        74.17        54.77        49.08        44.94        12.23 
TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 
       31.89        11.31        12.33        33.99        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 
       72.59        77.98        77.62         5.98        44.15        41.75 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 
       71.80        48.07        61.68        10.82         5.33        61.97 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 
       60.59        13.51        56.91        68.38        11.64        60.95 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
       15.78        48.95        36.53        20.38        36.39        10.98 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 
       36.95         6.71        47.97         6.94        87.45        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 TCGA-BP-4969 
       58.68        60.30        61.22        61.51        57.40        58.98 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       14.24        48.89        49.38        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4987 
       53.65        14.93        36.07        33.34        46.45        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 
       27.22         3.88        46.45         5.82        43.00        45.07 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
       30.64        41.62        18.51        38.70        37.02        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 
       79.30         1.78        74.20        52.27         9.63        62.86 
TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       74.40        49.15        38.30        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 
       22.78        13.35        27.02        33.24        31.79        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 
       13.41        24.62        19.82        44.55        34.95        31.27 
TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4638 TCGA-CJ-4639 
        0.95        59.84        46.55        63.25        14.17        75.88 
TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       54.61        53.52        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4892 
       64.18        30.64        51.52        63.98        68.55        50.01 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 
       24.66        27.65        39.45        50.24        56.35        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 
       72.00        79.89        84.66        25.71        18.87        22.32 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       25.25        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 
       60.99        75.58        62.66        83.77         7.36        64.57 
TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 
       92.02        81.83         5.39        85.78        73.18        66.31 
TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 
       78.18        74.66         1.35       105.93        83.90       103.43 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
       25.45        46.16         0.59        47.08        69.21        58.75 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
        6.77        14.66        60.59        63.39        93.04         5.46 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 
       56.94        55.33        47.01        10.22        21.76        57.21 
TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 
       47.54        22.52         2.40        12.69        80.19        67.96 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
       65.65        12.26        14.63        22.78        62.63        43.69 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
       65.88        12.16        11.67        37.15        66.28        56.84 
TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
       23.90        66.02        18.12         3.91         6.77         4.18 
TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-G6-A8L8 TCGA-GK-A6C7 TCGA-MM-A563 
        7.96        10.29        70.13        35.87         2.01        19.43 
TCGA-MM-A564 TCGA-MM-A84U TCGA-MW-A4EC 
       19.96        15.25        10.85 

  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
              1.68               0.07 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
             73.22             120.59 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
             31.30              36.53 
[1] "1.7 - 73.2 (31.3)"  "0.1 - 120.6 (36.5)"
[1] "hr=" "2"  
D79V2, continuous
                    vv
clus                 STAGE I STAGE II STAGE III STAGE IV
  22Q LOSS MUTATED        11        4        14       10
  22Q LOSS WILD-TYPE     249       53       113       70
D79V3, multiclass
           clus
vv          22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  STAGE I                 11                249
  STAGE II                 4                 53
  STAGE III               14                113
  STAGE IV                10                 70
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                    vv
clus                  T1  T2  T3  T4
  22Q LOSS MUTATED    14   6  19   0
  22Q LOSS WILD-TYPE 251  63 160  11
D79V4, multiclass
    clus
vv   22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  T1               14                251
  T2                6                 63
  T3               19                160
  T4                0                 11
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D79V5, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED    16   1
  22Q LOSS WILD-TYPE 216  17
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED     16    1
  22Q LOSS WILD-TYPE  216   17
   clus
vv  22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  0               16                216
  1                1                 17
[1] 2 2
[1] FALSE
D79V6, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED    28  10
