[1] "terrence_modification_tag"
[1] TRUE
[1] "nver"         "-nVNozzle.R1"
[1] "nfn"                                 "/xchip/tcga/Tools/Nozzle/v1.current"
[1] "Nozzle.R1"
[1] "successfully load Nozzle.R1"
[1] "ofn"        "-oTCOAD-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/COAD-TP/11541421/COAD-TP.merged_data.txt"
[1] "dfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_Correlate_Genomic_Events_Preprocess/COAD-TP/11548516/transformed.cor.cli.txt"

nPatients in clinical file=449, in cluster file=450, common to both=439
[1] "Reduce the number of clustering variables from 80 to 78."
[1]  78 439
[1] "1P GAIN MUTATION ANALYSIS"
[1] 3
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               32               407 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               32               407 
[1] "1Q GAIN MUTATION ANALYSIS"
[1] 3
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               78               361 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               78               361 
[1] "2P GAIN MUTATION ANALYSIS"
[1] 3
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               78               361 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               78               361 
[1] "2Q GAIN MUTATION ANALYSIS"
[1] 3
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               74               365 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               74               365 
[1] "3P GAIN MUTATION ANALYSIS"
[1] 3
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               45               394 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               45               394 
[1] "3Q GAIN MUTATION ANALYSIS"
[1] 3
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               64               375 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               64               375 
[1] "4P GAIN MUTATION ANALYSIS"
[1] 3
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
               12               427 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
               12               427 
[1] "4Q GAIN MUTATION ANALYSIS"
[1] 3
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
               17               422 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
               17               422 
[1] "5P GAIN MUTATION ANALYSIS"
[1] 3
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
               68               371 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
               68               371 
[1] "5Q GAIN MUTATION ANALYSIS"
[1] 3
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
               42               397 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
               42               397 
[1] "6P GAIN MUTATION ANALYSIS"
[1] 3
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               82               357 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               82               357 
[1] "6Q GAIN MUTATION ANALYSIS"
[1] 3
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
               74               365 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
               74               365 
[1] "7P GAIN MUTATION ANALYSIS"
[1] 3
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
              242               197 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
              242               197 
[1] "7Q GAIN MUTATION ANALYSIS"
[1] 3
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
              221               218 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
              221               218 
[1] "8P GAIN MUTATION ANALYSIS"
[1] 3
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
              129               310 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
              129               310 
[1] "8Q GAIN MUTATION ANALYSIS"
[1] 3
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
              222               217 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
              222               217 
[1] "9P GAIN MUTATION ANALYSIS"
[1] 3
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               78               361 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               78               361 
[1] "9Q GAIN MUTATION ANALYSIS"
[1] 3
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               69               370 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               69               370 
[1] "10P GAIN MUTATION ANALYSIS"
[1] 3
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                34                405 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                34                405 
[1] "10Q GAIN MUTATION ANALYSIS"
[1] 3
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                20                419 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                20                419 
[1] "11P GAIN MUTATION ANALYSIS"
[1] 3
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                52                387 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                52                387 
[1] "11Q GAIN MUTATION ANALYSIS"
[1] 3
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                49                390 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                49                390 
[1] "12P GAIN MUTATION ANALYSIS"
[1] 3
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
                92                347 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
                92                347 
[1] "12Q GAIN MUTATION ANALYSIS"
[1] 3
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
                85                354 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
                85                354 
[1] "13Q GAIN MUTATION ANALYSIS"
[1] 3
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
               250                189 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
               250                189 
[1] "14Q GAIN MUTATION ANALYSIS"
[1] 3
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                34                405 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                34                405 
[1] "15Q GAIN MUTATION ANALYSIS"
[1] 3
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                12                427 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                12                427 
[1] "16P GAIN MUTATION ANALYSIS"
[1] 3
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
               105                334 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
               105                334 
[1] "16Q GAIN MUTATION ANALYSIS"
[1] 3
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
               103                336 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
               103                336 
[1] "17P GAIN MUTATION ANALYSIS"
[1] 3
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                26                413 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                26                413 
[1] "17Q GAIN MUTATION ANALYSIS"
[1] 3
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                79                360 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                79                360 
[1] "18P GAIN MUTATION ANALYSIS"
[1] 3
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                22                417 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                22                417 
[1] "18Q GAIN MUTATION ANALYSIS"
[1] 3
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                13                426 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                13                426 
[1] "19P GAIN MUTATION ANALYSIS"
[1] 3
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                71                368 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                71                368 
[1] "19Q GAIN MUTATION ANALYSIS"
[1] 3
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                79                360 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                79                360 
[1] "20P GAIN MUTATION ANALYSIS"
[1] 3
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
               236                203 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
               236                203 
[1] "20Q GAIN MUTATION ANALYSIS"
[1] 3
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
               311                128 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
               311                128 
[1] "21Q GAIN MUTATION ANALYSIS"
[1] 3
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                22                417 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                22                417 
[1] "22Q GAIN MUTATION ANALYSIS"
[1] 3
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                12                427 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                12                427 
[1] "XQ GAIN MUTATION ANALYSIS"
[1] 3
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               73               366 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               73               366 
[1] "1P LOSS MUTATION ANALYSIS"
[1] 3
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               94               345 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               94               345 
[1] "1Q LOSS MUTATION ANALYSIS"
[1] 3
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               54               385 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               54               385 
[1] "2P LOSS MUTATION ANALYSIS"
[1] 3
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
                6               433 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
                6               433 
[1] "2Q LOSS MUTATION ANALYSIS"
[1] 3
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
                7               432 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
                7               432 
[1] "3P LOSS MUTATION ANALYSIS"
[1] 3
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
               52               387 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
               52               387 
[1] "3Q LOSS MUTATION ANALYSIS"
[1] 3
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               32               407 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               32               407 
[1] "4P LOSS MUTATION ANALYSIS"
[1] 3
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
              129               310 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
              129               310 
[1] "4Q LOSS MUTATION ANALYSIS"
[1] 3
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
              117               322 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
              117               322 
[1] "5P LOSS MUTATION ANALYSIS"
[1] 3
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
               53               386 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
               53               386 
[1] "5Q LOSS MUTATION ANALYSIS"
[1] 3
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
               74               365 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
               74               365 
[1] "6P LOSS MUTATION ANALYSIS"
[1] 3
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
               33               406 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
               33               406 
[1] "6Q LOSS MUTATION ANALYSIS"
[1] 3
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
               45               394 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
               45               394 
[1] "8P LOSS MUTATION ANALYSIS"
[1] 3
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
              137               302 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
              137               302 
[1] "8Q LOSS MUTATION ANALYSIS"
[1] 3
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               23               416 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               23               416 
[1] "9P LOSS MUTATION ANALYSIS"
[1] 3
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
               51               388 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
               51               388 
[1] "9Q LOSS MUTATION ANALYSIS"
[1] 3
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
               51               388 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
               51               388 
[1] "10P LOSS MUTATION ANALYSIS"
[1] 3
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                67                372 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                67                372 
[1] "10Q LOSS MUTATION ANALYSIS"
[1] 3
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                71                368 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                71                368 
[1] "11P LOSS MUTATION ANALYSIS"
[1] 3
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                50                389 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                50                389 
[1] "11Q LOSS MUTATION ANALYSIS"
[1] 3
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                61                378 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                61                378 
[1] "12P LOSS MUTATION ANALYSIS"
[1] 3
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                46                393 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                46                393 
[1] "12Q LOSS MUTATION ANALYSIS"
[1] 3
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                48                391 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                48                391 
[1] "13Q LOSS MUTATION ANALYSIS"
[1] 3
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                12                427 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                12                427 
[1] "14Q LOSS MUTATION ANALYSIS"
[1] 3
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
               133                306 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
               133                306 
[1] "15Q LOSS MUTATION ANALYSIS"
[1] 3
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
               150                289 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
               150                289 
[1] "16P LOSS MUTATION ANALYSIS"
[1] 3
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                30                409 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                30                409 
[1] "16Q LOSS MUTATION ANALYSIS"
[1] 3
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                27                412 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                27                412 
[1] "17P LOSS MUTATION ANALYSIS"
[1] 3
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
               230                209 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
               230                209 
[1] "17Q LOSS MUTATION ANALYSIS"
[1] 3
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                65                374 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                65                374 
[1] "18P LOSS MUTATION ANALYSIS"
[1] 3
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
               247                192 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
               247                192 
[1] "18Q LOSS MUTATION ANALYSIS"
[1] 3
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
               264                175 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
               264                175 
[1] "19P LOSS MUTATION ANALYSIS"
[1] 3
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                39                400 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                39                400 
[1] "19Q LOSS MUTATION ANALYSIS"
[1] 3
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                36                403 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                36                403 
[1] "20P LOSS MUTATION ANALYSIS"
[1] 3
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                43                396 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                43                396 
[1] "20Q LOSS MUTATION ANALYSIS"
[1] 3
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 4                435 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 4                435 
[1] "21Q LOSS MUTATION ANALYSIS"
[1] 3
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
               120                319 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
               120                319 
[1] "22Q LOSS MUTATION ANALYSIS"
[1] 3
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
               139                300 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
               139                300 
[1] "XQ LOSS MUTATION ANALYSIS"
[1] 3
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               50               389 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               50               389 
[1] "terrence_modification_tag"
[1] TRUE
[1] "data2feature, selection=ALL"
 [1] "YEARSTOBIRTH"                          
 [2] "VITALSTATUS"                           
 [3] "DAYSTODEATH"                           
 [4] "DAYSTOLASTFOLLOWUP"                    
 [5] "PRIMARYSITEOFDISEASE"                  
 [6] "NEOPLASM.DISEASESTAGE"                 
 [7] "PATHOLOGY.T.STAGE"                     
 [8] "PATHOLOGY.N.STAGE"                     
 [9] "PATHOLOGY.M.STAGE"                     
[10] "DCCUPLOADDATE"                         
[11] "GENDER"                                
[12] "DATEOFINITIALPATHOLOGICDIAGNOSIS"      
[13] "DAYSTOLASTKNOWNALIVE"                  
[14] "RADIATIONTHERAPY"                      
[15] "HISTOLOGICALTYPE"                      
[16] "RADIATIONS.RADIATION.REGIMENINDICATION"
[17] "COMPLETENESS.OF.RESECTION"             
[18] "NUMBER.OF.LYMPH.NODES"                 
[19] "RACE"                                  
[20] "ETHNICITY"                             
[21] "BATCHNUMBER"                           

Input Data has 21 rows and 439 columns.

[1] "Batch" "21"   
[1] "Last Follow UP"
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
         154          160         1126         1419         1331         1321 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
         711          541         1286         1366         1068         1387 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
          NA          472         1127         1133          488         1054 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
        1111           NA          987         1001          962          926 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
         888         1020          718          672          671          995 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
         887          824          685          734          255          763 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
         766          735          627          662          751          742 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
         726          612          598          617           NA           NA 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
          NA         1595          293           NA           31           NA 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
          31         1127           31         1065         1765         1946 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
         212           31           NA         1186           31          276 
TCGA-AA-3520 TCGA-AA-3521 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
         731           NA         1127         1096          245          580 
TCGA-AA-3527 TCGA-AA-3529 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
          NA           NA          580         1035          882          882 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
         791          395           30          426         1034          639 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
          NA          730          546          911          700          638 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
         608          424          608         1856         2375          184 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
         212         1643           NA          426           28         1522 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3684 
        1431         1430          457           NA          182           NA 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3693 TCGA-AA-3695 TCGA-AA-3696 
        1127          578           NA           NA           NA           NA 
TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3712 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        2587          821           NA          579           30           30 
TCGA-AA-3812 TCGA-AA-3814 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        1066           NA           NA          761           31          547 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3845 
         485         1186         1124         1126          454           NA 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3850 TCGA-AA-3851 TCGA-AA-3852 TCGA-AA-3854 
         518           30           NA         1006           NA         1096 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
         975           30          945          945         1612          518 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3872 TCGA-AA-3875 TCGA-AA-3877 
         731           NA          912           NA          549          943 
TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
          NA          395          730         1004          791          730 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 
          NA          638         1035           61          669          489 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
        1551          397         1036          791          761          730 
TCGA-AA-3982 TCGA-AA-3984 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
         822           NA          580           NA          822          424 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K 
        1157          578          913         1035          549          549 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
         518           NA          822         1278           30          518 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
         456          669         1064          457          457           30 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
         974          365          943          943           NA           31 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
        1065           31         1005         1065          791         1126 
TCGA-AA-A022 TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
          NA           NA         1581           NA         1216           NA 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
          NA           28           NA         1247         1216           NA 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
        1246            2          650          128         1720           24 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
          22           48           31            3           23            6 
TCGA-AD-A5EJ TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
          NA           13           14           28          441          824 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 
          NA           NA          479            6          652          542 
TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
         158          168          209         2289         1532         1776 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
          NA           NA         1002           NA         2549           NA 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 
        1977           NA         1868           NA           NA           NA 
TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 
          NA           NA           NA           NA           NA           NA 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
          68           93           65           99          100            2 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
           8           10            3           41          534         3116 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
        1227         2134          475         1466         1561          669 
TCGA-CK-5915 TCGA-CK-5916 TCGA-CK-6746 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
          NA           NA           NA           89           61         3780 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
         701          609         1126          244          792          244 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
         822          396          884          670          699          915 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
         487          457           NA          457          457          518 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
         457          365          427          883          488          669 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 
         456          395          396          457          427          335 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
         394          397          337          337          335          306 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
         366          456          373          596          411          350 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
         614          621          540          555           40          241 
TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
         460          543          137          521          380          491 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
         474          229          377          308          378          435 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
         275          287          354          408           46          365 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
         346          312         3641          743         1162         3974 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
        2821         1518          405          383         4270          228 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
        1348         4000         4126          236         4233          186 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
         427          805         2475         3648         1094         1849 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
        3561         2988         2895           NA          407           NA 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
         415          409           NA         1091           47          496 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
         900          494         1024           39           16         1077 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
         591         3275           NA          254         2506           NA 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
        2268         1310         1882         1631         1359         1674 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
        1574         1372         1199         1093         1117         1095 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
         804          672          792          419         1089          796 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
        2792           NA         1434         1606          125           NA 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
         320           85          182          170           40          158 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
         167          821          526          202          449          921 
TCGA-WS-AB45 
        2038 
Variable 1:'AGE':	nDistinctValues=58,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 2:'VITALSTATUS':	nDistinctValues=2,	numeric=TRUE,	binary=TRUE,	exclude=FALSE.
Variable 3:'DAYSTODEATH':	nDistinctValues=79,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 4:'DAYSTOLASTFOLLOWUP':	nDistinctValues=280,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 5:'PRIMARY.SITE.OF.DISEASE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 6:'NEOPLASM.DISEASESTAGE':	nDistinctValues=13,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 7:'PATHOLOGY.T.STAGE':	nDistinctValues=7,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 8:'PATHOLOGY.N.STAGE':	nDistinctValues=9,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 9:'PATHOLOGY.M.STAGE':	nDistinctValues=5,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 10:'DCCUPLOADDAY':	nDistinctValues=3,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 11:'GENDER':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 12:'DAYOFINITIALPATHOLOGICDIAGNOSIS':	nDistinctValues=16,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 13:'DAYSTOLASTKNOWNALIVE':	nDistinctValues=13,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 14:'RADIATION.THERAPY':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 15:'HISTOLOGICAL.TYPE':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 16:'RADIATIONS.RADIATION.REGIMENINDICATION':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 17:'COMPLETENESS.OF.RESECTION':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 18:'NUMBER.OF.LYMPH.NODES':	nDistinctValues=21,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 19:'RACE':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 20:'ETHNICITY':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 21:'BATCH.NUMBER':	nDistinctValues=22,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "rownames(nsurv.mat)"
 [1] "AGE"                                   
 [2] "NEOPLASM.DISEASESTAGE"                 
 [3] "PATHOLOGY.T.STAGE"                     
 [4] "PATHOLOGY.N.STAGE"                     
 [5] "PATHOLOGY.M.STAGE"                     
 [6] "GENDER"                                
 [7] "HISTOLOGICAL.TYPE"                     
 [8] "RADIATIONS.RADIATION.REGIMENINDICATION"
 [9] "COMPLETENESS.OF.RESECTION"             
[10] "NUMBER.OF.LYMPH.NODES"                 
[11] "RACE"                                  
[1] "TUMOR.?STAGE"
[1] "TUMOR.?GRADE"
[1] "PATHOLOGY.T" "3"          
[1] "PATHOLOGY.N" "4"          
Output Data has 439 columns, 1 survival variables, and 11 non-survival variables.
AGE, nv=58, binary=FALSE, numeric=TRUE
NEOPLASM.DISEASESTAGE, nv=13, binary=FALSE, numeric=FALSE
PATHOLOGY.T.STAGE, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.T',vnm)"
vv
 T1  T2  T3  T4 
 11  76 300  51 
[1] "table(vv)"
vv
 T1  T2  T3  T4 
 11  76 300  51 
$ClinVariableName
[1] "PATHOLOGY.T.STAGE"

$Table
vv
 T1  T2  T3  T4 
 11  76 300  51 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


 T1  T2  T3  T4 
 11  76 300  51 
PATHOLOGY.N.STAGE, nv=3, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.N',vnm)"
vv
 N0  N1  N2 
256 103  79 
[1] "table(vv)"
vv
 N0  N1  N2 
256 103  79 
$ClinVariableName
[1] "PATHOLOGY.N.STAGE"

$Table
vv
 N0  N1  N2 
256 103  79 

$nClasses
[1] 3

$ClinVariableType
[1] "multiclass(3)"


 N0  N1  N2 
256 103  79 
PATHOLOGY.M.STAGE, nv=5, binary=FALSE, numeric=FALSE
GENDER, nv=2, binary=FALSE, numeric=FALSE
HISTOLOGICAL.TYPE, nv=2, binary=FALSE, numeric=FALSE
RADIATIONS.RADIATION.REGIMENINDICATION, nv=2, binary=FALSE, numeric=FALSE
COMPLETENESS.OF.RESECTION, nv=4, binary=FALSE, numeric=FALSE
NUMBER.OF.LYMPH.NODES, nv=21, binary=FALSE, numeric=TRUE
RACE, nv=4, binary=FALSE, numeric=FALSE

Clustering(1) Variable = 1P GAIN MUTATION ANALYSIS
D1V1, survival
                   sevent
clus2                 0   1
  1P GAIN MUTATED    24   8
  1P GAIN WILD-TYPE 311  79
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
               32               390 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
                8                79 
$`1P GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-6654 TCGA-AA-3552 
       37.02        44.91        45.60        15.52        23.87        13.02 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3679 TCGA-AA-3973 TCGA-AA-A01D TCGA-AA-A02E 
       54.02         2.01        15.02        13.05         0.99         2.96 
TCGA-AD-6888 TCGA-AY-6196 TCGA-AY-A69D TCGA-AZ-4682 TCGA-AZ-4684 TCGA-CA-5255 
        4.21         0.20         5.52        22.36        65.00         3.06 
TCGA-CA-6716 TCGA-CK-5912 TCGA-CM-5864 TCGA-CM-6167 TCGA-D5-6535 TCGA-D5-6898 
        0.26        48.20        15.02        14.99        15.12         7.53 
TCGA-D5-6922 TCGA-D5-6923 TCGA-DM-A0X9 TCGA-DM-A28K TCGA-DM-A28M TCGA-NH-A50T 
       10.13        12.43       119.70        98.24        95.18         4.11 
TCGA-QG-A5YV TCGA-RU-A8FL 
       26.99        30.28 

$`1P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 
       17.79        42.28        35.11        13.94        37.05        37.25 
TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       16.04        34.65        36.53        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 
        8.38        25.08        25.18        24.16        20.61        21.76 
TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 
       24.69        24.39        20.12        19.66        20.28        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       24.92        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 
        3.02         1.02        37.05         1.02        35.01        58.03 
TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 
       63.98         6.97         1.02        13.02        38.99         1.02 
TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        9.07        24.03        37.05        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        34.03        29.00        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 
       29.95        23.01        20.98        19.99        13.94        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3667 TCGA-AA-3672 
       61.02        78.08         6.05         6.97        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       50.04        47.05        47.01        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 
       17.98        15.95        38.99        36.95        37.02        14.93 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 
       17.03         0.99        33.07        36.03        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       31.07        31.07        53.00        17.03        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 
       29.98        18.05        31.00         2.01        12.99        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3975 TCGA-AA-3976 
        2.01        21.99        16.08        50.99        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       25.02        24.00        27.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
       35.01         1.02        33.04        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       39.06        51.98        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
       21.37        56.55         0.79         0.72         1.58         1.02 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        0.10         0.76         0.20         0.43         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 
       14.50        27.09        16.31         0.95        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.19         6.87        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-5403 
        1.41         5.65        32.94         5.13        83.80        62.79 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 
       61.41        49.41         6.77        12.10       100.01        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 
        5.23        11.74         3.19         1.94         2.24         2.14 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.25         3.29         0.07         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 
       17.56       102.44        40.34        70.16        15.62        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 
       20.02        37.02         8.02        26.04         8.02        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       13.02        29.06        22.03        22.98        30.08        16.01 
TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
       15.02         5.03        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6168 TCGA-CM-6169 
       14.04        29.03        16.04        21.99        12.99        13.02 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       19.59        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
       18.25         1.32         7.92        17.85         4.50        17.13 
TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6924 TCGA-D5-6926 
       12.49        16.14        15.58        12.39        14.30         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
        9.44        11.64        13.41         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
       10.26        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-F4-6459 
       81.37       119.93        35.97        60.79       117.07         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
        1.55        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
       82.39        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       44.68        55.04        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       10.98        10.52         2.79         5.98         5.59         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.19         5.49        17.29         6.64        14.76        67.00 

  1P GAIN MUTATED 1P GAIN WILD-TYPE 
             0.20              0.07 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
           119.70            140.38 
  1P GAIN MUTATED 1P GAIN WILD-TYPE 
           15.020            20.005 
[1] "0.2 - 119.7 (15.0)" "0.1 - 140.4 (20.0)"
[1] "hr=" "1.2"
D1V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  1P GAIN MUTATED         4        0        1         8         1         0
  1P GAIN WILD-TYPE      68        1       27       123         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  1P GAIN MUTATED           1          1          4          5        5
  1P GAIN WILD-TYPE        20         11         51         33       38
                   vv
clus                STAGE IVA STAGE IVB
  1P GAIN MUTATED           2         0
  1P GAIN WILD-TYPE        16         2
D1V3, multiclass
            clus
vv           1P GAIN MUTATED 1P GAIN WILD-TYPE
  STAGE I                  4                68
  STAGE IA                 0                 1
  STAGE II                 1                27
  STAGE IIA                8               123
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                1                20
  STAGE IIIA               1                11
  STAGE IIIB               4                51
  STAGE IIIC               5                33
  STAGE IV                 5                38
  STAGE IVA                2                16
  STAGE IVB                0                 2
[1] 13  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     0   5  24   3
  1P GAIN WILD-TYPE  11  71 276  48
D1V4, multiclass
    clus
vv   1P GAIN MUTATED 1P GAIN WILD-TYPE
  T1               0                11
  T2               5                71
  T3              24               276
  T4               3                48
[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                 N0  N1  N2
  1P GAIN MUTATED    16   7   8
  1P GAIN WILD-TYPE 240  96  71
D1V5, multiclass
    clus
vv   1P GAIN MUTATED 1P GAIN WILD-TYPE
  N0              16               240
  N1               7                96
  N2               8                71
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  1P GAIN MUTATED    18   7   0   0   5
  1P GAIN WILD-TYPE 302  45   8   2  45
D1V6, multiclass
     clus
vv    1P GAIN MUTATED 1P GAIN WILD-TYPE
  M0               18               302
  M1                7                45
  M1A               0                 8
  M1B               0                 2
  MX                5                45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V7, binary
                   cls
clus                  0   1
  1P GAIN MUTATED    14  18
  1P GAIN WILD-TYPE 193 214
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED     14   18
  1P GAIN WILD-TYPE  193  214
        clus
vv       1P GAIN MUTATED 1P GAIN WILD-TYPE
  FEMALE              14               193
  MALE                18               214
[1] 2 2
[1] FALSE
D1V8, binary
                   cls
clus                  0   1
  1P GAIN MUTATED    29   3
  1P GAIN WILD-TYPE 349  56
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED     29    3
  1P GAIN WILD-TYPE  349   56
                               clus
vv                              1P GAIN MUTATED 1P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       29               349
  COLON MUCINOUS ADENOCARCINOMA               3                56
[1] 2 2
[1] FALSE
D1V9, binary
                   cls
clus                  0   1
  1P GAIN MUTATED     1  31
  1P GAIN WILD-TYPE   2 405
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P GAIN MUTATED      1   31
  1P GAIN WILD-TYPE    2  405
     clus
vv    1P GAIN MUTATED 1P GAIN WILD-TYPE
  NO                1                 2
  YES              31               405
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  1P GAIN MUTATED    20   0   3   4
  1P GAIN WILD-TYPE 293   3  21  21
D1V10, multiclass
    clus
vv   1P GAIN MUTATED 1P GAIN WILD-TYPE
  R0              20               293
  R1               0                 3
  R2               3                21
  RX               4                21
[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"
D1V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  1P GAIN MUTATED                                  0     2
  1P GAIN WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  1P GAIN MUTATED                           5    18
  1P GAIN WILD-TYPE                        45   193
D1V12, multiclass
                                  clus
vv                                 1P GAIN MUTATED 1P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                      5                45
  WHITE                                         18               193
[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"

Clustering(2) Variable = 1Q GAIN MUTATION ANALYSIS
D2V1, survival
                   sevent
clus2                 0   1
  1Q GAIN MUTATED    56  20
  1Q GAIN WILD-TYPE 279  67
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               76               346 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
               20                67 
$`1Q GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 
       37.02        43.76        44.91        35.11        45.60        15.52 
TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6654 TCGA-AA-3488 
       36.53        32.45        24.16        24.69        23.87         5.03 
TCGA-AA-3561 TCGA-AA-3660 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3675 TCGA-AA-3679 
       13.94        78.08        54.02         2.01        47.05        15.02 
TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3848 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3869 
       19.00         5.03         0.99        31.07        17.03        27.02 
TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3973 TCGA-AA-3994 TCGA-AA-A01D TCGA-AA-A01R 
       12.99        33.01        13.05        27.02         0.99        35.01 
TCGA-AA-A01X TCGA-AA-A02E TCGA-AA-A02Y TCGA-AD-6888 TCGA-AU-3779 TCGA-AY-6196 
       26.01         2.96        39.98         4.21        14.50         0.20 
TCGA-AY-A69D TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-6600 TCGA-AZ-6606 TCGA-CA-5255 
        5.52        22.36        65.00        12.10        11.74         3.06 
TCGA-CA-6716 TCGA-CK-5912 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-5348 TCGA-CM-5861 
        0.26        48.20        37.02         8.02        22.98        15.02 
TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-6163 TCGA-CM-6167 TCGA-D5-6533 TCGA-D5-6535 
        5.03        15.02        14.04        14.99         1.32        15.12 
TCGA-D5-6536 TCGA-D5-6898 TCGA-D5-6922 TCGA-D5-6923 TCGA-DM-A0X9 TCGA-DM-A1D4 
       17.85         7.53        10.13        12.43       119.70        92.75 
TCGA-DM-A28C TCGA-DM-A28F TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 
       81.37        35.97        98.24        95.18         8.61        13.38 
TCGA-F4-6461 TCGA-F4-6855 TCGA-G4-6297 TCGA-G4-6299 TCGA-G4-6303 TCGA-G4-6311 
       11.11        35.41        82.39        74.56        61.87        39.42 
TCGA-NH-A50T TCGA-NH-A6GA TCGA-QG-A5YV TCGA-RU-A8FL 
        4.11         5.98        26.99        30.28 

$`1Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       42.28        13.94        37.05        37.25        16.04        34.65 
TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 
       14.53        32.91        31.63        30.44        29.19        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       23.61        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 
       22.52        24.13         8.38        25.08        25.18        20.61 
TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 
       21.76        24.39        20.12        19.66        20.28        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3489 TCGA-AA-3492 
       24.92        61.84        52.44         9.63         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       14.01        33.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3655 
       29.95        23.01        20.98        19.99        19.99        61.02 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3678 
        6.05         6.97        14.01         0.92        50.04        47.01 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3710 
       11.01         5.98        37.05        36.00        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 
       14.93        17.03        33.07        36.03        32.05         0.99 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 
       31.07        53.00        24.03        29.98        18.05        31.00 
TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 
        2.01        24.00        26.01        24.00         2.01        20.98 
TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3975 
       34.03         2.01        21.99        16.08        50.99        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       26.01        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
        1.02        33.04        35.01        37.02        39.06        51.98 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6890 
       18.05        40.96         0.07        21.37        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
        0.72         1.58         1.02         0.10         0.76         0.20 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.43         0.46         0.92        27.09        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 
       15.75        21.44        17.82         5.19         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       50.37        58.39         1.41         5.65        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 
       83.80        62.79        61.41        49.41         6.77       100.01 
TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 
       29.56         5.23         3.19         1.94         2.24         2.14 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.25         3.29         0.07         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 
       17.56       102.44        40.34        70.16        15.62        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
       20.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 
       22.03        30.08        16.01        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6168 TCGA-CM-6169 
       12.00        29.03        16.04        21.99        12.99        13.02 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       19.59        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
       18.25         7.92         4.50        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       15.58        12.39        14.30         9.04         9.44        11.64 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0XD 
       13.41         1.51        12.00        11.38        10.26        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
       38.20       130.65        49.91        13.32        12.59       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
        7.50        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H 
        6.12        14.04        26.47       119.93        60.79       117.07 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6856 
       29.59        16.24        33.67         1.28         0.53        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6304 
      107.67        28.21         8.35        23.51        43.07        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6314 TCGA-G4-6315 
       44.68        55.04        51.75        45.11        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50U 
       26.17        91.79        46.75        47.15        52.80        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
       10.52         2.79         5.59         1.32         5.19         5.49 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       17.29         6.64        14.76        67.00 

  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
             0.20              0.07 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
           119.70            140.38 
  1Q GAIN MUTATED 1Q GAIN WILD-TYPE 
           20.680            19.625 
[1] "0.2 - 119.7 (20.7)" "0.1 - 140.4 (19.6)"
[1] "hr=" "1.2"
D2V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  1Q GAIN MUTATED         9        0        5        17         2         0
  1Q GAIN WILD-TYPE      63        1       23       114         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  1Q GAIN MUTATED           4          1         12          8       15
  1Q GAIN WILD-TYPE        17         11         43         30       28
                   vv
clus                STAGE IVA STAGE IVB
  1Q GAIN MUTATED           5         0
  1Q GAIN WILD-TYPE        13         2
D2V3, multiclass
            clus
vv           1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  STAGE I                  9                63
  STAGE IA                 0                 1
  STAGE II                 5                23
  STAGE IIA               17               114
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                4                17
  STAGE IIIA               1                11
  STAGE IIIB              12                43
  STAGE IIIC               8                30
  STAGE IV                15                28
  STAGE IVA                5                13
  STAGE IVB                0                 2
[1] 13  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     1  10  55  12
  1Q GAIN WILD-TYPE  10  66 245  39
D2V4, multiclass
    clus
vv   1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  T1               1                10
  T2              10                66
  T3              55               245
  T4              12                39
[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                 N0  N1  N2
  1Q GAIN MUTATED    37  21  19
  1Q GAIN WILD-TYPE 219  82  60
D2V5, multiclass
    clus
vv   1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  N0              37               219
  N1              21                82
  N2              19                60
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  1Q GAIN MUTATED    49  18   2   0   7
  1Q GAIN WILD-TYPE 271  34   6   2  43
D2V6, multiclass
     clus
vv    1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  M0               49               271
  M1               18                34
  M1A               2                 6
  M1B               0                 2
  MX                7                43
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V7, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED    31  47
  1Q GAIN WILD-TYPE 176 185
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED     31   47
  1Q GAIN WILD-TYPE  176  185
        clus
vv       1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  FEMALE              31               176
  MALE                47               185
[1] 2 2
[1] FALSE
D2V8, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED    71   7
  1Q GAIN WILD-TYPE 307  52
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED     71    7
  1Q GAIN WILD-TYPE  307   52
                               clus
vv                              1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       71               307
  COLON MUCINOUS ADENOCARCINOMA               7                52
[1] 2 2
[1] FALSE
D2V9, binary
                   cls
clus                  0   1
  1Q GAIN MUTATED     1  77
  1Q GAIN WILD-TYPE   2 359
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q GAIN MUTATED      1   77
  1Q GAIN WILD-TYPE    2  359
     clus
vv    1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  NO                1                 2
  YES              77               359
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  1Q GAIN MUTATED    53   0   8   5
  1Q GAIN WILD-TYPE 260   3  16  20
D2V10, multiclass
    clus
vv   1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  R0              53               260
  R1               0                 3
  R2               8                16
  RX               5                20
[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"
D2V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  1Q GAIN MUTATED                                  0     2
  1Q GAIN WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  1Q GAIN MUTATED                          10    42
  1Q GAIN WILD-TYPE                        40   169
D2V12, multiclass
                                  clus
vv                                 1Q GAIN MUTATED 1Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                     10                40
  WHITE                                         42               169
[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"

Clustering(3) Variable = 2P GAIN MUTATION ANALYSIS
D3V1, survival
                   sevent
clus2                 0   1
  2P GAIN MUTATED    59  15
  2P GAIN WILD-TYPE 276  72
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               74               348 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
               15                72 
$`2P GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
        5.06        37.02        16.04        34.65        36.53        14.53 
TCGA-A6-5659 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6654 
       30.44        32.71        29.16        24.16        24.69        23.87 
TCGA-AA-3496 TCGA-AA-3519 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3562 
        1.02         9.07        34.03        29.00        29.00        19.99 
TCGA-AA-3673 TCGA-AA-3679 TCGA-AA-3685 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3851 
       50.04        15.02        37.05         0.99        35.05        33.07 
TCGA-AA-3867 TCGA-AA-3971 TCGA-AA-A00L TCGA-AA-A01I TCGA-AA-A01S TCGA-AA-A01X 
       24.03        16.08        17.03        31.00         1.02        26.01 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-A5EK 
       21.37         4.21         1.58         1.02         0.10         0.43 
TCGA-AY-4070 TCGA-AY-6196 TCGA-AY-A8YK TCGA-AZ-4616 TCGA-AZ-6607 TCGA-CA-6715 
       16.31         0.20         6.87         5.13         3.19         0.07 
TCGA-CA-6716 TCGA-CA-6718 TCGA-CK-4950 TCGA-CK-5914 TCGA-CM-4750 TCGA-CM-5341 
        0.26         0.10        40.34        21.99         8.02        29.06 
TCGA-CM-5862 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6166 
        5.03        17.03        15.02        14.04        29.03        21.99 
TCGA-D5-5537 TCGA-D5-5541 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6924 TCGA-D5-6929 
       14.99        11.51         4.50        17.13        14.30        13.41 
TCGA-DM-A1DA TCGA-DM-A280 TCGA-DM-A28F TCGA-F4-6459 TCGA-G4-6295 TCGA-G4-6299 
        7.50         7.76        35.97         8.61         8.35        74.56 
TCGA-G4-6310 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A6GC TCGA-NH-A8F7 
       45.11        47.15        52.80         4.11         1.32         5.19 
TCGA-QG-A5YX TCGA-RU-A8FL 
       17.29        30.28 

$`2P GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.26        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5660 
       37.05        37.25        32.45        32.91        31.63        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6137 TCGA-A6-6138 
       33.53        23.61        22.09        22.06        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 
       24.13         8.38        25.08        25.18        20.61        21.76 
TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       24.39        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 
        1.02        37.05        35.01        58.03        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3522 
        1.02        13.02        38.99         1.02        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3538 TCGA-AA-3542 
       36.03         8.05        19.07        19.07        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 
        0.99        14.01        33.99        21.01        13.02        24.00 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 
       17.95        29.95        23.01        20.98        19.99        13.94 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 
       61.02        78.08         6.05         6.97        54.02         2.01 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 
       14.01         0.92        47.05        47.01        11.01         5.98 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
        0.99         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       38.99        36.95        37.02        14.93        17.03         0.99 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       36.03        32.05         0.99        31.07        31.07        53.00 
TCGA-AA-3866 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       17.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03         2.01        21.99        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q 
       34.03        18.05        18.05         4.01        27.02        42.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 
        0.99        17.03        14.99        21.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01K TCGA-AA-A01P 
       15.02         0.99        32.02        12.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 
        1.02        35.01        33.04        35.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 
       56.55         0.79         0.72         0.76         0.20         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 
        0.92        14.50        27.09         0.95        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.19         5.52        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        1.41         5.65        32.94        83.80        22.36        65.00 
TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 
       62.79        61.41        49.41         6.77        12.10       100.01 
TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
       29.56         5.23        11.74         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6717 TCGA-CA-6719 TCGA-CK-4947 
        2.14         3.25         3.29         0.33         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 
      102.44        70.16        15.62        48.20        51.32        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5348 
        8.02        26.04        27.02        13.02        22.03        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6162 
       30.08        16.01        15.02        15.02        15.02        12.00 
TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       16.04        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 
       11.01        12.95        13.05        11.08        11.08        11.01 
TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-6529 
       10.06        12.03        12.26        19.59        13.51        20.19 
TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 
       20.42        17.75        18.25         1.32         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.85        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 
       10.13        12.43         9.04         9.44        11.64         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 
       44.32       131.51       135.65       139.17         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       26.47        81.37       119.93        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
       95.18        13.38        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
       35.87         1.55        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       82.39        23.51        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       55.04        51.75        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       91.79        46.75        10.98        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.59         5.49        26.99         6.64        14.76        67.00 

  2P GAIN MUTATED 2P GAIN WILD-TYPE 
             0.07              0.07 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
            74.56            140.38 
  2P GAIN MUTATED 2P GAIN WILD-TYPE 
           16.195            20.235 
[1] "0.1 - 74.6 (16.2)"  "0.1 - 140.4 (20.2)"
[1] "hr=" "1.4"
D3V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  2P GAIN MUTATED        10        0        5        20         0         1
  2P GAIN WILD-TYPE      62        1       23       111         8         0
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  2P GAIN MUTATED           5          3         13          7        7
  2P GAIN WILD-TYPE        16          9         42         31       36
                   vv
clus                STAGE IVA STAGE IVB
  2P GAIN MUTATED           4         1
  2P GAIN WILD-TYPE        14         1
D3V3, multiclass
            clus
vv           2P GAIN MUTATED 2P GAIN WILD-TYPE
  STAGE I                 10                62
  STAGE IA                 0                 1
  STAGE II                 5                23
  STAGE IIA               20               111
  STAGE IIB                0                 8
  STAGE IIC                1                 0
  STAGE III                5                16
  STAGE IIIA               3                 9
  STAGE IIIB              13                42
  STAGE IIIC               7                31
  STAGE IV                 7                36
  STAGE IVA                4                14
  STAGE IVB                1                 1
[1] 13  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     2  12  58   6
  2P GAIN WILD-TYPE   9  64 242  45
D3V4, multiclass
    clus
vv   2P GAIN MUTATED 2P GAIN WILD-TYPE
  T1               2                 9
  T2              12                64
  T3              58               242
  T4               6                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                 N0  N1  N2
  2P GAIN MUTATED    39  20  18
  2P GAIN WILD-TYPE 217  83  61
D3V5, multiclass
    clus
vv   2P GAIN MUTATED 2P GAIN WILD-TYPE
  N0              39               217
  N1              20                83
  N2              18                61
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  2P GAIN MUTATED    52   9   2   1  13
  2P GAIN WILD-TYPE 268  43   6   1  37
D3V6, multiclass
     clus
vv    2P GAIN MUTATED 2P GAIN WILD-TYPE
  M0               52               268
  M1                9                43
  M1A               2                 6
  M1B               1                 1
  MX               13                37
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D3V7, binary
                   cls
clus                  0   1
  2P GAIN MUTATED    35  43
  2P GAIN WILD-TYPE 172 189
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED     35   43
  2P GAIN WILD-TYPE  172  189
        clus
vv       2P GAIN MUTATED 2P GAIN WILD-TYPE
  FEMALE              35               172
  MALE                43               189
[1] 2 2
[1] FALSE
D3V8, binary
                   cls
clus                  0   1
  2P GAIN MUTATED    73   5
  2P GAIN WILD-TYPE 305  54
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED     73    5
  2P GAIN WILD-TYPE  305   54
                               clus
vv                              2P GAIN MUTATED 2P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       73               305
  COLON MUCINOUS ADENOCARCINOMA               5                54
[1] 2 2
[1] FALSE
D3V9, binary
                   cls
clus                  0   1
  2P GAIN MUTATED     1  77
  2P GAIN WILD-TYPE   2 359
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P GAIN MUTATED      1   77
  2P GAIN WILD-TYPE    2  359
     clus
vv    2P GAIN MUTATED 2P GAIN WILD-TYPE
  NO                1                 2
  YES              77               359
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  2P GAIN MUTATED    52   2   3   7
  2P GAIN WILD-TYPE 261   1  21  18
D3V10, multiclass
    clus
vv   2P GAIN MUTATED 2P GAIN WILD-TYPE
  R0              52               261
  R1               2                 1
  R2               3                21
  RX               7                18
[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"
D3V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  2P GAIN MUTATED                                  0     3
  2P GAIN WILD-TYPE                                1     8
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  2P GAIN MUTATED                          11    43
  2P GAIN WILD-TYPE                        39   168
D3V12, multiclass
                                  clus
vv                                 2P GAIN MUTATED 2P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          3                 8
  BLACK OR AFRICAN AMERICAN                     11                39
  WHITE                                         43               168
[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"

Clustering(4) Variable = 2Q GAIN MUTATION ANALYSIS
D4V1, survival
                   sevent
clus2                 0   1
  2Q GAIN MUTATED    54  16
  2Q GAIN WILD-TYPE 281  71
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               70               352 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
               16                71 
$`2Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5659 
        5.06        37.02        34.65        36.53        14.53        30.44 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6654 TCGA-AA-3496 
       32.71        29.16        24.16        24.69        23.87         1.02 
TCGA-AA-3519 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3562 TCGA-AA-3673 
        9.07        34.03        29.00        29.00        19.99        50.04 
TCGA-AA-3679 TCGA-AA-3685 TCGA-AA-3696 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3851 
       15.02        37.05         5.03         0.99        35.05        33.07 
TCGA-AA-3867 TCGA-AA-3971 TCGA-AA-A01I TCGA-AA-A01S TCGA-AA-A01X TCGA-AD-6548 
       24.03        16.08        31.00         1.02        26.01        21.37 
TCGA-AD-6888 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-A5EK TCGA-AY-4070 
        4.21         1.58         1.02         0.10         0.43        16.31 
TCGA-AY-A8YK TCGA-AZ-4616 TCGA-AZ-6607 TCGA-CA-6716 TCGA-CK-4950 TCGA-CK-5914 
        6.87         5.13         3.19         0.26        40.34        21.99 
TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5862 TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 
        8.02        29.06         5.03        15.02        14.04        29.03 
TCGA-CM-6166 TCGA-CM-6167 TCGA-D5-5537 TCGA-D5-5541 TCGA-D5-6537 TCGA-D5-6538 
       21.99        14.99        14.99        11.51         4.50        17.13 
TCGA-DM-A1DA TCGA-DM-A280 TCGA-DM-A288 TCGA-DM-A28F TCGA-F4-6459 TCGA-G4-6295 
        7.50         7.76        14.04        35.97         8.61         8.35 
TCGA-G4-6299 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       74.56        45.11        39.42        47.15        52.80         4.11 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YX TCGA-RU-A8FL 
        1.32         5.19        17.29        30.28 

$`2Q GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.26        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 
       37.05        37.25        16.04        32.45        32.91        31.63 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6137 
       29.19        33.53        23.61        22.09        22.06        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 
       22.52        24.13         8.38        25.08        25.18        20.61 
TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 
       21.76        24.39        20.12        19.66        20.28        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       24.92        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        3.02         1.02        37.05        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3520 
        6.97         1.02        13.02        38.99         1.02        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3538 
       37.05        36.03         8.05        19.07        19.07        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       12.99         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 
       24.00        17.95        29.95        23.01        20.98        19.99 
TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 
       13.94        61.02        78.08         6.05         6.97        54.02 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3680 
        2.01        14.01         0.92        47.05        47.01        11.01 
TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
        5.98        19.00        36.00        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
        0.99         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       38.99        36.95        37.02        14.93        17.03         0.99 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       36.03        32.05         0.99        31.07        31.07        53.00 
TCGA-AA-3866 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       17.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03         2.01        21.99        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01K 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z 
       38.07         1.02        35.01        33.04        35.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6964 TCGA-AD-6965 
        0.07        56.55         0.79         0.72         0.76         0.20 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 
        0.46         0.92        14.50        27.09         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 
        0.20        21.44        17.82         5.19         5.52        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4681 
       50.37        58.39         1.41         5.65        32.94        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 
       12.10       100.01        29.56         5.23        11.74         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        2.24         3.06         2.14         3.25         3.29         0.07 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4951 
        0.33         0.10         1.35        17.56       102.44        70.16 
TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       15.62        48.20        51.32        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       27.02        13.02        22.03        22.98        30.08        16.01 
TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6162 TCGA-CM-6165 
       15.02        15.02        15.02        17.03        12.00        16.04 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 
       13.05        11.08        11.08        11.01        10.06        12.03 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       12.26        19.59        13.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6539 
       18.25         1.32         7.92        15.12        17.85        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A28A 
       44.32       131.51       135.65       139.17         6.12        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
       81.37       119.93        60.79       117.07        98.24        95.18 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
        1.55        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 
        0.53        35.41        19.43       107.67        28.21        82.39 
TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       23.51        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 
       51.75        35.93        36.72        36.00        26.43        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       26.04        13.78        35.80        26.17        91.79        46.75 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F8 
       10.98        10.52         2.79         5.98         5.59         5.49 
TCGA-QG-A5YV TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       26.99         6.64        14.76        67.00 