  22Q LOSS WILD-TYPE 390  68
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED     28   10
  22Q LOSS WILD-TYPE  390   68
   clus
vv  22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  0               28                390
  1               10                 68
[1] 2 2
[1] FALSE
D79V7, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED    13  26
  22Q LOSS WILD-TYPE 175 310
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED     13   26
  22Q LOSS WILD-TYPE  175  310
        clus
vv       22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  FEMALE               13                175
  MALE                 26                310
[1] 2 2
[1] FALSE
D79V8, continuous
D79V9, continuous
[1] "Remove cluster labels:" "22Q LOSS MUTATED"      
clus
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
                 1                 14 
        TCGA-A3-A8CQ         TCGA-A3-A8OV         TCGA-A3-A8OW 
"22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" 
        TCGA-B2-A4SR         TCGA-B8-4621         TCGA-B8-5158 
"22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" 
        TCGA-B8-5164         TCGA-B8-A54F         TCGA-B8-A54G 
"22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" 
        TCGA-B8-A8YJ         TCGA-DV-A4W0         TCGA-G6-A5PC 
"22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" 
        TCGA-G6-A8L7         TCGA-MM-A563 
"22Q LOSS WILD-TYPE" "22Q LOSS WILD-TYPE" 
D79V10, continuous
                    vv
clus                 ASIAN BLACK OR AFRICAN AMERICAN WHITE
  22Q LOSS MUTATED       0                         4    35
  22Q LOSS WILD-TYPE     8                        48   422
D79V11, multiclass
                           clus
vv                          22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  ASIAN                                    0                  8
  BLACK OR AFRICAN AMERICAN                4                 48
  WHITE                                   35                422
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D79V12, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED     6  23
  22Q LOSS WILD-TYPE  20 322
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED      6   23
  22Q LOSS WILD-TYPE   20  322
                        clus
vv                       22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  HISPANIC OR LATINO                    6                 20
  NOT HISPANIC OR LATINO               23                322
[1] 2 2
[1] FALSE

Clustering(80) Variable = XP LOSS MUTATION ANALYSIS
D80V1, survival
                   sevent
clus2                 0   1
  XP LOSS MUTATED    29  17
  XP LOSS WILD-TYPE 325 151
  XP LOSS MUTATED XP LOSS WILD-TYPE 
               46               476 
  XP LOSS MUTATED XP LOSS WILD-TYPE 
               17               151 
$`XP LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3383 TCGA-AK-3440 TCGA-AK-3447 
       36.82        49.02        37.15        28.31        57.37        40.01 
TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4696 TCGA-B0-4699 TCGA-B0-4813 TCGA-B0-4834 
       12.13        40.70        28.47         3.62         0.59        68.71 
TCGA-B0-4836 TCGA-B0-4845 TCGA-B0-5084 TCGA-B0-5098 TCGA-B0-5117 TCGA-B0-5402 
       40.70        65.29         7.30        52.08        17.59        14.76 
TCGA-B0-5705 TCGA-B2-3923 TCGA-B8-5159 TCGA-B8-5549 TCGA-B8-A54D TCGA-BP-4164 
      120.59        32.61        23.74         6.38        27.29        32.61 
TCGA-BP-4327 TCGA-BP-4334 TCGA-BP-4761 TCGA-BP-4959 TCGA-BP-5004 TCGA-BP-5176 
        3.58        21.21         5.98        87.45        37.02        52.27 
TCGA-BP-5180 TCGA-BP-5196 TCGA-CJ-4642 TCGA-CJ-4894 TCGA-CJ-5677 TCGA-CJ-5680 
       74.40        33.47        53.52        27.65        25.71        25.25 
TCGA-CJ-6027 TCGA-CW-6090 TCGA-CZ-5458 TCGA-CZ-5465 TCGA-CZ-5985 TCGA-CZ-5987 
       60.99        83.90        56.94        47.54        65.65        14.63 
TCGA-EU-5907 TCGA-G6-A8L8 TCGA-MM-A563 TCGA-MM-A84U 
        4.18        35.87        19.43        15.25 

$`XP LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        47.21         0.53        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 
       49.08        49.58        48.59        36.36        38.99        24.69 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 
       37.38        48.82        21.86        34.29        31.07         4.50 
TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 
       52.93        45.53        29.92        18.44        88.37        42.97 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       82.32        51.25        10.49        28.70        74.63        74.76 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 
       24.16        53.29        43.20        55.76        20.71        18.64 
TCGA-A3-3382 TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN 
       18.87        65.52        20.28        15.39        22.65         0.10 
TCGA-A3-A8CQ TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 
        0.10        11.18        10.62       109.91        29.10        84.36 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 
       73.08        66.31        15.78        60.92        72.07        68.61 
TCGA-AK-3436 TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3450 TCGA-AK-3451 
       67.20        46.78        48.36        42.08        58.49        48.69 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
       45.93        28.73        22.45        37.58        38.40        31.27 
TCGA-AK-3461 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 
       28.04         1.41         3.32         1.41         4.57         2.53 
TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 
        3.48        19.00         1.38        65.10         7.82         5.98 
TCGA-B0-4706 TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 
        2.14        19.73         3.16        43.96         6.64         3.25 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 