  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
             0.10              0.07 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
            74.56            140.38 
  2Q GAIN MUTATED 2Q GAIN WILD-TYPE 
           16.720            20.005 
[1] "0.1 - 74.6 (16.7)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.5"
D4V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  2Q GAIN MUTATED        10        0        5        16         0         1
  2Q GAIN WILD-TYPE      62        1       23       115         8         0
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  2Q GAIN MUTATED           6          3         12          8        7
  2Q GAIN WILD-TYPE        15          9         43         30       36
                   vv
clus                STAGE IVA STAGE IVB
  2Q GAIN MUTATED           3         1
  2Q GAIN WILD-TYPE        15         1
D4V3, multiclass
            clus
vv           2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  STAGE I                 10                62
  STAGE IA                 0                 1
  STAGE II                 5                23
  STAGE IIA               16               115
  STAGE IIB                0                 8
  STAGE IIC                1                 0
  STAGE III                6                15
  STAGE IIIA               3                 9
  STAGE IIIB              12                43
  STAGE IIIC               8                30
  STAGE IV                 7                36
  STAGE IVA                3                15
  STAGE IVB                1                 1
[1] 13  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     2  12  55   5
  2Q GAIN WILD-TYPE   9  64 245  46
D4V4, multiclass
    clus
vv   2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  T1               2                 9
  T2              12                64
  T3              55               245
  T4               5                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                 N0  N1  N2
  2Q GAIN MUTATED    35  19  19
  2Q GAIN WILD-TYPE 221  84  60
D4V5, multiclass
    clus
vv   2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  N0              35               221
  N1              19                84
  N2              19                60
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  2Q GAIN MUTATED    49   9   1   1  14
  2Q GAIN WILD-TYPE 271  43   7   1  36
D4V6, multiclass
     clus
vv    2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  M0               49               271
  M1                9                43
  M1A               1                 7
  M1B               1                 1
  MX               14                36
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D4V7, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED    34  40
  2Q GAIN WILD-TYPE 173 192
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED     34   40
  2Q GAIN WILD-TYPE  173  192
        clus
vv       2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  FEMALE              34               173
  MALE                40               192
[1] 2 2
[1] FALSE
D4V8, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED    69   5
  2Q GAIN WILD-TYPE 309  54
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED     69    5
  2Q GAIN WILD-TYPE  309   54
                               clus
vv                              2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       69               309
  COLON MUCINOUS ADENOCARCINOMA               5                54
[1] 2 2
[1] FALSE
D4V9, binary
                   cls
clus                  0   1
  2Q GAIN MUTATED     1  73
  2Q GAIN WILD-TYPE   2 363
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q GAIN MUTATED      1   73
  2Q GAIN WILD-TYPE    2  363
     clus
vv    2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  NO                1                 2
  YES              73               363
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  2Q GAIN MUTATED    48   2   4   5
  2Q GAIN WILD-TYPE 265   1  20  20
D4V10, multiclass
    clus
vv   2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  R0              48               265
  R1               2                 1
  R2               4                20
  RX               5                20
[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"
D4V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  2Q GAIN MUTATED                                  0     1
  2Q GAIN WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  2Q GAIN MUTATED                          12    40
  2Q GAIN WILD-TYPE                        38   171
D4V12, multiclass
                                  clus
vv                                 2Q GAIN MUTATED 2Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                     12                38
  WHITE                                         40               171
[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"

Clustering(5) Variable = 3P GAIN MUTATION ANALYSIS
D5V1, survival
                   sevent
clus2                 0   1
  3P GAIN MUTATED    33  10
  3P GAIN WILD-TYPE 302  77
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               43               379 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
               10                77 
$`3P GAIN MUTATED`
TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2686 TCGA-A6-5667 TCGA-A6-6140 TCGA-A6-6782 
        5.26        37.02        16.04        29.16        24.13        20.28 
TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3685 TCGA-AA-3842 
       19.99        19.99         2.01        14.01        37.05        37.02 
TCGA-AA-3867 TCGA-AA-3971 TCGA-AA-3976 TCGA-AA-A00F TCGA-AA-A01Q TCGA-AA-A01T 
       24.03        16.08        26.01        34.03         1.02        33.04 
TCGA-AA-A02W TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6965 TCGA-AY-4071 TCGA-AY-A54L 
       41.00         1.58         1.02         0.20         0.95         5.19 
TCGA-AY-A69D TCGA-AZ-6603 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CM-5868 TCGA-CM-6161 
        5.52        29.56         1.94         2.24        17.03        15.02 
TCGA-CM-6164 TCGA-CM-6675 TCGA-CM-6679 TCGA-D5-6535 TCGA-D5-6539 TCGA-D5-6924 
       29.03        13.05        10.06        15.12        12.49        14.30 
TCGA-DM-A288 TCGA-F4-6704 TCGA-G4-6303 TCGA-G4-6314 TCGA-G4-6323 TCGA-G4-6626 
       14.04         1.55        61.87        35.93        13.78        46.75 
TCGA-NH-A6GC 
        1.32 

$`3P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.05        37.25        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6141 
       22.09        22.06        32.71        27.09        22.52         8.38 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
       25.08        25.18        24.16        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 
       24.39        23.87        20.12        19.66        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       14.01        33.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 
       29.95        23.01        20.98        13.94        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
        6.05         6.97        54.02         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 
       47.01        15.02        11.01         5.98        19.00        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        5.03        85.05        26.99        19.04         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       38.99        36.95        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       36.03        32.05         0.99        31.07        31.07        53.00 
TCGA-AA-3866 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       17.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03         2.01        21.99        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       34.06        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J 
       27.02        13.94        38.04        19.00        30.02        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
        0.99        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
       35.01         1.02        35.01        26.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
       22.03        39.98        18.05        40.96         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 
        4.21        56.55         0.79         0.72         0.10         0.76 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 
        0.43         0.46         0.92        14.50        27.09        16.31 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A8YK TCGA-AZ-4308 
       15.75         0.20        21.44        17.82         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       50.37        58.39         1.41         5.65        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
        6.77        12.10       100.01         5.23        11.74         3.19 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        3.06         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       70.16        15.62        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 
       22.03        22.98        30.08        16.01        15.02         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 TCGA-CM-6166 
       15.02        15.02        12.00        14.04        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 
       14.99        12.99        13.02        15.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 
       12.95        11.08        11.08        11.01        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 
       12.26        19.59        13.51        11.51        20.19        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6537 
       17.75        18.25         1.32         7.92        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 
       17.13        16.14        15.58         7.53        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       12.43         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
        7.50        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
        6.12        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 
       13.64        13.45         6.18        35.87        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       16.24        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 
       43.07        53.62        44.68        55.04        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       39.42        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       35.80        26.17        91.79        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 
       10.98        10.52         2.79         5.98         5.59         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.49        26.99        17.29         6.64        14.76        30.28 
TCGA-WS-AB45 
       67.00 

  3P GAIN MUTATED 3P GAIN WILD-TYPE 
             0.20              0.07 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
            61.87            140.38 
  3P GAIN MUTATED 3P GAIN WILD-TYPE 
            15.12             20.19 
[1] "0.2 - 61.9 (15.1)"  "0.1 - 140.4 (20.2)"
[1] "hr=" "1.6"
D5V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  3P GAIN MUTATED         6        1        2         9         1         0
  3P GAIN WILD-TYPE      66        0       26       122         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  3P GAIN MUTATED           3          4          2          6        5
  3P GAIN WILD-TYPE        18          8         53         32       38
                   vv
clus                STAGE IVA STAGE IVB
  3P GAIN MUTATED           1         2
  3P GAIN WILD-TYPE        17         0
D5V3, multiclass
            clus
vv           3P GAIN MUTATED 3P GAIN WILD-TYPE
  STAGE I                  6                66
  STAGE IA                 1                 0
  STAGE II                 2                26
  STAGE IIA                9               122
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                3                18
  STAGE IIIA               4                 8
  STAGE IIIB               2                53
  STAGE IIIC               6                32
  STAGE IV                 5                38
  STAGE IVA                1                17
  STAGE IVB                2                 0
[1] 13  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     1   9  28   6
  3P GAIN WILD-TYPE  10  67 272  45
D5V4, multiclass
    clus
vv   3P GAIN MUTATED 3P GAIN WILD-TYPE
  T1               1                10
  T2               9                67
  T3              28               272
  T4               6                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                 N0  N1  N2
  3P GAIN MUTATED    21  13  11
  3P GAIN WILD-TYPE 235  90  68
D5V5, multiclass
    clus
vv   3P GAIN MUTATED 3P GAIN WILD-TYPE
  N0              21               235
  N1              13                90
  N2              11                68
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  3P GAIN MUTATED    25   5   1   2  11
  3P GAIN WILD-TYPE 295  47   7   0  39
D5V6, multiclass
     clus
vv    3P GAIN MUTATED 3P GAIN WILD-TYPE
  M0               25               295
  M1                5                47
  M1A               1                 7
  M1B               2                 0
  MX               11                39
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D5V7, binary
                   cls
clus                  0   1
  3P GAIN MUTATED    23  22
  3P GAIN WILD-TYPE 184 210
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED     23   22
  3P GAIN WILD-TYPE  184  210
        clus
vv       3P GAIN MUTATED 3P GAIN WILD-TYPE
  FEMALE              23               184
  MALE                22               210
[1] 2 2
[1] FALSE
D5V8, binary
                   cls
clus                  0   1
  3P GAIN MUTATED    39   5
  3P GAIN WILD-TYPE 339  54
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED     39    5
  3P GAIN WILD-TYPE  339   54
                               clus
vv                              3P GAIN MUTATED 3P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       39               339
  COLON MUCINOUS ADENOCARCINOMA               5                54
[1] 2 2
[1] FALSE
D5V9, binary
                   cls
clus                  0   1
  3P GAIN MUTATED     0  45
  3P GAIN WILD-TYPE   3 391
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P GAIN MUTATED      0   45
  3P GAIN WILD-TYPE    3  391
     clus
vv    3P GAIN MUTATED 3P GAIN WILD-TYPE
  NO                0                 3
  YES              45               391
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  3P GAIN MUTATED    32   0   2   3
  3P GAIN WILD-TYPE 281   3  22  22
D5V10, multiclass
    clus
vv   3P GAIN MUTATED 3P GAIN WILD-TYPE
  R0              32               281
  R1               0                 3
  R2               2                22
  RX               3                22
[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"
D5V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  3P GAIN MUTATED                                  1     1
  3P GAIN WILD-TYPE                                0    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  3P GAIN MUTATED                           6    23
  3P GAIN WILD-TYPE                        44   188
D5V12, multiclass
                                  clus
vv                                 3P GAIN MUTATED 3P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      6                44
  WHITE                                         23               188
[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"

Clustering(6) Variable = 3Q GAIN MUTATION ANALYSIS
D6V1, survival
                   sevent
clus2                 0   1
  3Q GAIN MUTATED    47  14
  3Q GAIN WILD-TYPE 288  73
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               61               361 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
               14                73 
$`3Q GAIN MUTATED`
TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-5667 TCGA-A6-6137 
        5.26        37.02        16.04        36.53        29.16        27.09 
TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6782 TCGA-AA-3532 TCGA-AA-3552 
       25.08        20.61        21.76        20.28        29.00        13.02 
TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3660 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3685 
       19.99        19.99        78.08         2.01        14.01        37.05 
TCGA-AA-3842 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3971 TCGA-AA-3976 TCGA-AA-3979 
       37.02        17.03        24.03        16.08        26.01        24.00 
TCGA-AA-A00F TCGA-AA-A01Q TCGA-AA-A01T TCGA-AA-A02W TCGA-AD-6888 TCGA-AD-6899 
       34.03         1.02        33.04        41.00         4.21         1.58 
TCGA-AD-6901 TCGA-AD-6965 TCGA-AU-3779 TCGA-AY-4071 TCGA-AY-A54L TCGA-AY-A69D 
        1.02         0.20        14.50         0.95         5.19         5.52 
TCGA-AZ-4614 TCGA-AZ-6603 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CM-4750 TCGA-CM-5868 
        5.65        29.56         1.94         2.24         8.02        17.03 
TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6675 TCGA-CM-6679 TCGA-D5-6535 
       15.02        14.04        29.03        13.05        10.06        15.12 
TCGA-D5-6539 TCGA-D5-6924 TCGA-DM-A285 TCGA-DM-A288 TCGA-F4-6460 TCGA-F4-6704 
       12.49        14.30         6.12        14.04        13.38         1.55 
TCGA-G4-6294 TCGA-G4-6303 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6323 TCGA-G4-6626 
       28.21        61.87        39.42        35.93        13.78        46.75 
TCGA-NH-A6GC 
        1.32 

$`3Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.05        37.25        34.65        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6648 
       22.06        32.71        22.52        24.13         8.38        25.18 
TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       24.16        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 
       16.24        24.92        61.84        52.44         9.63         5.03 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        1.02         3.02         1.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        19.07        34.03        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3662 
       29.95        23.01        20.98        13.94        61.02         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
        6.97        54.02         0.92        50.04        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 
       15.02        11.01         5.98        19.00        36.00         5.03 
TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 
       85.05        26.99        19.04         0.99         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       36.95        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 
       32.05         0.99        31.07        31.07        53.00        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 
       29.98        18.05        31.00         2.01        12.99        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 
        2.01        21.99        50.99        13.05        34.06        25.02 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       19.00        30.02        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
       27.02        42.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G 
       34.98        15.02        15.02         0.99        32.02        12.00 
TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V 
       31.00        31.00        38.07        35.01         1.02        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F 
       26.01        37.02        39.06        51.98         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F 
        2.01         5.03         0.92        22.03        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
       40.96         0.07        21.37        56.55         0.79         0.72 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
        0.10         0.76         0.43         0.46         0.92        27.09 
TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A8YK 
       16.31        15.75         0.20        21.44        17.82         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 
       75.25        50.37        58.39         1.41        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
        6.77        12.10       100.01         5.23        11.74         3.19 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        3.06         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       70.16        15.62        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 
        8.02        26.04        27.02        13.02        29.06        22.03 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       22.98        30.08        16.01        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       15.02        12.00        16.04        21.99        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6676 
       13.02        15.02        14.04        11.01        12.95        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 
       11.08        11.01        12.03        14.99        12.26        19.59 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 
       13.51        11.51        20.19        20.42        17.75        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6540 
        1.32         7.92        17.85         4.50        17.13        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 
       15.58         7.53        12.39        10.13        12.43         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
        9.44        11.64        13.41         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB 
       49.91        13.32        12.59       140.38         7.50        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A28A TCGA-DM-A28C 
      131.51       135.65         7.76       139.17        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
      119.93        35.97        60.79       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
        8.61        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       35.41        19.43       107.67         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       74.56        43.07        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       45.11        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       35.80        26.17        91.79        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 
       10.98        10.52         2.79         5.98         5.59         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.49        26.99        17.29         6.64        14.76        30.28 
TCGA-WS-AB45 
       67.00 

  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
             0.20              0.07 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
            78.08            140.38 
  3Q GAIN MUTATED 3Q GAIN WILD-TYPE 
            16.04             20.19 
[1] "0.2 - 78.1 (16.0)"  "0.1 - 140.4 (20.2)"
[1] "hr=" "1.5"
D6V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  3Q GAIN MUTATED         8        1        4        13         1         0
  3Q GAIN WILD-TYPE      64        0       24       118         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  3Q GAIN MUTATED           4          5          6          7        7
  3Q GAIN WILD-TYPE        17          7         49         31       36
                   vv
clus                STAGE IVA STAGE IVB
  3Q GAIN MUTATED           3         2
  3Q GAIN WILD-TYPE        15         0
D6V3, multiclass
            clus
vv           3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  STAGE I                  8                64
  STAGE IA                 1                 0
  STAGE II                 4                24
  STAGE IIA               13               118
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                4                17
  STAGE IIIA               5                 7
  STAGE IIIB               6                49
  STAGE IIIC               7                31
  STAGE IV                 7                36
  STAGE IVA                3                15
  STAGE IVB                2                 0
[1] 13  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     3  11  42   7
  3Q GAIN WILD-TYPE   8  65 258  44
D6V4, multiclass
    clus
vv   3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  T1               3                 8
  T2              11                65
  T3              42               258
  T4               7                44
[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                 N0  N1  N2
  3Q GAIN MUTATED    29  21  13
  3Q GAIN WILD-TYPE 227  82  66
D6V5, multiclass
    clus
vv   3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  N0              29               227
  N1              21                82
  N2              13                66
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  3Q GAIN MUTATED    38   8   2   2  13
  3Q GAIN WILD-TYPE 282  44   6   0  37
D6V6, multiclass
     clus
vv    3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  M0               38               282
  M1                8                44
  M1A               2                 6
  M1B               2                 0
  MX               13                37
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D6V7, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED    33  31
  3Q GAIN WILD-TYPE 174 201
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED     33   31
  3Q GAIN WILD-TYPE  174  201
        clus
vv       3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  FEMALE              33               174
  MALE                31               201
[1] 2 2
[1] FALSE
D6V8, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED    57   6
  3Q GAIN WILD-TYPE 321  53
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED     57    6
  3Q GAIN WILD-TYPE  321   53
                               clus
vv                              3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       57               321
  COLON MUCINOUS ADENOCARCINOMA               6                53
[1] 2 2
[1] FALSE
D6V9, binary
                   cls
clus                  0   1
  3Q GAIN MUTATED     0  64
  3Q GAIN WILD-TYPE   3 372
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q GAIN MUTATED      0   64
  3Q GAIN WILD-TYPE    3  372
     clus
vv    3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  NO                0                 3
  YES              64               372
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  3Q GAIN MUTATED    47   0   2   3
  3Q GAIN WILD-TYPE 266   3  22  22
D6V10, multiclass
    clus
vv   3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  R0              47               266
  R1               0                 3
  R2               2                22
  RX               3                22
[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"
D6V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  3Q GAIN MUTATED                                  1     1
  3Q GAIN WILD-TYPE                                0    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  3Q GAIN MUTATED                           7    35
  3Q GAIN WILD-TYPE                        43   176
D6V12, multiclass
                                  clus
vv                                 3Q GAIN MUTATED 3Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      7                43
  WHITE                                         35               176
[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"

Clustering(7) Variable = 4P GAIN MUTATION ANALYSIS
D7V1, survival
                   sevent
clus2                 0   1
  4P GAIN MUTATED     9   3
  4P GAIN WILD-TYPE 326  84
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
               12               410 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
                3                84 
$`4P GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2681 TCGA-A6-A56B TCGA-AA-3560 TCGA-AA-3982 
        5.06        37.02        45.60        52.44        19.99        27.02 
TCGA-AD-A5EK TCGA-AY-A8YK TCGA-CM-5862 TCGA-F4-6704 TCGA-G4-6307 TCGA-RU-A8FL 
        0.43         6.87         5.03         1.55        55.04        30.28 

$`4P GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.26        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       42.28        44.91        35.11        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.25        16.04        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 
       22.09        22.06        32.71        29.16        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 
       24.13         8.38        25.08        25.18        24.16        20.61 
TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       21.76        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 
       20.28        16.24        24.92        61.84         9.63         5.03 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        1.02         3.02         1.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 
       19.07        19.07        34.03        29.00        29.00        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       12.99         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 
       24.00        17.95        29.95        23.01        20.98        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 
       19.99        61.02        78.08         6.05         6.97        54.02 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
        2.01        14.01         0.92        50.04        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 
       15.02        11.01         5.98        37.05        19.00        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        5.03        85.05        26.99        19.04         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       38.99        36.95        37.02        14.93        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
       33.07        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.00         2.01        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       24.00         2.01        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       24.00        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       12.00        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
        1.02        33.04        35.01        26.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 
        1.02         0.10         0.76         0.20         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 
       14.50        27.09        16.31         0.95        15.75         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 
       21.44        17.82         5.19         5.52        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 
        1.94         2.24         3.06         2.14         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        0.07         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 
       20.02        37.02         8.02        26.04         8.02        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       13.02        29.06        22.03        22.98        30.08        16.01 
TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
       15.02        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       14.04        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       13.02        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 
       11.08        11.08        11.01        10.06        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 
       12.26        19.59        13.51        11.51        20.19        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       17.75        18.25         1.32         7.92        15.12        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 
       11.64        13.41         1.51        12.00        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
        6.18        35.87        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 
        8.35        82.39        23.51        74.56        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       53.62        44.68        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
        4.11        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  4P GAIN MUTATED 4P GAIN WILD-TYPE 
             0.43              0.07 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
            55.04            140.38 
  4P GAIN MUTATED 4P GAIN WILD-TYPE 
           23.505            19.510 
[1] "0.4 - 55.0 (23.5)"  "0.1 - 140.4 (19.5)"
[1] "hr=" "1.3"
D7V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  4P GAIN MUTATED         2        0        0         1         0         0
  4P GAIN WILD-TYPE      70        1       28       130         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  4P GAIN MUTATED           0          0          4          2        1
  4P GAIN WILD-TYPE        21         12         51         36       42
                   vv
clus                STAGE IVA STAGE IVB
  4P GAIN MUTATED           2         0
  4P GAIN WILD-TYPE        16         2
D7V3, multiclass
            clus
vv           4P GAIN MUTATED 4P GAIN WILD-TYPE
  STAGE I                  2                70
  STAGE IA                 0                 1
  STAGE II                 0                28
  STAGE IIA                1               130
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                0                21
  STAGE IIIA               0                12
  STAGE IIIB               4                51
  STAGE IIIC               2                36
  STAGE IV                 1                42
  STAGE IVA                2                16
  STAGE IVB                0                 2
[1] 13  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     0   2  10   0
  4P GAIN WILD-TYPE  11  74 290  51
D7V4, multiclass
    clus
vv   4P GAIN MUTATED 4P GAIN WILD-TYPE
  T1               0                11
  T2               2                74
  T3              10               290
  T4               0                51
[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                 N0  N1  N2
  4P GAIN MUTATED     3   4   5
  4P GAIN WILD-TYPE 253  99  74
D7V5, multiclass
    clus
vv   4P GAIN MUTATED 4P GAIN WILD-TYPE
  N0               3               253
  N1               4                99
  N2               5                74
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  4P GAIN MUTATED     6   2   1   0   3
  4P GAIN WILD-TYPE 314  50   7   2  47
D7V6, multiclass
     clus
vv    4P GAIN MUTATED 4P GAIN WILD-TYPE
  M0                6               314
  M1                2                50
  M1A               1                 7
  M1B               0                 2
  MX                3                47
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D7V7, binary
                   cls
clus                  0   1
  4P GAIN MUTATED     4   8
  4P GAIN WILD-TYPE 203 224
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED      4    8
  4P GAIN WILD-TYPE  203  224
        clus
vv       4P GAIN MUTATED 4P GAIN WILD-TYPE
  FEMALE               4               203
  MALE                 8               224
[1] 2 2
[1] FALSE
D7V8, binary
                   cls
clus                  0   1
  4P GAIN MUTATED    11   1
  4P GAIN WILD-TYPE 367  58
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED     11    1
  4P GAIN WILD-TYPE  367   58
                               clus
vv                              4P GAIN MUTATED 4P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       11               367
  COLON MUCINOUS ADENOCARCINOMA               1                58
[1] 2 2
[1] FALSE
D7V9, binary
                   cls
clus                  0   1
  4P GAIN MUTATED     0  12
  4P GAIN WILD-TYPE   3 424
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P GAIN MUTATED      0   12
  4P GAIN WILD-TYPE    3  424
     clus
vv    4P GAIN MUTATED 4P GAIN WILD-TYPE
  NO                0                 3
  YES              12               424
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  4P GAIN MUTATED    11   0   0   0
  4P GAIN WILD-TYPE 302   3  24  25
D7V10, multiclass
    clus
vv   4P GAIN MUTATED 4P GAIN WILD-TYPE
  R0              11               302
  R1               0                 3
  R2               0                24
  RX               0                25
[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"
D7V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  4P GAIN MUTATED                                  1     0
  4P GAIN WILD-TYPE                                0    11
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  4P GAIN MUTATED                           5     4
  4P GAIN WILD-TYPE                        45   207
D7V12, multiclass
                                  clus
vv                                 4P GAIN MUTATED 4P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          0                11
  BLACK OR AFRICAN AMERICAN                      5                45
  WHITE                                          4               207
[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"

Clustering(8) Variable = 4Q GAIN MUTATION ANALYSIS
D8V1, survival
                   sevent
clus2                 0   1
  4Q GAIN MUTATED    11   5
  4Q GAIN WILD-TYPE 324  82
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
               16               406 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
                5                82 
$`4Q GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2677 TCGA-A6-2681 TCGA-A6-2686 TCGA-A6-5659 TCGA-A6-A56B 
       37.02        17.79        45.60        16.04        30.44        52.44 
TCGA-AA-3560 TCGA-AA-3867 TCGA-AA-3939 TCGA-AA-3982 TCGA-AD-A5EK TCGA-AY-A8YK 
       19.99        24.03        12.99        27.02         0.43         6.87 
TCGA-AZ-6607 TCGA-F4-6704 TCGA-G4-6307 TCGA-RU-A8FL 
        3.19         1.55        55.04        30.28 

$`4Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       42.28        44.91        35.11        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.25        34.65        36.53        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       31.63        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       32.71        29.16        27.09        22.52        24.13         8.38 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
       25.08        25.18        24.16        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 
       24.39        23.87        20.12        19.66        20.28        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       24.92        61.84         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       14.01        33.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       29.95        23.01        20.98        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
        5.98        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       32.05         0.99        31.07        31.07        53.00        17.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 
       27.02        29.98        18.05        31.00         2.01        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
        2.01        21.99        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       26.01        25.02        24.00        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
        0.99        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X 
        1.02        35.01         1.02        33.04        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       37.02        39.06        51.98         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       40.96         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
        0.72         1.58         1.02         0.10         0.76         0.20 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.46         0.92        14.50        27.09        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
       15.75         0.20        21.44        17.82         5.19         5.52 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
       11.74         1.94         2.24         3.06         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.29         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
       16.01        15.02         5.03        15.02        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        12.00        14.04        29.03        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 
       14.99        12.99        13.02        15.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       12.95        13.05        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
       15.12        17.85         4.50        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       15.58         7.53        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 
       13.64        13.45         6.18        35.87        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       16.24        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6310 
       43.07        61.87        53.62        44.68        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 
       39.42        35.93        36.72        36.00        26.43        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       26.04        13.78        35.80        26.17        91.79        46.75 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       47.15        52.80         4.11        10.98        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV 
        5.98         5.59         1.32         5.19         5.49        26.99 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       17.29         6.64        14.76        67.00 

  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
             0.43              0.07 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
            55.04            140.38 
  4Q GAIN MUTATED 4Q GAIN WILD-TYPE 
            22.01             19.51 
[1] "0.4 - 55.0 (22.0)"  "0.1 - 140.4 (19.5)"
[1] "hr=" "1.6"
D8V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  4Q GAIN MUTATED         2        0        0         3         0         0
  4Q GAIN WILD-TYPE      70        1       28       128         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  4Q GAIN MUTATED           0          0          4          3        4
  4Q GAIN WILD-TYPE        21         12         51         35       39
                   vv
clus                STAGE IVA STAGE IVB
  4Q GAIN MUTATED           1         0
  4Q GAIN WILD-TYPE        17         2
D8V3, multiclass
            clus
vv           4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  STAGE I                  2                70
  STAGE IA                 0                 1
  STAGE II                 0                28
  STAGE IIA                3               128
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                0                21
  STAGE IIIA               0                12
  STAGE IIIB               4                51
  STAGE IIIC               3                35
  STAGE IV                 4                39
  STAGE IVA                1                17
  STAGE IVB                0                 2
[1] 13  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     0   2  13   2
  4Q GAIN WILD-TYPE  11  74 287  49
D8V4, multiclass
    clus
vv   4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  T1               0                11
  T2               2                74
  T3              13               287
  T4               2                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                 N0  N1  N2
  4Q GAIN MUTATED     5   4   8
  4Q GAIN WILD-TYPE 251  99  71
D8V5, multiclass
    clus
vv   4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  N0               5               251
  N1               4                99
  N2               8                71
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  4Q GAIN MUTATED     9   5   0   0   3
  4Q GAIN WILD-TYPE 311  47   8   2  47
D8V6, multiclass
     clus
vv    4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  M0                9               311
  M1                5                47
  M1A               0                 8
  M1B               0                 2
  MX                3                47
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D8V7, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED     6  11
  4Q GAIN WILD-TYPE 201 221
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED      6   11
  4Q GAIN WILD-TYPE  201  221
        clus
vv       4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  FEMALE               6               201
  MALE                11               221
[1] 2 2
[1] FALSE
D8V8, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED    16   1
  4Q GAIN WILD-TYPE 362  58
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED     16    1
  4Q GAIN WILD-TYPE  362   58
                               clus
vv                              4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       16               362
  COLON MUCINOUS ADENOCARCINOMA               1                58
[1] 2 2
[1] FALSE
D8V9, binary
                   cls
clus                  0   1
  4Q GAIN MUTATED     0  17
  4Q GAIN WILD-TYPE   3 419
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q GAIN MUTATED      0   17
  4Q GAIN WILD-TYPE    3  419
     clus
vv    4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  NO                0                 3
  YES              17               419
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  4Q GAIN MUTATED    13   0   2   0
  4Q GAIN WILD-TYPE 300   3  22  25
D8V10, multiclass
    clus
vv   4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  R0              13               300
  R1               0                 3
  R2               2                22
  RX               0                25
[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"
D8V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  4Q GAIN MUTATED                                  1     0
  4Q GAIN WILD-TYPE                                0    11
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  4Q GAIN MUTATED                           4     7
  4Q GAIN WILD-TYPE                        46   204
D8V12, multiclass
                                  clus
vv                                 4Q GAIN MUTATED 4Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          0                11
  BLACK OR AFRICAN AMERICAN                      4                46
  WHITE                                          7               204
[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"

Clustering(9) Variable = 5P GAIN MUTATION ANALYSIS
D9V1, survival
                   sevent
clus2                 0   1
  5P GAIN MUTATED    52  14
  5P GAIN WILD-TYPE 283  73
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
               66               356 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
               14                73 
$`5P GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
        5.06        44.91        45.60        37.25        16.04        34.65 
TCGA-A6-4107 TCGA-A6-6650 TCGA-A6-6651 TCGA-AA-3542 TCGA-AA-3552 TCGA-AA-3553 
       32.45        20.61        21.76        12.99        13.02        24.00 
TCGA-AA-3560 TCGA-AA-3666 TCGA-AA-3678 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3715 
       19.99         2.01        47.01         5.98        19.00         0.99 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3856 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3939 
       37.02        14.93         0.99        17.03        24.03        12.99 
TCGA-AA-3968 TCGA-AA-3976 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A03J TCGA-AD-6899 
       21.99        26.01        51.98         2.96        40.96         1.58 
TCGA-AD-A5EK TCGA-AM-5821 TCGA-AY-6196 TCGA-AY-A8YK TCGA-AZ-6598 TCGA-AZ-6603 
        0.43         0.92         0.20         6.87        49.41        29.56 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CM-4747 TCGA-CM-4752 TCGA-CM-5860 TCGA-CM-6161 
        1.94         2.24         8.02        13.02        16.01        15.02 
TCGA-CM-6163 TCGA-CM-6167 TCGA-CM-6169 TCGA-CM-6678 TCGA-D5-5539 TCGA-D5-6531 
       14.04        14.99        13.02        11.01        19.59        17.75 
TCGA-D5-6924 TCGA-D5-6929 TCGA-D5-6931 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A285 
       14.30        13.41        12.00        12.59         7.50         6.12 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6704 TCGA-F4-6855 TCGA-G4-6297 
       98.24        95.18        13.38         1.55        35.41        82.39 
TCGA-G4-6307 TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A6GC TCGA-QG-A5Z1 TCGA-RU-A8FL 
       55.04        46.75        47.15         1.32         6.64        30.28 

$`5P GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.26        37.02        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       17.79        42.28        35.11        13.94        15.52        37.05 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       36.53        14.53        32.91        31.63        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 
       27.09        22.52        24.13         8.38        25.08        25.18 
TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       24.16        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.28        16.24        24.92        61.84        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       38.99         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3554 
       26.01         0.99        14.01        33.99        21.01        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       29.95        23.01        20.98        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 
       78.08         6.05         6.97        54.02        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3685 TCGA-AA-3692 
       50.04        47.05        15.02        11.01        37.05        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3811 TCGA-AA-3812 
        5.03        85.05        26.99        19.04         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 
       36.95        17.03         0.99        33.07        36.03        32.05 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       31.07        31.07        53.00        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        24.00        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3971 TCGA-AA-3972 
        2.01        20.98        34.03         2.01        16.08        50.99 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       13.05        34.06        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02F TCGA-AA-A02H 
       35.01        26.01        37.02        39.06        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AU-3779 
        1.02         0.10         0.76         0.20         0.46        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 
       27.09        16.31         0.95        15.75        21.44        17.82 
TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.19         5.52        75.25        50.37        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        5.65        32.94         5.13        83.80        22.36        65.00 
TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 
       62.79        61.41         6.77        12.10       100.01         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 
       11.74         3.19         3.06         2.14         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        0.07         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5341 
       20.02        37.02        26.04         8.02        27.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       22.03        22.98        30.08        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        17.03        12.00        29.03        16.04        21.99 
TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       12.99        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.08        10.06        12.03        14.99        12.26 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 
       13.51        11.51        20.19        20.42        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        7.92        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6932 TCGA-D5-7000 
        9.04         9.44        11.64         1.51        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
       13.32       140.38        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
      139.17        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       60.79       117.07         8.61        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
        6.18        35.87        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        1.28         0.53        19.43       107.67        28.21         8.35 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       91.79        52.80         4.11        10.98        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.98         5.59         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  5P GAIN MUTATED 5P GAIN WILD-TYPE 
             0.20              0.07 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
            98.24            140.38 
  5P GAIN MUTATED 5P GAIN WILD-TYPE 
           15.005            20.700 
[1] "0.2 - 98.2 (15.0)"  "0.1 - 140.4 (20.7)"
[1] "hr=" "1.2"
D9V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  5P GAIN MUTATED         8        0        3        18         1         0
  5P GAIN WILD-TYPE      64        1       25       113         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  5P GAIN MUTATED           3          4          6         11        8
  5P GAIN WILD-TYPE        18          8         49         27       35
                   vv
clus                STAGE IVA STAGE IVB
  5P GAIN MUTATED           3         1
  5P GAIN WILD-TYPE        15         1
D9V3, multiclass
            clus
vv           5P GAIN MUTATED 5P GAIN WILD-TYPE
  STAGE I                  8                64
  STAGE IA                 0                 1
  STAGE II                 3                25
  STAGE IIA               18               113
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                3                18
  STAGE IIIA               4                 8
  STAGE IIIB               6                49
  STAGE IIIC              11                27
  STAGE IV                 8                35
  STAGE IVA                3                15
  STAGE IVB                1                 1
[1] 13  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     1  12  48   7
  5P GAIN WILD-TYPE  10  64 252  44
D9V4, multiclass
    clus
vv   5P GAIN MUTATED 5P GAIN WILD-TYPE
  T1               1                10
  T2              12                64
  T3              48               252
  T4               7                44
[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                 N0  N1  N2
  5P GAIN MUTATED    30  20  18
  5P GAIN WILD-TYPE 226  83  61
D9V5, multiclass
    clus
vv   5P GAIN MUTATED 5P GAIN WILD-TYPE
  N0              30               226
  N1              20                83
  N2              18                61
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  5P GAIN MUTATED    45   9   2   1   8
  5P GAIN WILD-TYPE 275  43   6   1  42
D9V6, multiclass
     clus
vv    5P GAIN MUTATED 5P GAIN WILD-TYPE
  M0               45               275
  M1                9                43
  M1A               2                 6
  M1B               1                 1
  MX                8                42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D9V7, binary
                   cls
clus                  0   1
  5P GAIN MUTATED    36  32
  5P GAIN WILD-TYPE 171 200
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED     36   32
  5P GAIN WILD-TYPE  171  200
        clus
vv       5P GAIN MUTATED 5P GAIN WILD-TYPE
  FEMALE              36               171
  MALE                32               200
[1] 2 2
[1] FALSE
D9V8, binary
                   cls
clus                  0   1
  5P GAIN MUTATED    60   8
  5P GAIN WILD-TYPE 318  51
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED     60    8
  5P GAIN WILD-TYPE  318   51
                               clus
vv                              5P GAIN MUTATED 5P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       60               318
  COLON MUCINOUS ADENOCARCINOMA               8                51
[1] 2 2
[1] FALSE
D9V9, binary
                   cls
clus                  0   1
  5P GAIN MUTATED     0  68
  5P GAIN WILD-TYPE   3 368
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P GAIN MUTATED      0   68
  5P GAIN WILD-TYPE    3  368
     clus
vv    5P GAIN MUTATED 5P GAIN WILD-TYPE
  NO                0                 3
  YES              68               368
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  5P GAIN MUTATED    51   0   5   1
  5P GAIN WILD-TYPE 262   3  19  24
D9V10, multiclass
    clus
vv   5P GAIN MUTATED 5P GAIN WILD-TYPE
  R0              51               262
  R1               0                 3
  R2               5                19
  RX               1                24
[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"
D9V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  5P GAIN MUTATED                                  1     1
  5P GAIN WILD-TYPE                                0    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  5P GAIN MUTATED                          11    33
  5P GAIN WILD-TYPE                        39   178
D9V12, multiclass
                                  clus
vv                                 5P GAIN MUTATED 5P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                     11                39
  WHITE                                         33               178
[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"

Clustering(10) Variable = 5Q GAIN MUTATION ANALYSIS
D10V1, survival
                   sevent
clus2                 0   1
  5Q GAIN MUTATED    31  10
  5Q GAIN WILD-TYPE 304  77
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
               41               381 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
               10                77 
$`5Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4107 
        5.06        44.91        45.60        37.25        34.65        32.45 
TCGA-A6-6650 TCGA-AA-3666 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3715 TCGA-AA-3842 
       20.61         2.01         5.98        19.00         0.99        37.02 
TCGA-AA-3844 TCGA-AA-3856 TCGA-AA-3866 TCGA-AA-3939 TCGA-AA-3968 TCGA-AA-3976 
       14.93         0.99        17.03        12.99        21.99        26.01 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A03J TCGA-AD-6899 TCGA-AD-A5EK TCGA-AY-5543 
       51.98         2.96        40.96         1.58         0.43        15.75 
TCGA-AZ-6598 TCGA-AZ-6603 TCGA-AZ-6606 TCGA-CM-4752 TCGA-CM-5860 TCGA-CM-6161 
       49.41        29.56        11.74        13.02        16.01        15.02 
TCGA-CM-6163 TCGA-CM-6167 TCGA-CM-6678 TCGA-D5-5539 TCGA-D5-6531 TCGA-DM-A1D8 
       14.04        14.99        11.01        19.59        17.75        12.59 
TCGA-DM-A28M TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A6GC TCGA-QG-A5Z1 
       95.18        46.75        47.15         1.32         6.64 

$`5Q GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.26        37.02        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       17.79        42.28        35.11        13.94        15.52        37.05 
TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       16.04        36.53        14.53        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 
       25.18        24.16        21.76        24.69        24.39        23.87 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       20.12        19.66        20.28        16.24        24.92        61.84 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 
       52.44         9.63         5.03         1.02         3.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 
       37.05         1.02        35.01        58.03        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       23.01        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 
       78.08         6.05         6.97        54.02        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3685 
       50.04        47.05        47.01        15.02        11.01        37.05 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3811 
       36.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       38.99        36.95        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3867 TCGA-AA-3869 
       32.05        31.07        31.07        53.00        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 
       29.98        18.05        31.00         2.01        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
       26.01        24.00         2.01        20.98        34.03         2.01 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 
       16.08        50.99        13.05        34.06        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       12.00        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
        1.02        33.04        35.01        26.01        37.02        39.06 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       39.98        18.05         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
        0.79         0.72         1.02         0.10         0.76         0.20 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.46         0.92        14.50        27.09        16.31         0.95 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 
        6.77        12.10       100.01         5.23         3.19         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        2.24         3.06         2.14         3.25         3.29         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.26         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5341 
       37.02         8.02        26.04         8.02        27.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       22.03        22.98        30.08        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        17.03        12.00        29.03        16.04        21.99 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 
       13.05        11.08        11.08        10.06        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 
       12.26        13.51        11.51        20.19        20.42        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
        1.32         7.92        15.12        17.85         4.50        17.13 
TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 
       12.49        16.14        15.58         7.53        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 
       12.43        14.30         9.04         9.44        11.64        13.41 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
        1.51        12.00        11.38        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 
       38.20       130.65        92.75        49.91        13.32       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
        7.50        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
        6.12        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
       60.79       117.07        98.24         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       91.79        52.80         4.11        10.98        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.98         5.59         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
             0.43              0.07 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
            95.18            140.38 
  5Q GAIN MUTATED 5Q GAIN WILD-TYPE 
            16.01             20.12 
[1] "0.4 - 95.2 (16.0)"  "0.1 - 140.4 (20.1)"
[1] "hr=" "1.4"
D10V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  5Q GAIN MUTATED         7        0        3        11         1         0
  5Q GAIN WILD-TYPE      65        1       25       120         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  5Q GAIN MUTATED           2          3          2          4        4
  5Q GAIN WILD-TYPE        19          9         53         34       39
                   vv
clus                STAGE IVA STAGE IVB
  5Q GAIN MUTATED           2         1
  5Q GAIN WILD-TYPE        16         1
D10V3, multiclass
            clus
vv           5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  STAGE I                  7                65
  STAGE IA                 0                 1
  STAGE II                 3                25
  STAGE IIA               11               120
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                2                19
  STAGE IIIA               3                 9
  STAGE IIIB               2                53
  STAGE IIIC               4                34
  STAGE IV                 4                39
  STAGE IVA                2                16
  STAGE IVB                1                 1
[1] 13  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     1   9  27   5
  5Q GAIN WILD-TYPE  10  67 273  46
D10V4, multiclass
    clus
vv   5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  T1               1                10
  T2               9                67
  T3              27               273
  T4               5                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                 N0  N1  N2
  5Q GAIN MUTATED    22  14   6
  5Q GAIN WILD-TYPE 234  89  73
D10V5, multiclass
    clus
vv   5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  N0              22               234
  N1              14                89
  N2               6                73
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  5Q GAIN MUTATED    28   5   1   1   5
  5Q GAIN WILD-TYPE 292  47   7   1  45
D10V6, multiclass
     clus
vv    5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  M0               28               292
  M1                5                47
  M1A               1                 7
  M1B               1                 1
  MX                5                45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D10V7, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED    22  20
  5Q GAIN WILD-TYPE 185 212
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED     22   20
  5Q GAIN WILD-TYPE  185  212
        clus
vv       5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  FEMALE              22               185
  MALE                20               212
[1] 2 2
[1] FALSE
D10V8, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED    38   4
  5Q GAIN WILD-TYPE 340  55
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED     38    4
  5Q GAIN WILD-TYPE  340   55
                               clus
vv                              5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       38               340
  COLON MUCINOUS ADENOCARCINOMA               4                55
[1] 2 2
[1] FALSE
D10V9, binary
                   cls
clus                  0   1
  5Q GAIN MUTATED     0  42
  5Q GAIN WILD-TYPE   3 394
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q GAIN MUTATED      0   42
  5Q GAIN WILD-TYPE    3  394
     clus
vv    5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  NO                0                 3
  YES              42               394
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  5Q GAIN MUTATED    32   0   3   0
  5Q GAIN WILD-TYPE 281   3  21  25
D10V10, multiclass
    clus
vv   5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  R0              32               281
  R1               0                 3
  R2               3                21
  RX               0                25
[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"
D10V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  5Q GAIN MUTATED                                  0     0
  5Q GAIN WILD-TYPE                                1    11
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  5Q GAIN MUTATED                           9    18
  5Q GAIN WILD-TYPE                        41   193
D10V12, multiclass
                                  clus
vv                                 5Q GAIN MUTATED 5Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          0                11
  BLACK OR AFRICAN AMERICAN                      9                41
  WHITE                                         18               193
[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"

Clustering(11) Variable = 6P GAIN MUTATION ANALYSIS
D11V1, survival
                   sevent
clus2                 0   1
  6P GAIN MUTATED    62  16
  6P GAIN WILD-TYPE 273  71
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               78               344 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
               16                71 
$`6P GAIN MUTATED`
TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2679 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5659 
       43.43        23.38        44.91        36.53        32.45        30.44 
TCGA-A6-5660 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-A56B TCGA-AA-3532 TCGA-AA-3534 
       29.19        25.08        20.61        52.44        29.00        29.00 
TCGA-AA-3542 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3562 TCGA-AA-3679 TCGA-AA-3685 
       12.99        13.02        24.00        19.99        15.02        37.05 
TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3869 
       85.05         0.99        35.05        37.02        17.03        27.02 
TCGA-AA-3930 TCGA-AA-3955 TCGA-AA-3968 TCGA-AA-3982 TCGA-AA-3989 TCGA-AA-A004 
        2.01        20.98        21.99        27.02         7.96        13.94 
TCGA-AA-A00F TCGA-AA-A01I TCGA-AA-A02E TCGA-AA-A03J TCGA-AD-6901 TCGA-AU-3779 
       34.03        31.00         2.96        40.96         1.02        14.50 
TCGA-AY-4071 TCGA-AY-6196 TCGA-AY-A54L TCGA-AZ-4682 TCGA-AZ-4684 TCGA-CA-6719 
        0.95         0.20         5.19        22.36        65.00         1.35 
TCGA-CK-4952 TCGA-CK-5914 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5349 
       15.62        21.99         8.02        13.02        29.06        30.08 
TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-6169 TCGA-CM-6170 TCGA-D5-5539 
       16.01         5.03        15.02        13.02        15.02        19.59 
TCGA-D5-5541 TCGA-D5-6533 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6926 TCGA-D5-6929 
       11.51         1.32        17.13        12.49         9.04        13.41 
TCGA-D5-6932 TCGA-DM-A1DA TCGA-DM-A288 TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
       11.38         7.50        14.04       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6569 TCGA-F4-6704 TCGA-G4-6297 TCGA-G4-6310 
        8.61        13.38        13.45         1.55        82.39        45.11 
TCGA-G4-6311 TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A6GC TCGA-RU-A8FL 
       39.42        91.79        46.75        10.98         1.32        30.28 