       20.25        15.72        46.59         5.52        52.21        45.07 
TCGA-B0-4817 TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 
       33.50        16.77         6.02        40.44        36.53        14.93 
TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4837 TCGA-B0-4838 
       54.48        29.10        10.09        78.44        45.30        27.42 
TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 
       53.88         6.71        56.68        11.64        10.29        39.45 
TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 
       26.07        29.03         2.27        36.85        70.52        20.94 
TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 
       43.30        11.24        11.90        25.32        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 
       10.95         8.05         2.24        21.86        15.95        62.89 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 
       90.87        90.48        52.54        30.48        29.95        19.30 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 
       35.90        11.80        26.20        21.60         1.94        16.21 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 
       18.21        21.44        37.22        79.17       112.80        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.13        15.78        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5706 TCGA-B0-5709 
       90.12        56.94        52.77        39.55        79.36       102.48 
TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 
       47.97        96.36        89.49        61.32        97.41        35.90 
TCGA-B2-4098 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
        1.68        12.30        21.30        31.30        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
       32.98        21.57        16.67         9.57         5.75         0.23 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
        1.25         0.53         4.64         5.46         0.36         0.23 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
       23.31        16.80        27.16        27.55        25.05        24.66 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5162 
       17.19        25.55        25.91        23.01        20.91         1.18 
TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 
       27.02         0.85        24.23        17.16        16.60        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G 
        0.53        34.39        14.30        29.88        17.06         1.74 
TCGA-B8-A54H TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ 
        8.42         4.93        17.36        15.42        16.27        14.17 
TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 
      111.02        85.51        94.72        90.28       101.06        93.34 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
       99.85         0.43        89.36        23.05        77.03        62.24 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4329 
       61.78        64.27        54.90        97.45        53.42        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 
       62.07        80.68        37.25        15.16         0.07        93.99 
TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 
       18.48        52.24        74.17        62.86        54.77        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 
       44.94        12.23        31.89        11.31        12.33        33.99 
TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       31.33        12.30        72.59        77.98        77.62        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 
       41.75        71.80        48.07        13.15        61.68        10.82 
TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
        5.33        61.97        60.59        13.51        56.91        68.38 
TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 
       11.64        60.95        15.78        48.95        36.53        20.38 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 
       36.39        10.98        37.25        36.95         6.71        47.97 
TCGA-BP-4807 TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 
        6.94        71.41        63.62        58.68        60.30        61.22 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 
       61.51         6.74        57.40        58.98        14.24        48.89 
TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 
       49.38        45.50         7.23        47.11        53.65        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 
       36.07        33.34        46.45        31.30        25.81        36.95 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 
       27.22         3.88        46.45        16.47         5.82        43.00 
TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5006 
       45.07        30.64        41.62        18.51        38.70        27.62 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
       37.48        35.21        36.23        28.87        48.10         6.35 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5177 TCGA-BP-5178 
       79.30         1.78        74.20        30.64         9.63        62.86 
TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
       49.15        38.30        42.44        37.25        37.22        22.78 
TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 
       13.35        27.02        33.24        31.79        23.47        13.41 
TCGA-BP-5195 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       24.62        19.82        44.55        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 
       59.84        46.55        63.25        73.22        14.17        75.88 
TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 
       65.69        54.61        58.95        11.05        21.24        83.97 
TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 
       49.25        79.66        47.18        74.27        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 
       64.27        71.87        66.21        61.91        57.83        69.86 
TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 
       64.18        30.64        51.52        63.98        68.55        26.93 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 
       50.01        24.66        39.45        59.44        50.24        56.35 
TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 
       47.67        49.97        51.29        58.92        49.18        49.28 
TCGA-CJ-4908 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 
       50.33        54.48        38.56        45.14         3.06         4.57 
TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5678 
       18.81        63.88        72.00        79.89        84.66        18.87 
TCGA-CJ-5679 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 
       22.32        18.15        61.91        62.10        73.35        67.00 
TCGA-CJ-5689 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 
       53.26        53.42        75.58        62.66        83.77         7.36 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       64.57        92.02        81.83         5.39        85.78        73.18 
TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 
       66.31        78.18        74.66         1.35       105.93       103.43 
TCGA-CW-6097 TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 
       18.77        25.45        46.16         0.59        47.08        69.21 
TCGA-CZ-4859 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       58.75         6.77        14.66        60.59        63.39        93.04 
TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 
        5.46        61.41        63.42        58.82         0.82        23.74 
TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
       18.44        56.28        55.33        55.33        47.01        10.85 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 
       10.22        21.76        57.21        22.52         2.40         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5986 TCGA-CZ-5988 
       31.10        12.69        80.19        67.96        12.26        22.78 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 
       62.63        43.69        45.96        65.88        12.16        11.67 
TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 
       37.15        66.28        56.84        23.90        66.02        18.12 
TCGA-EU-5905 TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-GK-A6C7 
        3.91         6.77         7.96        10.29        70.13         2.01 
TCGA-MM-A564 TCGA-MW-A4EC 
       19.96        10.85 

  XP LOSS MUTATED XP LOSS WILD-TYPE 
             0.59              0.07 
  XP LOSS MUTATED XP LOSS WILD-TYPE 
           120.59            112.80 
  XP LOSS MUTATED XP LOSS WILD-TYPE 
            33.04             36.53 
[1] "0.6 - 120.6 (33.0)" "0.1 - 112.8 (36.5)"
[1] "hr=" "1.2"
D80V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  XP LOSS MUTATED        22        6        10        8
  XP LOSS WILD-TYPE     238       51       117       72
D80V3, multiclass
           clus
vv          XP LOSS MUTATED XP LOSS WILD-TYPE
  STAGE I                22               238
  STAGE II                6                51
  STAGE III              10               117
  STAGE IV                8                72
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  XP LOSS MUTATED    21   6  17   2
  XP LOSS WILD-TYPE 244  63 162   9
D80V4, multiclass
    clus
vv   XP LOSS MUTATED XP LOSS WILD-TYPE
  T1              21               244
  T2               6                63
  T3              17               162
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D80V5, binary
                   cls
clus                  0   1
  XP LOSS MUTATED    12   2
  XP LOSS WILD-TYPE 220  16
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP LOSS MUTATED     12    2
  XP LOSS WILD-TYPE  220   16
   clus
vv  XP LOSS MUTATED XP LOSS WILD-TYPE
  0              12               220
  1               2                16
[1] 2 2
[1] FALSE
D80V6, binary
                   cls
clus                  0   1
  XP LOSS MUTATED    35   7
  XP LOSS WILD-TYPE 383  71
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP LOSS MUTATED     35    7
  XP LOSS WILD-TYPE  383   71
   clus
vv  XP LOSS MUTATED XP LOSS WILD-TYPE
  0              35               383
  1               7                71
[1] 2 2
[1] FALSE
D80V7, binary
                   cls
clus                  0   1
  XP LOSS MUTATED    12  34
  XP LOSS WILD-TYPE 176 302
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP LOSS MUTATED     12   34
  XP LOSS WILD-TYPE  176  302
        clus
vv       XP LOSS MUTATED XP LOSS WILD-TYPE
  FEMALE              12               176
  MALE                34               302
[1] 2 2
[1] FALSE
D80V8, continuous
D80V9, continuous
[1] "Remove cluster labels:" "XP LOSS MUTATED"       
clus
  XP LOSS MUTATED XP LOSS WILD-TYPE 
                1                14 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5158        TCGA-B8-5164        TCGA-B8-A54E 
"XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" 
       TCGA-B8-A54F        TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0 
"XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" 
       TCGA-G6-A5PC        TCGA-G6-A8L7 
"XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" 
D80V10, continuous
[1] "Remove cluster labels:" "XP LOSS MUTATED"       
clus
  XP LOSS MUTATED XP LOSS WILD-TYPE 
                2                 6 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-5158 
"XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-G6-A8L7 
"XP LOSS WILD-TYPE" "XP LOSS WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  XP LOSS MUTATED       0                         6    38