$`6P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2677 
        5.06         5.26        37.02        46.65        43.76        17.79 
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       42.28        35.11        45.60        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 
       37.25        16.04        34.65        14.53        32.91        31.63 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 
       27.09        22.52        24.13         8.38        25.18        24.16 
TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       21.76        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 
       20.28        16.24        24.92        61.84         9.63         5.03 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        1.02         3.02         1.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 
       19.07        19.07        34.03        26.01         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       33.99        21.01        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 
       19.99        13.94        61.02        78.08         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       54.02         2.01        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 
       47.01        11.01         5.98        19.00        36.00         5.03 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
       26.99        19.04         0.99         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3848 
       17.98        15.95        38.99        36.95        14.93         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
       33.07        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 
       53.00        17.03        24.03        29.98        18.05        31.00 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
       34.03         2.01        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A00A 
       26.01        25.02        24.00        19.07        27.02        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       19.00        30.02        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
       27.02        42.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G 
       34.98        15.02        15.02         0.99        32.02        12.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F 
       35.01        26.01        37.02        39.06        51.98        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y 
        2.01         5.03         0.92        22.03        41.00        39.98 
TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       18.05         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK 
        0.72         1.58         0.10         0.76         0.20         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-6197 
        0.46         0.92        27.09        16.31        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.52         6.87        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-5403 
        1.41         5.65        32.94         5.13        83.80        62.79 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 
       61.41        49.41         6.77        12.10       100.01        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
        5.23        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        2.14         3.25         3.29         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-5912 
        0.10        17.56       102.44        40.34        70.16        48.20 
TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       51.32        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5344 
       20.02        37.02         8.02        26.04        27.02        22.03 
TCGA-CM-5348 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
       22.98        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       14.04        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 
       14.04        11.01        12.95        13.05        11.08        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 
       11.01        10.06        12.03        14.99        12.26        13.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 
       20.19        20.42        17.75        18.25         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.85         4.50        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 
       10.13        12.43        14.30         9.44        11.64         1.51 
TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       12.00        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB 
       92.75        49.91        13.32        12.59       140.38        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A28A 
      131.51       135.65         7.76       139.17         6.12        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-F4-6461 TCGA-F4-6463 
       81.37       119.93        35.97        60.79        11.11        13.64 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
        6.18        35.87        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
        8.35        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       44.68        55.04        51.75        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       47.15        52.80         4.11        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        5.59         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  6P GAIN MUTATED 6P GAIN WILD-TYPE 
             0.20              0.07 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
           117.07            140.38 
  6P GAIN MUTATED 6P GAIN WILD-TYPE 
           19.790            19.545 
[1] "0.2 - 117.1 (19.8)" "0.1 - 140.4 (19.5)"
[1] "hr=" "1"  
D11V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  6P GAIN MUTATED        10        0        2        21         2         0
  6P GAIN WILD-TYPE      62        1       26       110         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  6P GAIN MUTATED           4          6         12         10        8
  6P GAIN WILD-TYPE        17          6         43         28       35
                   vv
clus                STAGE IVA STAGE IVB
  6P GAIN MUTATED           5         1
  6P GAIN WILD-TYPE        13         1
D11V3, multiclass
            clus
vv           6P GAIN MUTATED 6P GAIN WILD-TYPE
  STAGE I                 10                62
  STAGE IA                 0                 1
  STAGE II                 2                26
  STAGE IIA               21               110
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                4                17
  STAGE IIIA               6                 6
  STAGE IIIB              12                43
  STAGE IIIC              10                28
  STAGE IV                 8                35
  STAGE IVA                5                13
  STAGE IVB                1                 1
[1] 13  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     2  12  59   9
  6P GAIN WILD-TYPE   9  64 241  42
D11V4, multiclass
    clus
vv   6P GAIN MUTATED 6P GAIN WILD-TYPE
  T1               2                 9
  T2              12                64
  T3              59               241
  T4               9                42
[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                 N0  N1  N2
  6P GAIN MUTATED    41  18  23
  6P GAIN WILD-TYPE 215  85  56
D11V5, multiclass
    clus
vv   6P GAIN MUTATED 6P GAIN WILD-TYPE
  N0              41               215
  N1              18                85
  N2              23                56
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  6P GAIN MUTATED    59  10   3   1   6
  6P GAIN WILD-TYPE 261  42   5   1  44
D11V6, multiclass
     clus
vv    6P GAIN MUTATED 6P GAIN WILD-TYPE
  M0               59               261
  M1               10                42
  M1A               3                 5
  M1B               1                 1
  MX                6                44
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D11V7, binary
                   cls
clus                  0   1
  6P GAIN MUTATED    34  48
  6P GAIN WILD-TYPE 173 184
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED     34   48
  6P GAIN WILD-TYPE  173  184
        clus
vv       6P GAIN MUTATED 6P GAIN WILD-TYPE
  FEMALE              34               173
  MALE                48               184
[1] 2 2
[1] FALSE
D11V8, binary
                   cls
clus                  0   1
  6P GAIN MUTATED    73   8
  6P GAIN WILD-TYPE 305  51
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED     73    8
  6P GAIN WILD-TYPE  305   51
                               clus
vv                              6P GAIN MUTATED 6P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       73               305
  COLON MUCINOUS ADENOCARCINOMA               8                51
[1] 2 2
[1] FALSE
D11V9, binary
                   cls
clus                  0   1
  6P GAIN MUTATED     3  79
  6P GAIN WILD-TYPE   0 357
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P GAIN MUTATED      3   79
  6P GAIN WILD-TYPE    0  357
     clus
vv    6P GAIN MUTATED 6P GAIN WILD-TYPE
  NO                3                 0
  YES              79               357
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  6P GAIN MUTATED    62   0   6   3
  6P GAIN WILD-TYPE 251   3  18  22
D11V10, multiclass
    clus
vv   6P GAIN MUTATED 6P GAIN WILD-TYPE
  R0              62               251
  R1               0                 3
  R2               6                18
  RX               3                22
[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"
D11V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  6P GAIN MUTATED                                  1     1
  6P GAIN WILD-TYPE                                0    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  6P GAIN MUTATED                           9    43
  6P GAIN WILD-TYPE                        41   168
D11V12, multiclass
                                  clus
vv                                 6P GAIN MUTATED 6P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      9                41
  WHITE                                         43               168
[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"

Clustering(12) Variable = 6Q GAIN MUTATION ANALYSIS
D12V1, survival
                   sevent
clus2                 0   1
  6Q GAIN MUTATED    57  13
  6Q GAIN WILD-TYPE 278  74
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
               70               352 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
               13                74 
$`6Q GAIN MUTATED`
TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2679 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-6142 
       43.43        23.38        44.91        30.44        29.19        25.08 
TCGA-A6-6650 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3553 
       20.61        29.00        29.00        26.01        12.99        24.00 
TCGA-AA-3562 TCGA-AA-3679 TCGA-AA-3685 TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3812 
       19.99        15.02        37.05        85.05         0.99        35.05 
TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3869 TCGA-AA-3930 TCGA-AA-3955 TCGA-AA-A00F 
       37.02        17.03        27.02         2.01        20.98        34.03 
TCGA-AA-A01I TCGA-AA-A02E TCGA-AA-A03J TCGA-AD-6901 TCGA-AU-3779 TCGA-AY-4071 
       31.00         2.96        40.96         1.02        14.50         0.95 
TCGA-AY-6196 TCGA-AY-A54L TCGA-AZ-4614 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-CA-6719 
        0.20         5.19         5.65        22.36        65.00         1.35 
TCGA-CK-4952 TCGA-CK-5914 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5860 
       15.62        21.99         8.02        13.02        29.06        16.01 
TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-6169 TCGA-CM-6170 TCGA-D5-5539 TCGA-D5-5541 
        5.03        15.02        13.02        15.02        19.59        11.51 
TCGA-D5-6533 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6932 
        1.32        17.13        12.49         9.04        13.41        11.38 
TCGA-DM-A1DA TCGA-DM-A288 TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
        7.50        14.04       117.07        98.24        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6569 TCGA-G4-6297 TCGA-G4-6299 TCGA-G4-6310 TCGA-G4-6311 
       13.38        13.45        82.39        74.56        45.11        39.42 
TCGA-G4-6625 TCGA-NH-A50U TCGA-NH-A6GC TCGA-RU-A8FL 
       91.79        10.98         1.32        30.28 

$`6Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2677 
        5.06         5.26        37.02        46.65        43.76        17.79 
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       42.28        35.11        45.60        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.25        16.04        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       32.91        31.63        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       32.71        29.16        27.09        22.52        24.13         8.38 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 
       25.18        24.16        21.76        24.69        24.39        23.87 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       20.12        19.66        20.28        16.24        24.92        61.84 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 
       52.44         9.63         5.03         1.02         3.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 
       37.05         1.02        35.01        58.03        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        13.02        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 
       29.95        23.01        20.98        19.99        13.94        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 
        0.92        50.04        47.05        47.01        11.01         5.98 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       19.00        36.00         5.03        26.99        19.04         0.99 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 
       36.95        14.93         0.99        33.07        36.03        32.05 
TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 
        0.99        31.07        31.07        53.00        17.03        24.03 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       29.98        18.05        31.00        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00         2.01        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       24.00        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        19.00        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       12.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
       33.04        35.01        26.01        37.02        39.06        51.98 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       39.98        18.05         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
        0.79         0.72         1.58         0.10         0.76         0.20 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-5543 
        0.43         0.46         0.92        27.09        16.31        15.75 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       21.44        17.82         5.52         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-5403 
       58.39         1.41        32.94         5.13        83.80        62.79 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 
       61.41        49.41         6.77        12.10       100.01        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
        5.23        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        2.14         3.25         3.29         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-5912 
        0.10        17.56       102.44        40.34        70.16        48.20 
TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       51.32        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5344 
       20.02        37.02         8.02        26.04        27.02        22.03 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 
       22.98        30.08        15.02        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       12.00        14.04        29.03        16.04        21.99        14.99 
TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       12.99        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 
       13.51        20.19        20.42        17.75        18.25         7.92 
TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
       15.12        17.85         4.50        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6927 TCGA-D5-6928 
       12.39        10.13        12.43        14.30         9.44        11.64 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
        1.51        12.00        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-F4-6461 
       26.47        81.37       119.93        35.97        60.79        11.11 
TCGA-F4-6463 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 
       13.64         6.18        35.87         1.55        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       16.24        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 
      107.67        28.21         8.35        23.51        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 
       53.62        44.68        55.04        51.75        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V 
       26.17        46.75        47.15        52.80         4.11        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV 
        2.79         5.98         5.59         5.19         5.49        26.99 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       17.29         6.64        14.76        67.00 

  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
             0.20              0.07 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
           117.07            140.38 
  6Q GAIN MUTATED 6Q GAIN WILD-TYPE 
           18.360            19.825 
[1] "0.2 - 117.1 (18.4)" "0.1 - 140.4 (19.8)"
[1] "hr=" "1.2"
D12V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  6Q GAIN MUTATED        10        0        2        17         2         0
  6Q GAIN WILD-TYPE      62        1       26       114         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  6Q GAIN MUTATED           4          6          9          9        7
  6Q GAIN WILD-TYPE        17          6         46         29       36
                   vv
clus                STAGE IVA STAGE IVB
  6Q GAIN MUTATED           6         1
  6Q GAIN WILD-TYPE        12         1
D12V3, multiclass
            clus
vv           6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  STAGE I                 10                62
  STAGE IA                 0                 1
  STAGE II                 2                26
  STAGE IIA               17               114
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                4                17
  STAGE IIIA               6                 6
  STAGE IIIB               9                46
  STAGE IIIC               9                29
  STAGE IV                 7                36
  STAGE IVA                6                12
  STAGE IVB                1                 1
[1] 13  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     2  12  50  10
  6Q GAIN WILD-TYPE   9  64 250  41
D12V4, multiclass
    clus
vv   6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  T1               2                 9
  T2              12                64
  T3              50               250
  T4              10                41
[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                 N0  N1  N2
  6Q GAIN MUTATED    37  16  21
  6Q GAIN WILD-TYPE 219  87  58
D12V5, multiclass
    clus
vv   6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  N0              37               219
  N1              16                87
  N2              21                58
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  6Q GAIN MUTATED    52  10   3   1   5
  6Q GAIN WILD-TYPE 268  42   5   1  45
D12V6, multiclass
     clus
vv    6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  M0               52               268
  M1               10                42
  M1A               3                 5
  M1B               1                 1
  MX                5                45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D12V7, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED    33  41
  6Q GAIN WILD-TYPE 174 191
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED     33   41
  6Q GAIN WILD-TYPE  174  191
        clus
vv       6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  FEMALE              33               174
  MALE                41               191
[1] 2 2
[1] FALSE
D12V8, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED    66   7
  6Q GAIN WILD-TYPE 312  52
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED     66    7
  6Q GAIN WILD-TYPE  312   52
                               clus
vv                              6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       66               312
  COLON MUCINOUS ADENOCARCINOMA               7                52
[1] 2 2
[1] FALSE
D12V9, binary
                   cls
clus                  0   1
  6Q GAIN MUTATED     3  71
  6Q GAIN WILD-TYPE   0 365
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q GAIN MUTATED      3   71
  6Q GAIN WILD-TYPE    0  365
     clus
vv    6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  NO                3                 0
  YES              71               365
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  6Q GAIN MUTATED    56   0   5   3
  6Q GAIN WILD-TYPE 257   3  19  22
D12V10, multiclass
    clus
vv   6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  R0              56               257
  R1               0                 3
  R2               5                19
  RX               3                22
[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"
D12V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  6Q GAIN MUTATED                                  0     1
  6Q GAIN WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  6Q GAIN MUTATED                           8    41
  6Q GAIN WILD-TYPE                        42   170
D12V12, multiclass
                                  clus
vv                                 6Q GAIN MUTATED 6Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      8                42
  WHITE                                         41               170
[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"

Clustering(13) Variable = 7P GAIN MUTATION ANALYSIS
D13V1, survival
                   sevent
clus2                 0   1
  7P GAIN MUTATED   184  48
  7P GAIN WILD-TYPE 151  39
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
              232               190 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
               48                39 
$`7P GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2679 
        5.06         5.26        37.02        43.76        43.43        44.91 
TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       35.11        45.60        13.94        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       36.53        32.45        32.91        31.63        30.44        29.19 
TCGA-A6-5667 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       29.16        22.52        24.13        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       20.61        24.69        23.87        20.28        16.24        24.92 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3494 TCGA-AA-3495 
       52.44         9.63         5.03         1.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 
        1.02        35.01        58.03         6.97        38.99         9.07 
TCGA-AA-3524 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3548 
       36.03        29.00        26.01        12.99        14.01        33.99 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 
       13.02        24.00        19.99        19.99        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3679 TCGA-AA-3680 
        6.05        54.02         2.01        14.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
        5.98        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 
        0.99        35.05         0.99        36.95        37.02        14.93 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       32.05         0.99        31.07        17.03        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3941 TCGA-AA-3950 TCGA-AA-3955 
       29.98        18.05        31.00        24.00        24.00        20.98 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3982 TCGA-AA-3994 
       21.99        16.08        34.06        26.01        27.02        27.02 
TCGA-AA-A004 TCGA-AA-A00D TCGA-AA-A00F TCGA-AA-A00L TCGA-AA-A00Q TCGA-AA-A017 
       13.94        19.00        34.03        17.03        42.02        15.02 
TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A029 TCGA-AA-A02H 
       15.02        32.02        33.04        26.01        51.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02Y TCGA-AA-A03J TCGA-AD-6548 TCGA-AD-6888 
        5.03         0.92        39.98        40.96        21.37         4.21 
TCGA-AD-6890 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6965 TCGA-AD-A5EK 
        0.79         1.58         1.02         0.10         0.20         0.43 
TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6386 
       14.50        16.31         0.95        15.75         0.20        17.82 
TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4681 TCGA-AZ-4682 
        5.19         6.87        75.25        50.37        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6600 TCGA-AZ-6603 
       65.00        62.79        61.41        49.41        12.10        29.56 
TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
        5.23         3.19         1.94         3.06         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-5914 
        3.29         1.35        17.56       102.44        40.34        21.99 
TCGA-CM-4744 TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
       20.02         8.02         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 
       22.03        22.98        16.01         5.03        15.02        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6167 
       17.03        15.02        14.04        29.03        16.04        14.99 
TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 
       12.99        15.02        11.01        11.08        11.08        11.01 
TCGA-CM-6679 TCGA-D5-5539 TCGA-D5-5541 TCGA-D5-6531 TCGA-D5-6533 TCGA-D5-6534 
       10.06        19.59        11.51        17.75         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6898 TCGA-D5-6922 
       15.12         4.50        17.13        12.49         7.53        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-7000 TCGA-DM-A0XD 
       12.43        14.30         9.04        13.41        10.26        24.43 
TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A1DB 
       38.20        92.75        49.91        12.59         7.50        44.32 
TCGA-DM-A1HA TCGA-DM-A280 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28F TCGA-DM-A28H 
      131.51         7.76         6.12        14.04        35.97       117.07 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6569 TCGA-F4-6704 TCGA-F4-6808 
       95.18         8.61        13.38        13.45         1.55        33.67 
TCGA-F4-6854 TCGA-F4-6855 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6298 
        0.53        35.41       107.67        28.21        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6303 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 
       74.56        61.87        44.68        55.04        45.11        39.42 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6323 TCGA-G4-6625 
       35.93        36.72        36.00        26.43        13.78        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       46.75        47.15         4.11         5.98         5.59         1.32 
TCGA-NH-A8F7 TCGA-QG-A5Z1 TCGA-RU-A8FL TCGA-WS-AB45 
        5.19         6.64        30.28        67.00 

$`7P GAIN WILD-TYPE`
TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2683 TCGA-A6-2684 
       46.65        23.38        17.79        42.28        15.52        37.05 
TCGA-A6-4105 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       14.53        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-6137 TCGA-A6-6141 TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 
       27.09         8.38        21.76        24.39        20.12        19.66 
TCGA-A6-A567 TCGA-AA-3492 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 
       61.84         3.02        63.98         1.02        13.02         1.02 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       24.03        37.05         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3543 TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       29.00         0.99        21.01        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3663 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       20.98        13.94         6.97         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3819 TCGA-AA-3821 
       47.01        26.99        19.04         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       17.98        15.95        38.99        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 
       36.03        31.07        53.00         2.01        12.99        33.01 
TCGA-AA-3949 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3972 TCGA-AA-3973 
       26.01         2.01        34.03         2.01        50.99        13.05 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-A00A TCGA-AA-A00E 
       25.02        24.00        19.07         7.96        38.04        30.02 
TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U 
       18.05        18.05         4.01        27.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I 
       14.99        21.99        34.98         0.99        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V 
       31.00        38.07         1.02        35.01         1.02        35.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02R TCGA-AA-A02W 
       37.02        39.06         2.96        39.98        22.03        41.00 
TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6964 TCGA-AM-5820 
       18.05         0.07        56.55         0.72         0.76         0.46 
TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-6197 TCGA-AY-A69D TCGA-AZ-4315 TCGA-AZ-4323 
        0.92        27.09        21.44         5.52        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6606 
        5.65        32.94         5.13         6.77       100.01        11.74 
TCGA-CA-5254 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4951 
        2.24         0.07         0.26         0.33         0.10        70.16 
TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       15.62        48.20        51.32        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-5349 TCGA-CM-5861 
      124.27        23.05        37.02        26.04        30.08        15.02 
TCGA-CM-6162 TCGA-CM-6166 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 
       12.00        21.99        13.02        14.04        12.95        13.05 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6530 
       12.03        14.99        12.26        13.51        20.19        20.42 
TCGA-D5-6532 TCGA-D5-6536 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6927 
       18.25        17.85        16.14        15.58        12.39         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-DM-A0X9 TCGA-DM-A1D0 
       11.64         1.51        12.00        11.38       119.70       130.65 
TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A1HB TCGA-DM-A282 TCGA-DM-A28A TCGA-DM-A28C 
       13.32       140.38       135.65       139.17        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28K TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6570 
      119.93        60.79        98.24        11.11        13.64         6.18 
TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6856 
       35.87        16.31        29.59        16.24         1.28        19.43 
TCGA-G4-6295 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6309 TCGA-G4-6321 TCGA-G4-6322 
        8.35        43.07        53.62        51.75        22.09        26.04 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       35.80        26.17        52.80        10.98        10.52         2.79 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z2 
        5.49        26.99        17.29        14.76 

  7P GAIN MUTATED 7P GAIN WILD-TYPE 
             0.10              0.07 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
           131.51            140.38 
  7P GAIN MUTATED 7P GAIN WILD-TYPE 
            19.99             19.25 
[1] "0.1 - 131.5 (20.0)" "0.1 - 140.4 (19.2)"
[1] "hr=" "1"  
D13V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  7P GAIN MUTATED        39        1       14        52         2         0
  7P GAIN WILD-TYPE      33        0       14        79         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  7P GAIN MUTATED          12         12         36         25       29
  7P GAIN WILD-TYPE         9          0         19         13       14
                   vv
clus                STAGE IVA STAGE IVB
  7P GAIN MUTATED          13         1
  7P GAIN WILD-TYPE         5         1
D13V3, multiclass
            clus
vv           7P GAIN MUTATED 7P GAIN WILD-TYPE
  STAGE I                 39                33
  STAGE IA                 1                 0
  STAGE II                14                14
  STAGE IIA               52                79
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III               12                 9
  STAGE IIIA              12                 0
  STAGE IIIB              36                19
  STAGE IIIC              25                13
  STAGE IV                29                14
  STAGE IVA               13                 5
  STAGE IVB                1                 1
[1] 13  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     9  42 164  26
  7P GAIN WILD-TYPE   2  34 136  25
D13V4, multiclass
    clus
vv   7P GAIN MUTATED 7P GAIN WILD-TYPE
  T1               9                 2
  T2              42                34
  T3             164               136
  T4              26                25
[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                 N0  N1  N2
  7P GAIN MUTATED   119  70  52
  7P GAIN WILD-TYPE 137  33  27
D13V5, multiclass
    clus
vv   7P GAIN MUTATED 7P GAIN WILD-TYPE
  N0             119               137
  N1              70                33
  N2              52                27
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  7P GAIN MUTATED   165  34   7   1  31
  7P GAIN WILD-TYPE 155  18   1   1  19
D13V6, multiclass
     clus
vv    7P GAIN MUTATED 7P GAIN WILD-TYPE
  M0              165               155
  M1               34                18
  M1A               7                 1
  M1B               1                 1
  MX               31                19
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D13V7, binary
                   cls
clus                  0   1
  7P GAIN MUTATED   114 128
  7P GAIN WILD-TYPE  93 104
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED    114  128
  7P GAIN WILD-TYPE   93  104
        clus
vv       7P GAIN MUTATED 7P GAIN WILD-TYPE
  FEMALE             114                93
  MALE               128               104
[1] 2 2
[1] FALSE
D13V8, binary
                   cls
clus                  0   1
  7P GAIN MUTATED   216  25
  7P GAIN WILD-TYPE 162  34
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED    216   25
  7P GAIN WILD-TYPE  162   34
                               clus
vv                              7P GAIN MUTATED 7P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                      216               162
  COLON MUCINOUS ADENOCARCINOMA              25                34
[1] 2 2
[1] FALSE
D13V9, binary
                   cls
clus                  0   1
  7P GAIN MUTATED     3 239
  7P GAIN WILD-TYPE   0 197
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7P GAIN MUTATED      3  239
  7P GAIN WILD-TYPE    0  197
     clus
vv    7P GAIN MUTATED 7P GAIN WILD-TYPE
  NO                3                 0
  YES             239               197
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  7P GAIN MUTATED   173   2  16  10
  7P GAIN WILD-TYPE 140   1   8  15
D13V10, multiclass
    clus
vv   7P GAIN MUTATED 7P GAIN WILD-TYPE
  R0             173               140
  R1               2                 1
  R2              16                 8
  RX              10                15
[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"
D13V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  7P GAIN MUTATED                                  1     5
  7P GAIN WILD-TYPE                                0     6
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  7P GAIN MUTATED                          33   120
  7P GAIN WILD-TYPE                        17    91
D13V12, multiclass
                                  clus
vv                                 7P GAIN MUTATED 7P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          5                 6
  BLACK OR AFRICAN AMERICAN                     33                17
  WHITE                                        120                91
[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"

Clustering(14) Variable = 7Q GAIN MUTATION ANALYSIS
D14V1, survival
                   sevent
clus2                 0   1
  7Q GAIN MUTATED   170  42
  7Q GAIN WILD-TYPE 165  45
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
              212               210 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
               42                45 
$`7Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2675 TCGA-A6-2679 TCGA-A6-2680 
        5.06         5.26        37.02        43.43        44.91        35.11 
TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4107 TCGA-A6-5656 
       45.60        13.94        37.25        16.04        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5667 TCGA-A6-6138 TCGA-A6-6140 
       31.63        30.44        29.19        29.16        22.52        24.13 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6654 
       25.08        25.18        24.16        20.61        24.69        23.87 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       20.28        16.24        24.92         9.63         5.03         1.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3511 
        1.02        37.05         1.02        35.01        58.03         6.97 
TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3524 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       38.99         9.07        36.03        29.00        26.01        12.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3560 TCGA-AA-3562 
       14.01        33.99        13.02        24.00        19.99        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3679 
       61.02        78.08         6.05         2.01        14.01        15.02 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
       11.01         5.98        37.05        36.00         5.03        85.05 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3855 
       35.05         0.99        36.95        37.02        14.93        32.05 
TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
        0.99        31.07        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3941 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3968 TCGA-AA-3971 
       31.00        24.00        24.00         2.01        21.99        16.08 
TCGA-AA-3975 TCGA-AA-3982 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00D TCGA-AA-A00F 
       34.06        27.02        27.02        13.94        19.00        34.03 
TCGA-AA-A00Q TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01T TCGA-AA-A01X 
       42.02        15.02        15.02        32.02        33.04        26.01 
TCGA-AA-A029 TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02Y TCGA-AA-A03J 
       51.98         2.01         5.03         0.92        39.98        40.96 
TCGA-AD-6888 TCGA-AD-6890 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6965 TCGA-AD-A5EK 
        4.21         0.79         1.02         0.10         0.20         0.43 
TCGA-AM-5820 TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-6196 TCGA-AY-6386 
        0.46        14.50        16.31         0.95         0.20        17.82 
TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4681 TCGA-AZ-4682 
        5.19         6.87        75.25        50.37        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6600 TCGA-AZ-6605 
       65.00        62.79        61.41        49.41        12.10         5.23 
TCGA-AZ-6607 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6719 TCGA-CK-4947 
        3.19         3.06         2.14         3.25         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-5914 TCGA-CM-4744 TCGA-CM-4747 TCGA-CM-4750 
      102.44        40.34        21.99        20.02         8.02         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5862 
       27.02        13.02        22.03        22.98        16.01         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 
       15.02        15.02        17.03        15.02        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6676 
       16.04        14.99        12.99        15.02        11.01        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-D5-5539 TCGA-D5-5541 TCGA-D5-6531 
       11.08        11.01        10.06        19.59        11.51        17.75 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        1.32         7.92        15.12         4.50        17.13        12.49 
TCGA-D5-6898 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6929 TCGA-D5-7000 
        7.53        10.13        12.43        14.30        13.41        10.26 
TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1DA 
       38.20        92.75        49.91        13.32        12.59         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A280 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28M 
       44.32       131.51         7.76         6.12        14.04        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6569 TCGA-F4-6704 TCGA-F4-6808 TCGA-F4-6854 
        8.61        13.38        13.45         1.55        33.67         0.53 
TCGA-F4-6855 TCGA-G4-6293 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6303 
       35.41       107.67        82.39        23.51        74.56        61.87 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       44.68        55.04        45.11        39.42        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6323 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       36.00        26.43        13.78        91.79        46.75        47.15 
TCGA-NH-A50T TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5Z1 
        4.11         5.98         5.59         1.32         5.19         6.64 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

$`7Q GAIN WILD-TYPE`
TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2683 
       46.65        43.76        23.38        17.79        42.28        15.52 
TCGA-A6-2684 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5661 TCGA-A6-5662 
       37.05        34.65        36.53        14.53        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6141 TCGA-A6-6651 
       22.09        22.06        32.71        27.09         8.38        21.76 
TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3492 
       24.39        20.12        19.66        61.84        52.44         3.02 
TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3522 
       63.98         1.02        13.02         1.02        24.03        37.05 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3543 
        8.05        19.07        19.07        34.03        29.00         0.99 
TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 
       21.01        17.95        29.95        23.01        20.98        13.94 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
        6.97        54.02         0.92        50.04        47.05        47.01 
TCGA-AA-3688 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3819 
       19.00        26.99        19.04         0.99         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3846 TCGA-AA-3848 
        1.02        17.98        15.95        38.99        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3930 
       33.07        36.03        31.07        53.00        17.03         2.01 
TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
       12.99        33.01        26.01        20.98        34.03         2.01 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 
       50.99        13.05        26.01        25.02        24.00        19.07 
TCGA-AA-3989 TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
        7.96        38.04        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
        4.01        27.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
       34.98         0.99        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 
        1.02        35.01         1.02        35.01        37.02        39.06 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A03F TCGA-AD-5900 
        2.96        39.98        22.03        41.00        18.05         0.07 
TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6964 TCGA-AM-5821 
       21.37        56.55         0.72         1.58         0.76         0.92 
TCGA-AU-6004 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-A69D TCGA-AZ-4315 TCGA-AZ-4323 
       27.09        15.75        21.44         5.52        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6603 
        5.65        32.94         5.13         6.77       100.01        29.56 
TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
       11.74         1.94         2.24         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
        0.33         0.10        70.16        15.62        48.20        51.32 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4746 
       21.14         2.93         2.01       124.27        23.05        37.02 
TCGA-CM-4748 TCGA-CM-5341 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-6162 TCGA-CM-6166 
       26.04        29.06        30.08        15.02        12.00        21.99 
TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6680 TCGA-D5-5537 
       13.02        14.04        12.95        13.05        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6536 
       12.26        13.51        20.19        20.42        18.25        17.85 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       16.14        15.58        12.39         9.04         9.44        11.64 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 
        1.51        12.00        11.38       119.70        24.43       130.65 
TCGA-DM-A1D9 TCGA-DM-A1HB TCGA-DM-A282 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      140.38       135.65       139.17        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6461 TCGA-F4-6463 
       35.97        60.79       117.07        98.24        11.11        13.64 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 
        6.18        35.87        16.31        29.59        16.24         1.28 
TCGA-F4-6856 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6309 
       19.43        28.21         8.35        43.07        53.62        51.75 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6628 TCGA-NH-A50U 
       22.09        26.04        35.80        26.17        52.80        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z2 
       10.52         2.79         5.49        26.99        17.29        14.76 

  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
             0.10              0.07 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
           131.51            140.38 
  7Q GAIN MUTATED 7Q GAIN WILD-TYPE 
           17.935            20.305 
[1] "0.1 - 131.5 (17.9)" "0.1 - 140.4 (20.3)"
[1] "hr=" "1"  
D14V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  7Q GAIN MUTATED        37        1       13        49         2         0
  7Q GAIN WILD-TYPE      35        0       15        82         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  7Q GAIN MUTATED          11          8         33         22       26
  7Q GAIN WILD-TYPE        10          4         22         16       17
                   vv
clus                STAGE IVA STAGE IVB
  7Q GAIN MUTATED          13         1
  7Q GAIN WILD-TYPE         5         1
D14V3, multiclass
            clus
vv           7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  STAGE I                 37                35
  STAGE IA                 1                 0
  STAGE II                13                15
  STAGE IIA               49                82
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III               11                10
  STAGE IIIA               8                 4
  STAGE IIIB              33                22
  STAGE IIIC              22                16
  STAGE IV                26                17
  STAGE IVA               13                 5
  STAGE IVB                1                 1
[1] 13  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     9  35 151  25
  7Q GAIN WILD-TYPE   2  41 149  26
D14V4, multiclass
    clus
vv   7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  T1               9                 2
  T2              35                41
  T3             151               149
  T4              25                26
[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                 N0  N1  N2
  7Q GAIN MUTATED   113  60  47
  7Q GAIN WILD-TYPE 143  43  32
D14V5, multiclass
    clus
vv   7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  N0             113               143
  N1              60                43
  N2              47                32
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  7Q GAIN MUTATED   149  31   7   1  29
  7Q GAIN WILD-TYPE 171  21   1   1  21
D14V6, multiclass
     clus
vv    7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  M0              149               171
  M1               31                21
  M1A               7                 1
  M1B               1                 1
  MX               29                21
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D14V7, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED   105 116
  7Q GAIN WILD-TYPE 102 116
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED    105  116
  7Q GAIN WILD-TYPE  102  116
        clus
vv       7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  FEMALE             105               102
  MALE               116               116
[1] 2 2
[1] FALSE
D14V8, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED   197  23
  7Q GAIN WILD-TYPE 181  36
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED    197   23
  7Q GAIN WILD-TYPE  181   36
                               clus
vv                              7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                      197               181
  COLON MUCINOUS ADENOCARCINOMA              23                36
[1] 2 2
[1] FALSE
D14V9, binary
                   cls
clus                  0   1
  7Q GAIN MUTATED     2 219
  7Q GAIN WILD-TYPE   1 217
[1] "tbl2"
                   cls
clus                [,1] [,2]
  7Q GAIN MUTATED      2  219
  7Q GAIN WILD-TYPE    1  217
     clus
vv    7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  NO                2                 1
  YES             219               217
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  7Q GAIN MUTATED   158   2  15  10
  7Q GAIN WILD-TYPE 155   1   9  15
D14V10, multiclass
    clus
vv   7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  R0             158               155
  R1               2                 1
  R2              15                 9
  RX              10                15
[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"
D14V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  7Q GAIN MUTATED                                  1     4
  7Q GAIN WILD-TYPE                                0     7
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  7Q GAIN MUTATED                          31   109
  7Q GAIN WILD-TYPE                        19   102
D14V12, multiclass
                                  clus
vv                                 7Q GAIN MUTATED 7Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          4                 7
  BLACK OR AFRICAN AMERICAN                     31                19
  WHITE                                        109               102
[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"

Clustering(15) Variable = 8P GAIN MUTATION ANALYSIS
D15V1, survival
                   sevent
clus2                 0   1
  8P GAIN MUTATED    94  27
  8P GAIN WILD-TYPE 241  60
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
              121               301 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
               27                60 
$`8P GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2677 TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-4107 
        5.06         5.26        17.79        13.94        16.04        32.45 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6649 TCGA-A6-A5ZU 
       31.63        29.19        32.71        29.16        24.16         9.63 
TCGA-AA-3494 TCGA-AA-3502 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3524 TCGA-AA-3526 
        1.02        35.01         6.97         1.02        36.03        19.07 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3558 TCGA-AA-3663 
       29.00        29.00        12.99        14.01        20.98         6.97 
TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3696 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
       14.01        50.04         5.03        19.04         0.99         0.99 
TCGA-AA-3846 TCGA-AA-3858 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3939 TCGA-AA-3966 
       17.03        31.07        29.98        18.05        12.99         2.01 
TCGA-AA-A00K TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00Z TCGA-AA-A01D TCGA-AA-A01Z 
       18.05         0.99        17.03        21.99         0.99        37.02 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02J TCGA-AA-A02O TCGA-AD-5900 TCGA-AD-6899 
       51.98         2.96         5.03         0.92         0.07         1.58 
TCGA-AD-6963 TCGA-AD-A5EK TCGA-AU-6004 TCGA-AY-6197 TCGA-AY-A54L TCGA-AY-A8YK 
        0.10         0.43        27.09        21.44         5.19         6.87 
TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5407 TCGA-AZ-6598 
       32.94         5.13        22.36        65.00        61.41        49.41 
TCGA-AZ-6605 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-6715 
        5.23         3.19         2.24         3.06         2.14         0.07 
TCGA-CK-4948 TCGA-CK-5913 TCGA-CK-6748 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 
      102.44        51.32         2.01        20.02        37.02         8.02 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
        8.02        27.02        15.02        15.02        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6164 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6677 TCGA-D5-5541 
       15.02        29.03        14.99        12.99        11.08        11.51 
TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6533 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6540 
       20.19        17.75         1.32         4.50        17.13        16.14 
TCGA-D5-6898 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
        7.53        12.43        14.30        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A28F TCGA-DM-A28H TCGA-DM-A28K 
       38.20         7.50        44.32        35.97       117.07        98.24 
TCGA-F4-6459 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6807 TCGA-G4-6295 TCGA-G4-6299 
        8.61        13.45         6.18        16.24         8.35        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6310 TCGA-G4-6311 
       43.07        61.87        53.62        44.68        45.11        39.42 
TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A6GB TCGA-QG-A5YX TCGA-QG-A5Z1 
       46.75        47.15         4.11         5.59        17.29         6.64 
TCGA-WS-AB45 
       67.00 

$`8P GAIN WILD-TYPE`
TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2678 
       37.02        46.65        43.76        43.43        23.38        42.28 
TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 
       44.91        35.11        45.60        15.52        37.05        37.25 
TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5661 
       34.65        36.53        14.53        32.91        30.44        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       23.61        22.09        22.06        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
        8.38        25.08        25.18        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 
       24.39        23.87        20.12        19.66        20.28        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       24.92        61.84        52.44         5.03         1.02         3.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3516 TCGA-AA-3517 
       37.05         1.02        58.03        63.98        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3525 TCGA-AA-3530 
        1.02         9.07        24.03        37.05         8.05        19.07 
TCGA-AA-3531 TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       34.03        26.01         0.99        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3560 TCGA-AA-3561 
       24.00        17.95        29.95        23.01        19.99        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3664 TCGA-AA-3666 
       19.99        61.02        78.08         6.05        54.02         2.01 
TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
        0.92        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3812 
       37.05        19.00        36.00        85.05        26.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       36.95        37.02        14.93         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 
       32.05         0.99        31.07        53.00        17.03        24.03 
TCGA-AA-3869 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       27.02        31.00         2.01        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 
       24.00         2.01        20.98        34.03        21.99        16.08 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       50.99        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00L TCGA-AA-A00N 
       19.00        30.02        34.03        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00W TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       27.02        42.02        14.99        34.98        15.02        15.02 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A024 
       35.01         1.02        33.04        35.01        26.01        39.06 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
       39.98         2.01        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
       40.96        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6901 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        1.02         0.76         0.20         0.46         0.92        14.50 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6386 TCGA-AY-A69D 
       16.31         0.95        15.75         0.20        17.82         5.52 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4681 
       75.25        50.37        58.39         1.41         5.65        83.80 
TCGA-AZ-5403 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6606 
       62.79         6.77        12.10       100.01        29.56        11.74 
TCGA-AZ-6608 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        1.94         3.25         3.29         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
        1.35        17.56        40.34        70.16        15.62        48.20 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4748 
       21.99        21.14         2.93       124.27        23.05        26.04 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       13.02        29.06        22.03        22.98        30.08        16.01 
TCGA-CM-5862 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6169 
        5.03        12.00        14.04        16.04        21.99        13.02 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 
       11.01        10.06        12.03        14.99        12.26        19.59 
TCGA-D5-5540 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       13.51        20.42        18.25         7.92        15.12        17.85 
TCGA-D5-6539 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6926 TCGA-D5-6927 
       12.49        15.58        12.39        10.13         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-DM-A1D0 
       11.64        13.41         1.51        12.00        11.38       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1HA 
       92.75        49.91        13.32        12.59       140.38       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6461 
       81.37       119.93        60.79        95.18        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6808 
       13.64        35.87         1.55        16.31        29.59        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 
       82.39        23.51        55.04        51.75        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       26.17        91.79        52.80        10.98        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5Z2 
        5.98         1.32         5.19         5.49        26.99        14.76 
TCGA-RU-A8FL 
       30.28 

  8P GAIN MUTATED 8P GAIN WILD-TYPE 
             0.07              0.10 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
           119.70            140.38 
  8P GAIN MUTATED 8P GAIN WILD-TYPE 
            16.14             21.99 
[1] "0.1 - 119.7 (16.1)" "0.1 - 140.4 (22.0)"
[1] "hr=" "1.3"
D15V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  8P GAIN MUTATED        25        0       11        35         2         1
  8P GAIN WILD-TYPE      47        1       17        96         6         0
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  8P GAIN MUTATED           3          2         19         12       13
  8P GAIN WILD-TYPE        18         10         36         26       30
                   vv
clus                STAGE IVA STAGE IVB
  8P GAIN MUTATED           5         0
  8P GAIN WILD-TYPE        13         2
D15V3, multiclass
            clus
vv           8P GAIN MUTATED 8P GAIN WILD-TYPE
  STAGE I                 25                47
  STAGE IA                 0                 1
  STAGE II                11                17
  STAGE IIA               35                96
  STAGE IIB                2                 6
  STAGE IIC                1                 0
  STAGE III                3                18
  STAGE IIIA               2                10
  STAGE IIIB              19                36
  STAGE IIIC              12                26
  STAGE IV                13                30
  STAGE IVA                5                13
  STAGE IVB                0                 2
[1] 13  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     3  24  90  12
  8P GAIN WILD-TYPE   8  52 210  39
D15V4, multiclass
    clus
vv   8P GAIN MUTATED 8P GAIN WILD-TYPE
  T1               3                 8
  T2              24                52
  T3              90               210
  T4              12                39
[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                 N0  N1  N2
  8P GAIN MUTATED    80  26  23
  8P GAIN WILD-TYPE 176  77  56
D15V5, multiclass
    clus
vv   8P GAIN MUTATED 8P GAIN WILD-TYPE
  N0              80               176
  N1              26                77
  N2              23                56
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  8P GAIN MUTATED    93  16   2   0  17
  8P GAIN WILD-TYPE 227  36   6   2  33
D15V6, multiclass
     clus
vv    8P GAIN MUTATED 8P GAIN WILD-TYPE
  M0               93               227
  M1               16                36
  M1A               2                 6
  M1B               0                 2
  MX               17                33
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D15V7, binary
                   cls
clus                  0   1
  8P GAIN MUTATED    60  69
  8P GAIN WILD-TYPE 147 163
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED     60   69
  8P GAIN WILD-TYPE  147  163
        clus
vv       8P GAIN MUTATED 8P GAIN WILD-TYPE
  FEMALE              60               147
  MALE                69               163
[1] 2 2
[1] FALSE
D15V8, binary
                   cls
clus                  0   1
  8P GAIN MUTATED   115  14
  8P GAIN WILD-TYPE 263  45
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED    115   14
  8P GAIN WILD-TYPE  263   45
                               clus
vv                              8P GAIN MUTATED 8P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                      115               263
  COLON MUCINOUS ADENOCARCINOMA              14                45
[1] 2 2
[1] FALSE
D15V9, binary
                   cls
clus                  0   1
  8P GAIN MUTATED     2 127
  8P GAIN WILD-TYPE   1 309
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P GAIN MUTATED      2  127
  8P GAIN WILD-TYPE    1  309
     clus
vv    8P GAIN MUTATED 8P GAIN WILD-TYPE
  NO                2                 1
  YES             127               309
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  8P GAIN MUTATED    90   0   8  10
  8P GAIN WILD-TYPE 223   3  16  15
D15V10, multiclass
    clus
vv   8P GAIN MUTATED 8P GAIN WILD-TYPE
  R0              90               223
  R1               0                 3
  R2               8                16
  RX              10                15
[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"
D15V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  8P GAIN MUTATED                                  0     4
  8P GAIN WILD-TYPE                                1     7
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  8P GAIN MUTATED                          16    69
  8P GAIN WILD-TYPE                        34   142
D15V12, multiclass
                                  clus
vv                                 8P GAIN MUTATED 8P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          4                 7
  BLACK OR AFRICAN AMERICAN                     16                34
  WHITE                                         69               142
[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"