  XP LOSS WILD-TYPE     8                        46   419
D80V11, multiclass
                           clus
vv                          XP LOSS MUTATED XP LOSS WILD-TYPE
  ASIAN                                   0                 8
  BLACK OR AFRICAN AMERICAN               6                46
  WHITE                                  38               419
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D80V12, binary
                   cls
clus                  0   1
  XP LOSS MUTATED     0  32
  XP LOSS WILD-TYPE  26 313
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XP LOSS MUTATED      0   32
  XP LOSS WILD-TYPE   26  313
                        clus
vv                       XP LOSS MUTATED XP LOSS WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              32               313
[1] 2 2
[1] FALSE

Clustering(81) Variable = XQ LOSS MUTATION ANALYSIS
D81V1, survival
                   sevent
clus2                 0   1
  XQ LOSS MUTATED    29  17
  XQ LOSS WILD-TYPE 325 151
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               46               476 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               17               151 
$`XQ LOSS MUTATED`
TCGA-A3-3306 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3382 TCGA-AK-3440 
       36.82        49.02        37.15         4.50        18.87        57.37 
TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4696 TCGA-B0-4813 
       42.08        40.01        12.13        40.70        28.47         0.59 
TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4845 TCGA-B0-5084 TCGA-B0-5098 TCGA-B0-5117 
       68.71        40.70        65.29         7.30        52.08        17.59 
TCGA-B0-5402 TCGA-B0-5705 TCGA-B2-3923 TCGA-B8-5159 TCGA-B8-5549 TCGA-B8-A54D 
       14.76       120.59        32.61        23.74         6.38        27.29 
TCGA-BP-4164 TCGA-BP-4327 TCGA-BP-4334 TCGA-BP-4756 TCGA-BP-4761 TCGA-BP-4770 
       32.61         3.58        21.21        12.30         5.98        10.82 
TCGA-BP-4959 TCGA-BP-5004 TCGA-BP-5180 TCGA-BP-5196 TCGA-CJ-4642 TCGA-CJ-4894 
       87.45        37.02        74.40        33.47        53.52        27.65 
TCGA-CJ-5677 TCGA-CJ-5680 TCGA-CJ-6027 TCGA-CW-6090 TCGA-CZ-5465 TCGA-CZ-5985 
       25.71        25.25        60.99        83.90        47.54        65.65 
TCGA-CZ-5987 TCGA-EU-5907 TCGA-G6-A8L8 TCGA-MM-A563 
       14.63         4.18        35.87        19.43 

$`XQ LOSS WILD-TYPE`
TCGA-3Z-A93Z TCGA-6D-AA2E TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 
       12.66        12.16        47.21         0.53        39.16        24.16 
TCGA-A3-3316 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3325 
       49.08        49.58        48.59        36.36        38.99        24.69 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3335 TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3347 
       37.38        48.82        21.86        34.29        31.07        52.93 
TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 
       45.53        29.92        18.44        88.37        42.97        82.32 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 
       51.25        10.49        28.70        74.63        74.76        24.16 
TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3383 
       53.29        43.20        55.76        20.71        18.64        28.31 
TCGA-A3-3385 TCGA-A3-3387 TCGA-A3-A6NJ TCGA-A3-A6NL TCGA-A3-A6NN TCGA-A3-A8CQ 
       65.52        20.28        15.39        22.65         0.10         0.10 
TCGA-A3-A8OV TCGA-A3-A8OW TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 
       11.18        10.62       109.91        29.10        84.36        73.08 
TCGA-AK-3429 TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 
       66.31        15.78        60.92        72.07        68.61        67.20 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3450 TCGA-AK-3451 TCGA-AK-3453 TCGA-AK-3454 
       46.78        48.36        58.49        48.69        45.93        28.73 
TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-AS-3778 
       22.45        37.58        38.40        31.27        28.04         1.41 
TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4697 
        3.32         1.41         4.57         2.53         3.48        19.00 
TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        1.38         3.62        65.10         7.82         5.98         2.14 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
       19.73         3.16        43.96         6.64         3.25        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
       15.72        46.59         5.52        52.21        45.07        33.50 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
       16.77         6.02        40.44        36.53        14.93        54.48 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4837 TCGA-B0-4838 TCGA-B0-4839 
       29.10        10.09        78.44        45.30        27.42        53.88 
TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4846 TCGA-B0-4847 
        6.71        56.68        11.64        10.29        39.45        26.07 
TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       29.03         2.27        36.85        70.52        20.94        43.30 
TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 
       11.24        11.90        25.32        18.51        15.09        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
        8.05         2.24        21.86        15.95        62.89        90.87 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
       90.48        52.54        30.48        29.95        19.30        35.90 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 
       11.80        26.20        21.60         1.94        16.21        18.21 
TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5692 TCGA-B0-5693 
       21.44        37.22        79.17       112.80        48.89       101.13 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 