Clustering(16) Variable = 8Q GAIN MUTATION ANALYSIS
D16V1, survival
                   sevent
clus2                 0   1
  8Q GAIN MUTATED   169  42
  8Q GAIN WILD-TYPE 166  45
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
              211               211 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
               42                45 
$`8Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2680 TCGA-A6-2681 
        5.06         5.26        43.43        17.79        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5656 
       13.94        37.25        16.04        36.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5662 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       31.63        29.19        23.61        32.71        29.16        27.09 
TCGA-A6-6140 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6654 
       24.13        25.08        25.18        24.16        24.69        23.87 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        9.63         5.03         1.02        37.05         1.02        35.01 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3524 TCGA-AA-3526 TCGA-AA-3532 TCGA-AA-3534 
        6.97         1.02        36.03        19.07        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3552 TCGA-AA-3553 
       26.01        12.99        14.01        33.99        13.02        24.00 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3562 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 
       23.01        20.98        19.99        78.08         6.97        54.02 
TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3681 TCGA-AA-3685 
       14.01        50.04        47.01        15.02         5.98        37.05 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3841 
       36.00         5.03        19.04         0.99         0.99        36.95 
TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3867 
       37.02        17.03         0.99        31.07        17.03        24.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3956 
       27.02        29.98        18.05         2.01        12.99        34.03 
TCGA-AA-3966 TCGA-AA-3971 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3979 TCGA-AA-A004 
        2.01        16.08        34.06        26.01        24.00        13.94 
TCGA-AA-A00D TCGA-AA-A00K TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00Z TCGA-AA-A01D 
       19.00        18.05         0.99        17.03        21.99         0.99 
TCGA-AA-A01G TCGA-AA-A01K TCGA-AA-A01S TCGA-AA-A01Z TCGA-AA-A029 TCGA-AA-A02E 
       12.00        31.00         1.02        37.02        51.98         2.96 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02W TCGA-AD-5900 TCGA-AD-6888 TCGA-AD-6899 
        5.03         0.92        41.00         0.07         4.21         1.58 
TCGA-AD-6963 TCGA-AD-A5EK TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-6197 
        0.10         0.43         0.92        27.09        16.31        21.44 
TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
        5.19         6.87        75.25        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6600 TCGA-AZ-6603 
       22.36        65.00        61.41        49.41        12.10        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
        5.23        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-6715 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4948 TCGA-CK-4952 
        2.14         0.07         0.10         1.35       102.44        15.62 
TCGA-CK-5913 TCGA-CK-6748 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4750 
       51.32         2.01        20.02        37.02         8.02         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 
       27.02        13.02        29.06        22.98        30.08        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6164 
        5.03        15.02        15.02        17.03        15.02        29.03 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6676 TCGA-D5-5538 
       21.99        14.99        12.99        13.02        11.08        12.26 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6533 TCGA-D5-6534 
       13.51        11.51        20.19        17.75         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
       15.12         4.50        17.13        16.14        15.58         7.53 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6932 
       10.13        12.43        14.30         9.04        13.41        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D9 
       10.26       119.70        24.43        38.20       130.65       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A285 TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
        7.50        44.32         6.12        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
       98.24         8.61        13.38        13.64        13.45         6.18 
TCGA-F4-6805 TCGA-F4-6807 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
       16.31        16.24         8.35        23.51        74.56        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 
       61.87        53.62        44.68        55.04        45.11        39.42 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A50U 
       36.00        26.43        46.75        47.15         4.11        10.98 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-RU-A8FL 
        5.98         5.59         5.49        17.29         6.64        30.28 
TCGA-WS-AB45 
       67.00 

$`8Q GAIN WILD-TYPE`
TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2678 TCGA-A6-2679 
       37.02        46.65        43.76        23.38        42.28        44.91 
TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-5659 TCGA-A6-5661 
       15.52        37.05        34.65        14.53        30.44        33.53 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6650 TCGA-A6-6651 
       22.09        22.06        22.52         8.38        20.61        21.76 
TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       24.39        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3506 TCGA-AA-3510 
       61.84        52.44         1.02         3.02        58.03        63.98 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3525 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3543 TCGA-AA-3549 TCGA-AA-3554 
        8.05        19.07        34.03         0.99        21.01        17.95 
TCGA-AA-3555 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3662 TCGA-AA-3666 
       29.95        19.99        13.94        61.02         6.05         2.01 
TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3680 TCGA-AA-3688 TCGA-AA-3697 TCGA-AA-3710 
        0.92        47.05        11.01        19.00        85.05        26.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3844 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 
       38.99        14.93         0.99        33.07        36.03        32.05 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3877 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.07        53.00        31.00        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 
       24.00         2.01        20.98        21.99        50.99        13.05 
TCGA-AA-3977 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A00A 
       25.02        27.02        19.07         7.96        27.02        38.04 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       30.02        34.03        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00W TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F 
       42.02        14.99        34.98        15.02        15.02        32.02 
TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01T TCGA-AA-A01V 
       31.00        38.07         1.02        35.01        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A024 TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02R TCGA-AA-A02Y 
       26.01        39.06        39.98         2.01        22.03        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
       18.05        40.96        21.37        56.55         0.79         0.72 
TCGA-AD-6901 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AU-3779 TCGA-AY-4071 
        1.02         0.76         0.20         0.46        14.50         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6386 TCGA-AY-A69D TCGA-AZ-4313 TCGA-AZ-4315 
       15.75         0.20        17.82         5.52        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-5403 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-CA-5796 
        1.41         5.65        62.79         6.77       100.01         3.25 
TCGA-CA-5797 TCGA-CA-6716 TCGA-CA-6717 TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 
        3.29         0.26         0.33        17.56        40.34        70.16 
TCGA-CK-5912 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 
       48.20        21.99        21.14         2.93       124.27        23.05 
TCGA-CM-4748 TCGA-CM-5344 TCGA-CM-5860 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 
       26.04        22.03        16.01        12.00        14.04        16.04 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5539 TCGA-D5-6530 
       11.01        10.06        12.03        14.99        19.59        20.42 
TCGA-D5-6532 TCGA-D5-6536 TCGA-D5-6539 TCGA-D5-6920 TCGA-D5-6927 TCGA-D5-6928 
       18.25        17.85        12.49        12.39         9.44        11.64 
TCGA-D5-6930 TCGA-D5-6931 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 
        1.51        12.00        92.75        49.91        13.32        12.59 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A 
      131.51       135.65         7.76       139.17        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28M TCGA-F4-6461 TCGA-F4-6703 TCGA-F4-6704 
       81.37       119.93        95.18        11.11        35.87         1.55 
TCGA-F4-6806 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       29.59        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 
      107.67        28.21        82.39        51.75        35.93        36.72 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6628 TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YV 
       52.80        10.52         2.79         1.32         5.19        26.99 
TCGA-QG-A5Z2 
       14.76 

  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
             0.07              0.20 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
           140.38            139.17 
  8Q GAIN MUTATED 8Q GAIN WILD-TYPE 
            17.13             21.14 
[1] "0.1 - 140.4 (17.1)" "0.2 - 139.2 (21.1)"
[1] "hr=" "1"  
D16V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  8Q GAIN MUTATED        36        0       16        62         2         1
  8Q GAIN WILD-TYPE      36        1       12        69         6         0
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  8Q GAIN MUTATED           9          8         30         20       25
  8Q GAIN WILD-TYPE        12          4         25         18       18
                   vv
clus                STAGE IVA STAGE IVB
  8Q GAIN MUTATED          11         0
  8Q GAIN WILD-TYPE         7         2
D16V3, multiclass
            clus
vv           8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  STAGE I                 36                36
  STAGE IA                 0                 1
  STAGE II                16                12
  STAGE IIA               62                69
  STAGE IIB                2                 6
  STAGE IIC                1                 0
  STAGE III                9                12
  STAGE IIIA               8                 4
  STAGE IIIB              30                25
  STAGE IIIC              20                18
  STAGE IV                25                18
  STAGE IVA               11                 7
  STAGE IVB                0                 2
[1] 13  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     3  42 155  22
  8Q GAIN WILD-TYPE   8  34 145  29
D16V4, multiclass
    clus
vv   8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  T1               3                 8
  T2              42                34
  T3             155               145
  T4              22                29
[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                 N0  N1  N2
  8Q GAIN MUTATED   126  51  44
  8Q GAIN WILD-TYPE 130  52  35
D16V5, multiclass
    clus
vv   8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  N0             126               130
  N1              51                52
  N2              44                35
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  8Q GAIN MUTATED   160  30   6   0  25
  8Q GAIN WILD-TYPE 160  22   2   2  25
D16V6, multiclass
     clus
vv    8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  M0              160               160
  M1               30                22
  M1A               6                 2
  M1B               0                 2
  MX               25                25
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D16V7, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED   101 121
  8Q GAIN WILD-TYPE 106 111
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED    101  121
  8Q GAIN WILD-TYPE  106  111
        clus
vv       8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  FEMALE             101               106
  MALE               121               111
[1] 2 2
[1] FALSE
D16V8, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED   199  22
  8Q GAIN WILD-TYPE 179  37
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED    199   22
  8Q GAIN WILD-TYPE  179   37
                               clus
vv                              8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                      199               179
  COLON MUCINOUS ADENOCARCINOMA              22                37
[1] 2 2
[1] FALSE
D16V9, binary
                   cls
clus                  0   1
  8Q GAIN MUTATED     3 219
  8Q GAIN WILD-TYPE   0 217
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q GAIN MUTATED      3  219
  8Q GAIN WILD-TYPE    0  217
     clus
vv    8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  NO                3                 0
  YES             219               217
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  8Q GAIN MUTATED   155   1  15  14
  8Q GAIN WILD-TYPE 158   2   9  11
D16V10, multiclass
    clus
vv   8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  R0             155               158
  R1               1                 2
  R2              15                 9
  RX              14                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"
D16V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  8Q GAIN MUTATED                                  0     6
  8Q GAIN WILD-TYPE                                1     5
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  8Q GAIN MUTATED                          28   111
  8Q GAIN WILD-TYPE                        22   100
D16V12, multiclass
                                  clus
vv                                 8Q GAIN MUTATED 8Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          6                 5
  BLACK OR AFRICAN AMERICAN                     28                22
  WHITE                                        111               100
[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"

Clustering(17) Variable = 9P GAIN MUTATION ANALYSIS
D17V1, survival
                   sevent
clus2                 0   1
  9P GAIN MUTATED    52  23
  9P GAIN WILD-TYPE 283  64
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               75               347 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
               23                64 
$`9P GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2679 TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-5657 TCGA-A6-6142 
       37.02        44.91        13.94        16.04        31.63        25.08 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A56B TCGA-AA-3488 TCGA-AA-3520 TCGA-AA-3532 
       20.28        16.24        52.44         5.03        24.03        29.00 
TCGA-AA-3534 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3558 TCGA-AA-3660 TCGA-AA-3663 
       29.00        14.01        33.99        20.98        78.08         6.97 
TCGA-AA-3666 TCGA-AA-3673 TCGA-AA-3844 TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3856 
        2.01        50.04        14.93         0.99        36.03         0.99 
TCGA-AA-3869 TCGA-AA-3976 TCGA-AA-3994 TCGA-AA-A00Q TCGA-AA-A00Z TCGA-AA-A01C 
       27.02        26.01        27.02        42.02        21.99        15.02 
TCGA-AA-A01D TCGA-AA-A029 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-A5EK TCGA-AY-5543 
        0.99        51.98         1.58         1.02         0.43        15.75 
TCGA-AY-6196 TCGA-AY-A54L TCGA-AZ-4313 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-CA-5796 
        0.20         5.19        50.37        12.10        29.56         3.25 
TCGA-CK-5914 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-5868 
       21.99        13.02        22.03         5.03        15.02        17.03 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6167 TCGA-D5-5539 TCGA-D5-6531 TCGA-D5-6539 
       14.04        29.03        14.99        19.59        17.75        12.49 
TCGA-D5-6928 TCGA-D5-6929 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A285 TCGA-DM-A288 
       11.64        13.41        12.59         7.50         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6570 
       26.47        98.24        95.18         8.61        13.38         6.18 
TCGA-F4-6704 TCGA-G4-6323 TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A6GC 
        1.55        13.78        91.79        46.75        10.98         1.32 
TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-WS-AB45 
        5.19        26.99        67.00 

$`9P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 
       17.79        42.28        35.11        45.60        15.52        37.05 
TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.25        34.65        36.53        14.53        32.45        32.91 
TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       30.44        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       32.71        29.16        27.09        22.52        24.13         8.38 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A5ZU 
       23.87        20.12        19.66        24.92        61.84         9.63 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        1.02         3.02         1.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        1.02         9.07        37.05        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3549 
       19.07        34.03        26.01        12.99         0.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3560 
       13.02        24.00        17.95        29.95        23.01        19.99 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3662 TCGA-AA-3664 TCGA-AA-3667 
       13.94        19.99        61.02         6.05        54.02        14.01 
TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
        0.92        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3846 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       17.03        33.07        32.05        31.07        31.07        53.00 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       17.03        24.03        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 
       20.98        34.03         2.01        21.99        16.08        50.99 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       13.05        34.06        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F 
        7.96        13.94        38.04        19.00        30.02        34.03 
TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R 
       18.05        18.05        17.03         4.01        27.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01F TCGA-AA-A01G 
       17.03        14.99        34.98        15.02        32.02        12.00 
TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       31.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E 
       33.04        35.01        26.01        37.02        39.06         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
       56.55         0.79         0.72         0.10         0.76         0.20 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.46         0.92        14.50        27.09        16.31         0.95 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4315 
       21.44        17.82         5.52         6.87        75.25        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 
       65.00        62.79        61.41        49.41         6.77       100.01 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
        5.23        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        2.14         3.29         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       48.20        51.32        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       27.02        29.06        22.98        30.08        16.01        15.02 
TCGA-CM-5863 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6168 
       15.02        15.02        12.00        16.04        21.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       13.02        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 
       11.08        11.08        11.01        10.06        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 
       12.26        13.51        11.51        20.19        20.42        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
        1.32         7.92        15.12        17.85         4.50        17.13 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
       14.30         9.04         9.44         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       49.91        13.32       140.38        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
        7.76       139.17        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6703 TCGA-F4-6805 
      117.07        11.11        13.64        13.45        35.87        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6627 
       26.43        22.09        26.04        35.80        26.17        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
       52.80         4.11        10.52         2.79         5.98         5.59 
TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.49        17.29         6.64        14.76        30.28 

  9P GAIN MUTATED 9P GAIN WILD-TYPE 
             0.20              0.07 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
            98.24            140.38 
  9P GAIN MUTATED 9P GAIN WILD-TYPE 
            15.75             20.19 
[1] "0.2 - 98.2 (15.8)"  "0.1 - 140.4 (20.2)"
[1] "hr=" "1.8"
D17V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  9P GAIN MUTATED         8        1        6        18         2         0
  9P GAIN WILD-TYPE      64        0       22       113         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  9P GAIN MUTATED           1          4          8         13        8
  9P GAIN WILD-TYPE        20          8         47         25       35
                   vv
clus                STAGE IVA STAGE IVB
  9P GAIN MUTATED           5         1
  9P GAIN WILD-TYPE        13         1
D17V3, multiclass
            clus
vv           9P GAIN MUTATED 9P GAIN WILD-TYPE
  STAGE I                  8                64
  STAGE IA                 1                 0
  STAGE II                 6                22
  STAGE IIA               18               113
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                1                20
  STAGE IIIA               4                 8
  STAGE IIIB               8                47
  STAGE IIIC              13                25
  STAGE IV                 8                35
  STAGE IVA                5                13
  STAGE IVB                1                 1
[1] 13  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     2   9  54  12
  9P GAIN WILD-TYPE   9  67 246  39
D17V4, multiclass
    clus
vv   9P GAIN MUTATED 9P GAIN WILD-TYPE
  T1               2                 9
  T2               9                67
  T3              54               246
  T4              12                39
[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                 N0  N1  N2
  9P GAIN MUTATED    38  22  18
  9P GAIN WILD-TYPE 218  81  61
D17V5, multiclass
    clus
vv   9P GAIN MUTATED 9P GAIN WILD-TYPE
  N0              38               218
  N1              22                81
  N2              18                61
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  9P GAIN MUTATED    49   9   4   1  12
  9P GAIN WILD-TYPE 271  43   4   1  38
D17V6, multiclass
     clus
vv    9P GAIN MUTATED 9P GAIN WILD-TYPE
  M0               49               271
  M1                9                43
  M1A               4                 4
  M1B               1                 1
  MX               12                38
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D17V7, binary
                   cls
clus                  0   1
  9P GAIN MUTATED    38  40
  9P GAIN WILD-TYPE 169 192
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED     38   40
  9P GAIN WILD-TYPE  169  192
        clus
vv       9P GAIN MUTATED 9P GAIN WILD-TYPE
  FEMALE              38               169
  MALE                40               192
[1] 2 2
[1] FALSE
D17V8, binary
                   cls
clus                  0   1
  9P GAIN MUTATED    60  18
  9P GAIN WILD-TYPE 318  41
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED     60   18
  9P GAIN WILD-TYPE  318   41
                               clus
vv                              9P GAIN MUTATED 9P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       60               318
  COLON MUCINOUS ADENOCARCINOMA              18                41
[1] 2 2
[1] FALSE
D17V9, binary
                   cls
clus                  0   1
  9P GAIN MUTATED     0  78
  9P GAIN WILD-TYPE   3 358
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P GAIN MUTATED      0   78
  9P GAIN WILD-TYPE    3  358
     clus
vv    9P GAIN MUTATED 9P GAIN WILD-TYPE
  NO                0                 3
  YES              78               358
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  9P GAIN MUTATED    57   0   4   3
  9P GAIN WILD-TYPE 256   3  20  22
D17V10, multiclass
    clus
vv   9P GAIN MUTATED 9P GAIN WILD-TYPE
  R0              57               256
  R1               0                 3
  R2               4                20
  RX               3                22
[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"
D17V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  9P GAIN MUTATED                                  1     1
  9P GAIN WILD-TYPE                                0    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  9P GAIN MUTATED                          15    35
  9P GAIN WILD-TYPE                        35   176
D17V12, multiclass
                                  clus
vv                                 9P GAIN MUTATED 9P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                     15                35
  WHITE                                         35               176
[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"

Clustering(18) Variable = 9Q GAIN MUTATION ANALYSIS
D18V1, survival
                   sevent
clus2                 0   1
  9Q GAIN MUTATED    45  21
  9Q GAIN WILD-TYPE 290  66
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               66               356 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
               21                66 
$`9Q GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2679 TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-5657 TCGA-A6-A565 
       37.02        44.91        13.94        16.04        31.63        16.24 
TCGA-A6-A56B TCGA-AA-3488 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3544 TCGA-AA-3548 
       52.44         5.03        29.00        29.00        14.01        33.99 
TCGA-AA-3558 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3666 TCGA-AA-3673 TCGA-AA-3844 
       20.98        78.08         6.97         2.01        50.04        14.93 
TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3869 TCGA-AA-3994 TCGA-AA-A004 
        0.99        36.03         0.99        27.02        27.02        13.94 
TCGA-AA-A00Q TCGA-AA-A00Z TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A029 TCGA-AD-6899 
       42.02        21.99        15.02         0.99        51.98         1.58 
TCGA-AD-6901 TCGA-AD-A5EK TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-A54L TCGA-AZ-4313 
        1.02         0.43        15.75         0.20         5.19        50.37 
TCGA-AZ-6600 TCGA-CA-5796 TCGA-CK-5914 TCGA-CM-4752 TCGA-CM-5862 TCGA-CM-5864 
       12.10         3.25        21.99        13.02         5.03        15.02 
TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6167 TCGA-D5-6531 TCGA-D5-6539 
       17.03        14.04        29.03        14.99        17.75        12.49 
TCGA-D5-6928 TCGA-D5-6929 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A285 TCGA-DM-A288 
       11.64        13.41        12.59         7.50         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6570 TCGA-G4-6323 
       26.47        98.24        95.18        13.38         6.18        13.78 
TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-WS-AB45 
       91.79        46.75        10.98         1.32         5.19        67.00 

$`9Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 
       17.79        42.28        35.11        45.60        15.52        37.05 
TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.25        34.65        36.53        14.53        32.45        32.91 
TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       30.44        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       32.71        29.16        27.09        22.52        24.13         8.38 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
       25.08        25.18        24.16        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A566 
       24.39        23.87        20.12        19.66        20.28        24.92 
TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
       61.84         9.63         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3538 
       36.03         8.05        19.07        19.07        34.03        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       12.99         0.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       29.95        23.01        19.99        13.94        19.99        61.02 
TCGA-AA-3662 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 
        6.05        54.02        14.01         0.92        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 
       15.02        11.01         5.98        37.05        19.00        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        5.03        85.05        26.99        19.04         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3851 TCGA-AA-3855 
       38.99        36.95        37.02        17.03        33.07        32.05 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 
       31.07        31.07        53.00        17.03        24.03        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       18.05        31.00         2.01        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
       26.01        24.00         2.01        20.98        34.03         2.01 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-A00A 
       25.02        24.00        27.02        19.07         7.96        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A010 
        4.01        27.02         0.99        17.03        14.99        34.98 
TCGA-AA-A017 TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
       15.02        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X 
        1.02        35.01         1.02        33.04        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       37.02        39.06         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        0.10         0.76         0.20         0.46         0.92        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D 
       27.09        16.31         0.95        21.44        17.82         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
        6.87        75.25        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 
       49.41         6.77       100.01        29.56         5.23        11.74 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5797 
        3.19         1.94         2.24         3.06         2.14         3.29 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        0.07         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5341 
       37.02         8.02        26.04         8.02        27.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 
       22.03        22.98        30.08        16.01        15.02        15.02 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6168 TCGA-CM-6169 
       15.02        12.00        16.04        21.99        12.99        13.02 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 
       19.59        13.51        11.51        20.19        20.42        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
        1.32         7.92        15.12        17.85         4.50        17.13 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
       14.30         9.04         9.44         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       49.91        13.32       140.38        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
        7.76       139.17        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6703 
      117.07         8.61        11.11        13.64        13.45        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
        1.55        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
       82.39        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       44.68        55.04        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 
       36.72        36.00        26.43        22.09        26.04        35.80 
TCGA-G4-6588 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV 
       26.17        47.15        52.80         4.11        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        5.98         5.59         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-RU-A8FL 
       14.76        30.28 

  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
             0.20              0.07 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
            98.24            140.38 
  9Q GAIN MUTATED 9Q GAIN WILD-TYPE 
           14.960            20.515 
[1] "0.2 - 98.2 (15.0)"  "0.1 - 140.4 (20.5)"
[1] "hr=" "1.9"
D18V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  9Q GAIN MUTATED         8        1        5        19         1         0
  9Q GAIN WILD-TYPE      64        0       23       112         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  9Q GAIN MUTATED           1          2          6         11        8
  9Q GAIN WILD-TYPE        20         10         49         27       35
                   vv
clus                STAGE IVA STAGE IVB
  9Q GAIN MUTATED           4         1
  9Q GAIN WILD-TYPE        14         1
D18V3, multiclass
            clus
vv           9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  STAGE I                  8                64
  STAGE IA                 1                 0
  STAGE II                 5                23
  STAGE IIA               19               112
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                1                20
  STAGE IIIA               2                10
  STAGE IIIB               6                49
  STAGE IIIC              11                27
  STAGE IV                 8                35
  STAGE IVA                4                14
  STAGE IVB                1                 1
[1] 13  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     2   7  49  10
  9Q GAIN WILD-TYPE   9  69 251  41
D18V4, multiclass
    clus
vv   9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  T1               2                 9
  T2               7                69
  T3              49               251
  T4              10                41
[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                 N0  N1  N2
  9Q GAIN MUTATED    37  16  16
  9Q GAIN WILD-TYPE 219  87  63
D18V5, multiclass
    clus
vv   9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  N0              37               219
  N1              16                87
  N2              16                63
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  9Q GAIN MUTATED    45   9   3   1   8
  9Q GAIN WILD-TYPE 275  43   5   1  42
D18V6, multiclass
     clus
vv    9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  M0               45               275
  M1                9                43
  M1A               3                 5
  M1B               1                 1
  MX                8                42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D18V7, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED    32  37
  9Q GAIN WILD-TYPE 175 195
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED     32   37
  9Q GAIN WILD-TYPE  175  195
        clus
vv       9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  FEMALE              32               175
  MALE                37               195
[1] 2 2
[1] FALSE
D18V8, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED    53  16
  9Q GAIN WILD-TYPE 325  43
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED     53   16
  9Q GAIN WILD-TYPE  325   43
                               clus
vv                              9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       53               325
  COLON MUCINOUS ADENOCARCINOMA              16                43
[1] 2 2
[1] FALSE
D18V9, binary
                   cls
clus                  0   1
  9Q GAIN MUTATED     0  69
  9Q GAIN WILD-TYPE   3 367
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q GAIN MUTATED      0   69
  9Q GAIN WILD-TYPE    3  367
     clus
vv    9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  NO                0                 3
  YES              69               367
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  9Q GAIN MUTATED    51   0   4   3
  9Q GAIN WILD-TYPE 262   3  20  22
D18V10, multiclass
    clus
vv   9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  R0              51               262
  R1               0                 3
  R2               4                20
  RX               3                22
[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"
D18V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  9Q GAIN MUTATED                                  0     1
  9Q GAIN WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  9Q GAIN MUTATED                          14    29
  9Q GAIN WILD-TYPE                        36   182
D18V12, multiclass
                                  clus
vv                                 9Q GAIN MUTATED 9Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                     14                36
  WHITE                                         29               182
[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"