       15.78        46.68        56.78        60.33        84.92        90.12 
TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 TCGA-B0-5706 TCGA-B0-5709 TCGA-B0-5710 
       56.94        52.77        39.55        79.36       102.48        47.97 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4098 
       96.36        89.49        61.32        97.41        35.90         1.68 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 
       12.30        21.30        31.30        11.77        10.36        32.98 
TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5834 
       21.57        16.67         9.57         5.75         0.23         1.25 
TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4143 
        0.53         4.64         5.46         0.36         0.23        23.31 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4619 
       16.80        27.16        27.55        25.05        24.66        17.19 
TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5162 TCGA-B8-5163 
       25.55        25.91        23.01        20.91         1.18        27.02 
TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 
        0.85        24.23        17.16        16.60        14.27         0.53 
TCGA-B8-5552 TCGA-B8-5553 TCGA-B8-A54E TCGA-B8-A54F TCGA-B8-A54G TCGA-B8-A54H 
       34.39        14.30        29.88        17.06         1.74         8.42 
TCGA-B8-A54I TCGA-B8-A54J TCGA-B8-A54K TCGA-B8-A7U6 TCGA-B8-A8YJ TCGA-BP-4158 
        4.93        17.36        15.42        16.27        14.17       111.02 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4165 
       85.51        94.72        90.28       101.06        93.34        99.85 
TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 TCGA-BP-4174 
        0.43        89.36        23.05        77.03        62.24        61.78 
TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4329 TCGA-BP-4330 
       64.27        54.90        97.45        53.42        27.78        62.07 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 
       80.68        37.25        15.16         0.07        93.99        18.48 
TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 
       52.24        74.17        62.86        54.77        49.08        44.94 
TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 
       12.23        31.89        11.31        12.33        33.99        31.33 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
       72.59        77.98        77.62        44.15        41.75        71.80 
TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4771 TCGA-BP-4774 TCGA-BP-4775 
       48.07        13.15        61.68         5.33        61.97        60.59 
TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4787 
       13.51        56.91        68.38        11.64        60.95        15.78 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4960 TCGA-BP-4961 
       36.95         6.71        47.97         6.94        71.41        63.62 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 
       58.68        60.30        61.22        61.51         6.74        57.40 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4973 TCGA-BP-4974 
       58.98        14.24        48.89        49.38        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4983 
       47.11        53.65        14.93        36.07        33.34        46.45 
TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4991 
       31.30        25.81        36.95        27.22         3.88        46.45 
TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 
       16.47         5.82        43.00        45.07        30.64        41.62 
TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 
       18.51        38.70        27.62        37.48        35.21        36.23 
TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 
       28.87        48.10         6.35        79.30         1.78        74.20 
TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5181 TCGA-BP-5182 
       30.64        52.27         9.63        62.86        49.15        38.30 
TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 
       42.44        37.25        37.22        22.78        13.35        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5198 
       33.24        31.79        23.47        13.41        24.62        19.82 
TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 
       44.55        34.95        31.27         0.95        59.84        46.55 
TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 
       63.25        73.22        14.17        75.88        65.69        54.61 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
       58.95        11.05        21.24        83.97        49.25        79.66 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
       47.18        74.27        75.06        77.36        64.27        71.87 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       66.21        61.91        57.83        69.86        64.18        30.64 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
       51.52        63.98        68.55        26.93        50.01        24.66 
TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 
       39.45        59.44        50.24        56.35        47.67        49.97 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4912 
       51.29        58.92        49.18        49.28        50.33        54.48 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 
       38.56        45.14         3.06         4.57        18.81        63.88 
TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5681 
       72.00        79.89        84.66        18.87        22.32        18.15 
TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6028 
       61.91        62.10        73.35        67.00        53.26        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 
       75.58        62.66        83.77         7.36        64.57        92.02 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 
       81.83         5.39        85.78        73.18        66.31        78.18 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4853 
       74.66         1.35       105.93       103.43        18.77        25.45 
TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 TCGA-CZ-4860 
       46.16         0.59        47.08        69.21        58.75         6.77 
TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 TCGA-CZ-4866 
       14.66        60.59        63.39        93.04         5.46        61.41 
TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5456 
       63.42        58.82         0.82        23.74        18.44        56.28 
TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 
       55.33        56.94        55.33        47.01        10.85        10.22 
TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 
       21.76        57.21        22.52         2.40         1.94        31.10 
TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5986 TCGA-CZ-5988 TCGA-CZ-5989 
       12.69        80.19        67.96        12.26        22.78        62.63 
TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 
       43.69        45.96        65.88        12.16        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-DV-A4W0 TCGA-EU-5904 TCGA-EU-5905 
       66.28        56.84        23.90        66.02        18.12         3.91 
TCGA-EU-5906 TCGA-G6-A5PC TCGA-G6-A8L6 TCGA-G6-A8L7 TCGA-GK-A6C7 TCGA-MM-A564 
        6.77         7.96        10.29        70.13         2.01        19.96 
TCGA-MM-A84U TCGA-MW-A4EC 
       15.25        10.85 

  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
             0.59              0.07 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
           120.59            112.80 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
            32.61             36.69 
[1] "0.6 - 120.6 (32.6)" "0.1 - 112.8 (36.7)"
[1] "hr=" "1.3"
D81V2, continuous
                   vv
clus                STAGE I STAGE II STAGE III STAGE IV
  XQ LOSS MUTATED        22        6        10        8
  XQ LOSS WILD-TYPE     238       51       117       72
D81V3, multiclass
           clus
vv          XQ LOSS MUTATED XQ LOSS WILD-TYPE
  STAGE I                22               238
  STAGE II                6                51
  STAGE III              10               117
  STAGE IV                8                72
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                   vv
clus                 T1  T2  T3  T4
  XQ LOSS MUTATED    21   6  17   2
  XQ LOSS WILD-TYPE 244  63 162   9
D81V4, multiclass
    clus
vv   XQ LOSS MUTATED XQ LOSS WILD-TYPE
  T1              21               244
  T2               6                63
  T3              17               162
  T4               2                 9
[1] 4 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D81V5, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED    13   2
  XQ LOSS WILD-TYPE 219  16
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED     13    2
  XQ LOSS WILD-TYPE  219   16
   clus
vv  XQ LOSS MUTATED XQ LOSS WILD-TYPE
  0              13               219
  1               2                16
[1] 2 2
[1] FALSE
D81V6, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED    37   6
  XQ LOSS WILD-TYPE 381  72
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED     37    6
  XQ LOSS WILD-TYPE  381   72
   clus
vv  XQ LOSS MUTATED XQ LOSS WILD-TYPE
  0              37               381
  1               6                72
[1] 2 2
[1] FALSE
D81V7, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED    12  34
  XQ LOSS WILD-TYPE 176 302
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED     12   34
  XQ LOSS WILD-TYPE  176  302
        clus
vv       XQ LOSS MUTATED XQ LOSS WILD-TYPE
  FEMALE              12               176
  MALE                34               302
[1] 2 2
[1] FALSE
D81V8, continuous
D81V9, continuous
[1] "Remove cluster labels:" "XQ LOSS MUTATED"       
clus
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
                1                14 
       TCGA-A3-A8CQ        TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR 
"XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" 
       TCGA-B8-4621        TCGA-B8-5158        TCGA-B8-5164        TCGA-B8-A54E 
"XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" 
       TCGA-B8-A54F        TCGA-B8-A54G        TCGA-B8-A8YJ        TCGA-DV-A4W0 
"XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" 
       TCGA-G6-A5PC        TCGA-G6-A8L7 
"XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" 
D81V10, continuous
[1] "Remove cluster labels:" "XQ LOSS MUTATED"       
clus
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
                1                 7 
       TCGA-A3-A8OV        TCGA-A3-A8OW        TCGA-B2-A4SR        TCGA-B8-5158 
"XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" 
       TCGA-DV-A4W0        TCGA-G6-A8L7        TCGA-MM-A84U 
"XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" "XQ LOSS WILD-TYPE" 
                   vv
clus                ASIAN BLACK OR AFRICAN AMERICAN WHITE
  XQ LOSS MUTATED       1                         5    38
  XQ LOSS WILD-TYPE     7                        47   419
D81V11, multiclass
                           clus
vv                          XQ LOSS MUTATED XQ LOSS WILD-TYPE
  ASIAN                                   1                 7
  BLACK OR AFRICAN AMERICAN               5                47
  WHITE                                  38               419
[1] 3 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D81V12, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED     0  31
  XQ LOSS WILD-TYPE  26 314
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED      0   31
  XQ LOSS WILD-TYPE   26  314
                        clus
vv                       XQ LOSS MUTATED XQ LOSS WILD-TYPE
  HISPANIC OR LATINO                   0                26
  NOT HISPANIC OR LATINO              31               314
[1] 2 2
[1] FALSE