Clustering(19) Variable = 10P GAIN MUTATION ANALYSIS
D19V1, survival
                    sevent
clus2                  0   1
  10P GAIN MUTATED    20  10
  10P GAIN WILD-TYPE 315  77
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                30                392 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
                10                 77 
$`10P GAIN MUTATED`
TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2686 TCGA-A6-4107 TCGA-A6-6649 TCGA-A6-6650 
        5.26        37.02        16.04        32.45        24.16        20.61 
TCGA-A6-6782 TCGA-AA-3666 TCGA-AA-3851 TCGA-AA-3869 TCGA-AA-3952 TCGA-AY-4070 
       20.28         2.01        33.07        27.02         2.01        16.31 
TCGA-AY-A54L TCGA-AY-A8YK TCGA-CA-5254 TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-6163 
        5.19         6.87         2.24        16.01         5.03        14.04 
TCGA-CM-6678 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-6534 TCGA-D5-6924 TCGA-DM-A1D8 
       11.01        19.59        13.51         7.92        14.30        12.59 
TCGA-DM-A1DA TCGA-F4-6459 TCGA-F4-6704 TCGA-G4-6299 TCGA-G4-6317 TCGA-G4-6625 
        7.50         8.61         1.55        74.56        36.00        91.79 

$`10P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 
       37.05        37.25        34.65        36.53        14.53        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
        8.38        25.08        25.18        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       23.87        20.12        19.66        16.24        24.92        61.84 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 
       52.44         9.63         5.03         1.02         3.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 
       37.05         1.02        35.01        58.03        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       23.01        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 
       78.08         6.05         6.97        54.02        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
       50.04        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 
       14.93        17.03         0.99        36.03        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 
       31.07        31.07        53.00        17.03        24.03        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       18.05        31.00         2.01        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       24.00        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K 
       38.04        19.00        30.02        34.03        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
       17.03         4.01        27.02        42.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
       35.01         1.02        33.04        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK 
        1.58         1.02         0.10         0.76         0.20         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 
        0.46         0.92        14.50        27.09         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 
        0.20        21.44        17.82         5.52        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        1.94         3.06         2.14         3.25         3.29         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.26         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 
       37.02         8.02        26.04         8.02        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5863 
       29.06        22.03        22.98        30.08        15.02        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 
       15.02        17.03        15.02        12.00        29.03        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       21.99        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 
       11.01        12.95        13.05        11.08        11.08        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 
       12.03        14.99        12.26        11.51        20.19        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       17.75        18.25         1.32        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.13        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 
       10.13        12.43         9.04         9.44        11.64        13.41 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
        1.51        12.00        11.38        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 
       38.20       130.65        92.75        49.91        13.32       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 
      117.07        98.24        95.18        13.38        11.11        13.64 
TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
       13.45         6.18        35.87        16.31        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 
       33.67         1.28         0.53        35.41        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 
       28.21         8.35        82.39        23.51        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 
       53.62        44.68        55.04        51.75        45.11        39.42 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       35.93        36.72        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       35.80        26.17        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       10.98        10.52         2.79         5.98         5.59         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.19         5.49        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  10P GAIN MUTATED 10P GAIN WILD-TYPE 
              1.55               0.07 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
             91.79             140.38 
  10P GAIN MUTATED 10P GAIN WILD-TYPE 
            14.170             20.155 
[1] "1.6 - 91.8 (14.2)"  "0.1 - 140.4 (20.2)"
[1] "hr=" "2.1"
D19V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  10P GAIN MUTATED         3        0        0        11         1         0
  10P GAIN WILD-TYPE      69        1       28       120         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  10P GAIN MUTATED           2          1          3          6        3
  10P GAIN WILD-TYPE        19         11         52         32       40
                    vv
clus                 STAGE IVA STAGE IVB
  10P GAIN MUTATED           3         0
  10P GAIN WILD-TYPE        15         2
D19V3, multiclass
            clus
vv           10P GAIN MUTATED 10P GAIN WILD-TYPE
  STAGE I                   3                 69
  STAGE IA                  0                  1
  STAGE II                  0                 28
  STAGE IIA                11                120
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                1                 11
  STAGE IIIB                3                 52
  STAGE IIIC                6                 32
  STAGE IV                  3                 40
  STAGE IVA                 3                 15
  STAGE IVB                 0                  2
[1] 13  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     1   2  27   4
  10P GAIN WILD-TYPE  10  74 273  47
D19V4, multiclass
    clus
vv   10P GAIN MUTATED 10P GAIN WILD-TYPE
  T1                1                 10
  T2                2                 74
  T3               27                273
  T4                4                 47
[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                  N0  N1  N2
  10P GAIN MUTATED    15   7  12
  10P GAIN WILD-TYPE 241  96  67
D19V5, multiclass
    clus
vv   10P GAIN MUTATED 10P GAIN WILD-TYPE
  N0               15                241
  N1                7                 96
  N2               12                 67
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  10P GAIN MUTATED    22   4   2   0   5
  10P GAIN WILD-TYPE 298  48   6   2  45
D19V6, multiclass
     clus
vv    10P GAIN MUTATED 10P GAIN WILD-TYPE
  M0                22                298
  M1                 4                 48
  M1A                2                  6
  M1B                0                  2
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D19V7, binary
                    cls
clus                   0   1
  10P GAIN MUTATED    15  19
  10P GAIN WILD-TYPE 192 213
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED     15   19
  10P GAIN WILD-TYPE  192  213
        clus
vv       10P GAIN MUTATED 10P GAIN WILD-TYPE
  FEMALE               15                192
  MALE                 19                213
[1] 2 2
[1] FALSE
D19V8, binary
                    cls
clus                   0   1
  10P GAIN MUTATED    30   4
  10P GAIN WILD-TYPE 348  55
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED     30    4
  10P GAIN WILD-TYPE  348   55
                               clus
vv                              10P GAIN MUTATED 10P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        30                348
  COLON MUCINOUS ADENOCARCINOMA                4                 55
[1] 2 2
[1] FALSE
D19V9, binary
                    cls
clus                   0   1
  10P GAIN MUTATED     0  34
  10P GAIN WILD-TYPE   3 402
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P GAIN MUTATED      0   34
  10P GAIN WILD-TYPE    3  402
     clus
vv    10P GAIN MUTATED 10P GAIN WILD-TYPE
  NO                 0                  3
  YES               34                402
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  10P GAIN MUTATED    24   1   2   2
  10P GAIN WILD-TYPE 289   2  22  23
D19V10, multiclass
    clus
vv   10P GAIN MUTATED 10P GAIN WILD-TYPE
  R0               24                289
  R1                1                  2
  R2                2                 22
  RX                2                 23
[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"
D19V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  10P GAIN MUTATED                                  1     1
  10P GAIN WILD-TYPE                                0    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  10P GAIN MUTATED                           5    20
  10P GAIN WILD-TYPE                        45   191
D19V12, multiclass
                                  clus
vv                                 10P GAIN MUTATED 10P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       5                 45
  WHITE                                          20                191
[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"

Clustering(20) Variable = 10Q GAIN MUTATION ANALYSIS
D20V1, survival
                    sevent
clus2                  0   1
  10Q GAIN MUTATED    15   4
  10Q GAIN WILD-TYPE 320  83
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                19                403 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
                 4                 83 
$`10Q GAIN MUTATED`
TCGA-4T-AA8H TCGA-A6-4107 TCGA-AA-3666 TCGA-AA-3851 TCGA-AA-3869 TCGA-AA-3982 
        5.26        32.45         2.01        33.07        27.02        27.02 
TCGA-AA-A01R TCGA-AY-A54L TCGA-AY-A8YK TCGA-CA-5254 TCGA-CM-5860 TCGA-CM-6678 
       35.01         5.19         6.87         2.24        16.01        11.01 
TCGA-D5-5539 TCGA-D5-6924 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-F4-6704 TCGA-G4-6299 
       19.59        14.30        12.59         7.50         1.55        74.56 
TCGA-G4-6317 
       36.00 

$`10Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06        37.02        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 
       17.79        42.28        44.91        35.11        45.60        13.94 
TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 
       15.52        37.05        37.25        16.04        34.65        36.53 
TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 
       14.53        32.91        31.63        30.44        29.19        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       23.61        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       22.52        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        26.01        12.99         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       21.01        13.02        24.00        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 
       20.98        19.99        13.94        19.99        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
        6.05         6.97        54.02        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       47.05        47.01        15.02        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 
       17.98        15.95        38.99        36.95        37.02        14.93 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
       17.03         0.99        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3875 
       31.07        53.00        17.03        24.03        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.00         2.01        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       24.00         2.01        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       24.00        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01S 
       12.00        31.00        31.00        38.07         1.02         1.02 
TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
       33.04        35.01        26.01        37.02        39.06        51.98 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
        2.96        39.98         2.01         5.03         0.92        22.03 
TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
       41.00        39.98        18.05        40.96         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
        4.21        56.55         0.79         0.72         1.58         1.02 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        0.10         0.76         0.20         0.43         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 
       14.50        27.09        16.31         0.95        15.75         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       21.44        17.82         5.52        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 
       65.00        62.79        61.41        49.41         6.77        12.10 
TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 
      100.01        29.56         5.23        11.74         3.19         1.94 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        3.06         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       70.16        15.62        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       22.03        22.98        30.08        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 
       15.02        17.03        15.02        12.00        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 
       16.04        21.99        14.99        12.99        13.02        15.02 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 
       14.04        11.01        12.95        13.05        11.08        11.08 
TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 
       10.06        12.03        14.99        12.26        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
       15.12        17.85         4.50        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 
       15.58         7.53        12.39        10.13        12.43         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
        9.44        11.64        13.41         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       49.91        13.32       140.38        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
      119.93        35.97        60.79       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
        8.61        13.38        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
       35.87        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       82.39        23.51        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
       91.79        46.75        47.15        52.80         4.11        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
       10.52         2.79         5.98         5.59         1.32         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.49        26.99        17.29         6.64        14.76        30.28 
TCGA-WS-AB45 
       67.00 

  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
              1.55               0.07 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
             74.56             140.38 
  10Q GAIN MUTATED 10Q GAIN WILD-TYPE 
             14.30              19.99 
[1] "1.6 - 74.6 (14.3)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.3"
D20V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  10Q GAIN MUTATED         2        0        0         5         0         0
  10Q GAIN WILD-TYPE      70        1       28       126         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  10Q GAIN MUTATED           2          1          2          4        1
  10Q GAIN WILD-TYPE        19         11         53         34       42
                    vv
clus                 STAGE IVA STAGE IVB
  10Q GAIN MUTATED           2         0
  10Q GAIN WILD-TYPE        16         2
D20V3, multiclass
            clus
vv           10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  STAGE I                   2                 70
  STAGE IA                  0                  1
  STAGE II                  0                 28
  STAGE IIA                 5                126
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                1                 11
  STAGE IIIB                2                 53
  STAGE IIIC                4                 34
  STAGE IV                  1                 42
  STAGE IVA                 2                 16
  STAGE IVB                 0                  2
[1] 13  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     0   2  16   2
  10Q GAIN WILD-TYPE  11  74 284  49
D20V4, multiclass
    clus
vv   10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  T1                0                 11
  T2                2                 74
  T3               16                284
  T4                2                 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                  N0  N1  N2
  10Q GAIN MUTATED     7   6   7
  10Q GAIN WILD-TYPE 249  97  72
D20V5, multiclass
    clus
vv   10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  N0                7                249
  N1                6                 97
  N2                7                 72
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  10Q GAIN MUTATED    12   2   1   0   4
  10Q GAIN WILD-TYPE 308  50   7   2  46
D20V6, multiclass
     clus
vv    10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  M0                12                308
  M1                 2                 50
  M1A                1                  7
  M1B                0                  2
  MX                 4                 46
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D20V7, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED     8  12
  10Q GAIN WILD-TYPE 199 220
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED      8   12
  10Q GAIN WILD-TYPE  199  220
        clus
vv       10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  FEMALE                8                199
  MALE                 12                220
[1] 2 2
[1] FALSE
D20V8, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED    16   4
  10Q GAIN WILD-TYPE 362  55
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED     16    4
  10Q GAIN WILD-TYPE  362   55
                               clus
vv                              10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        16                362
  COLON MUCINOUS ADENOCARCINOMA                4                 55
[1] 2 2
[1] FALSE
D20V9, binary
                    cls
clus                   0   1
  10Q GAIN MUTATED     0  20
  10Q GAIN WILD-TYPE   3 416
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q GAIN MUTATED      0   20
  10Q GAIN WILD-TYPE    3  416
     clus
vv    10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  NO                 0                  3
  YES               20                416
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  10Q GAIN MUTATED    14   0   1   2
  10Q GAIN WILD-TYPE 299   3  23  23
D20V10, multiclass
    clus
vv   10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  R0               14                299
  R1                0                  3
  R2                1                 23
  RX                2                 23
[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"
D20V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  10Q GAIN MUTATED                                  1     1
  10Q GAIN WILD-TYPE                                0    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  10Q GAIN MUTATED                           3    10
  10Q GAIN WILD-TYPE                        47   201
D20V12, multiclass
                                  clus
vv                                 10Q GAIN MUTATED 10Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       3                 47
  WHITE                                          10                201
[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"

Clustering(21) Variable = 11P GAIN MUTATION ANALYSIS
D21V1, survival
                    sevent
clus2                  0   1
  11P GAIN MUTATED    39  12
  11P GAIN WILD-TYPE 296  75
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                51                371 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
                12                 75 
$`11P GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2675 TCGA-A6-2679 TCGA-A6-5660 TCGA-A6-6142 TCGA-A6-6648 
       37.02        43.43        44.91        29.19        25.08        25.18 
TCGA-A6-6654 TCGA-A6-A56B TCGA-AA-3488 TCGA-AA-3494 TCGA-AA-3542 TCGA-AA-3552 
       23.87        52.44         5.03         1.02        12.99        13.02 
TCGA-AA-3553 TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3851 
       24.00        19.99        50.04        37.02        17.03        33.07 
TCGA-AA-3856 TCGA-AA-3867 TCGA-AA-3875 TCGA-AA-3955 TCGA-AA-3982 TCGA-AA-A00F 
        0.99        24.03        18.05        20.98        27.02        34.03 
TCGA-AA-A02F TCGA-AD-6888 TCGA-AD-6901 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-A8YK 
       39.98         4.21         1.02        16.31         0.95         6.87 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6603 TCGA-AZ-6608 TCGA-CK-4948 TCGA-CM-4750 
       65.00        62.79        29.56         1.94       102.44         8.02 
TCGA-CM-5868 TCGA-CM-6164 TCGA-CM-6166 TCGA-CM-6677 TCGA-D5-6533 TCGA-D5-6536 
       17.03        29.03        21.99        11.08         1.32        17.85 
TCGA-D5-6898 TCGA-D5-6929 TCGA-DM-A1D6 TCGA-DM-A28F TCGA-G4-6303 TCGA-G4-6307 
        7.53        13.41        49.91        35.97        61.87        55.04 
TCGA-G4-6310 TCGA-G4-6314 TCGA-RU-A8FL 
       45.11        35.93        30.28 

$`11P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.76        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       42.28        35.11        45.60        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.25        16.04        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       32.91        31.63        30.44        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
        8.38        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       20.12        19.66        20.28        16.24        24.92        61.84 
TCGA-A6-A5ZU TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        9.63         1.02         3.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 
       19.07        19.07        34.03        29.00        29.00        26.01 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 
        0.99        14.01        33.99        21.01        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 
       23.01        20.98        19.99        13.94        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
        6.05         6.97        54.02         2.01        14.01         0.92 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       47.05        47.01        15.02        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3848 
       17.98        15.95        38.99        36.95        14.93         0.99 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       36.03        32.05        31.07        31.07        53.00        17.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 
       27.02        29.98        31.00         2.01        12.99        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3966 
       33.01        26.01        24.00         2.01        34.03         2.01 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       25.02        24.00        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        19.00        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       12.00        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
        1.02        33.04        35.01        26.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
       51.98         2.96         2.01         5.03         0.92        22.03 
TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
       41.00        39.98        18.05        40.96         0.07        21.37 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 
       56.55         0.79         0.72         1.58         0.10         0.76 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
        0.20         0.43         0.46         0.92        14.50        27.09 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
       15.75         0.20        21.44        17.82         5.19         5.52 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
        5.13        83.80        22.36        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5254 
       12.10       100.01         5.23        11.74         3.19         2.24 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        3.06         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 
        0.33         0.10         1.35        17.56        40.34        70.16 
TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 
       15.62        48.20        51.32        21.99        21.14         2.93 
TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 
        2.01       124.27        23.05        20.02        37.02         8.02 
TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 
       26.04        27.02        13.02        29.06        22.03        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 
       30.08        16.01        15.02         5.03        15.02        15.02 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 
       15.02        12.00        14.04        16.04        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       13.02        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       19.59        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
       18.25         7.92        15.12         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       16.14        15.58        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
        9.04         9.44        11.64         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
       81.37       119.93        60.79       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
        8.61        13.38        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
       35.87         1.55        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 
        8.35        82.39        23.51        74.56        43.07        53.62 
TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6311 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 
       44.68        51.75        39.42        36.72        36.00        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       46.75        47.15        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
        2.79         5.98         5.59         1.32         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        67.00 

  11P GAIN MUTATED 11P GAIN WILD-TYPE 
              0.95               0.07 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
            102.44             140.38 
  11P GAIN MUTATED 11P GAIN WILD-TYPE 
             24.03              19.04 
[1] "0.9 - 102.4 (24.0)" "0.1 - 140.4 (19.0)"
[1] "hr=" "1.1"
D21V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  11P GAIN MUTATED         6        0        2         8         1         0
  11P GAIN WILD-TYPE      66        1       26       123         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  11P GAIN MUTATED           0          4         10          6        8
  11P GAIN WILD-TYPE        21          8         45         32       35
                    vv
clus                 STAGE IVA STAGE IVB
  11P GAIN MUTATED           5         0
  11P GAIN WILD-TYPE        13         2
D21V3, multiclass
            clus
vv           11P GAIN MUTATED 11P GAIN WILD-TYPE
  STAGE I                   6                 66
  STAGE IA                  0                  1
  STAGE II                  2                 26
  STAGE IIA                 8                123
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                4                  8
  STAGE IIIB               10                 45
  STAGE IIIC                6                 32
  STAGE IV                  8                 35
  STAGE IVA                 5                 13
  STAGE IVB                 0                  2
[1] 13  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     3   9  38   2
  11P GAIN WILD-TYPE   8  67 262  49
D21V4, multiclass
    clus
vv   11P GAIN MUTATED 11P GAIN WILD-TYPE
  T1                3                  8
  T2                9                 67
  T3               38                262
  T4                2                 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                  N0  N1  N2
  11P GAIN MUTATED    21  16  14
  11P GAIN WILD-TYPE 235  87  65
D21V5, multiclass
    clus
vv   11P GAIN MUTATED 11P GAIN WILD-TYPE
  N0               21                235
  N1               16                 87
  N2               14                 65
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  11P GAIN MUTATED    31  10   3   0   6
  11P GAIN WILD-TYPE 289  42   5   2  44
D21V6, multiclass
     clus
vv    11P GAIN MUTATED 11P GAIN WILD-TYPE
  M0                31                289
  M1                10                 42
  M1A                3                  5
  M1B                0                  2
  MX                 6                 44
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D21V7, binary
                    cls
clus                   0   1
  11P GAIN MUTATED    24  28
  11P GAIN WILD-TYPE 183 204
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED     24   28
  11P GAIN WILD-TYPE  183  204
        clus
vv       11P GAIN MUTATED 11P GAIN WILD-TYPE
  FEMALE               24                183
  MALE                 28                204
[1] 2 2
[1] FALSE
D21V8, binary
                    cls
clus                   0   1
  11P GAIN MUTATED    50   1
  11P GAIN WILD-TYPE 328  58
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED     50    1
  11P GAIN WILD-TYPE  328   58
                               clus
vv                              11P GAIN MUTATED 11P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        50                328
  COLON MUCINOUS ADENOCARCINOMA                1                 58
[1] 2 2
[1] FALSE
D21V9, binary
                    cls
clus                   0   1
  11P GAIN MUTATED     2  50
  11P GAIN WILD-TYPE   1 386
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P GAIN MUTATED      2   50
  11P GAIN WILD-TYPE    1  386
     clus
vv    11P GAIN MUTATED 11P GAIN WILD-TYPE
  NO                 2                  1
  YES               50                386
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  11P GAIN MUTATED    34   1   4   1
  11P GAIN WILD-TYPE 279   2  20  24
D21V10, multiclass
    clus
vv   11P GAIN MUTATED 11P GAIN WILD-TYPE
  R0               34                279
  R1                1                  2
  R2                4                 20
  RX                1                 24
[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"
D21V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  11P GAIN MUTATED                                  0     0
  11P GAIN WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  11P GAIN MUTATED                           5    30
  11P GAIN WILD-TYPE                        45   181
D21V12, multiclass
                                  clus
vv                                 11P GAIN MUTATED 11P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       5                 45
  WHITE                                          30                181
[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"

Clustering(22) Variable = 11Q GAIN MUTATION ANALYSIS
D22V1, survival
                    sevent
clus2                  0   1
  11Q GAIN MUTATED    38  10
  11Q GAIN WILD-TYPE 297  77
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                48                374 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
                10                 77 
$`11Q GAIN MUTATED`
TCGA-A6-2675 TCGA-A6-2679 TCGA-A6-5660 TCGA-A6-5667 TCGA-A6-6142 TCGA-A6-6648 
       43.43        44.91        29.19        29.16        25.08        25.18 
TCGA-A6-A56B TCGA-AA-3494 TCGA-AA-3532 TCGA-AA-3542 TCGA-AA-3552 TCGA-AA-3553 
       52.44         1.02        29.00        12.99        13.02        24.00 
TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3685 TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3848 
       19.99        50.04        37.05        37.02        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3867 TCGA-AA-3955 TCGA-AA-3982 
       33.07         0.99        31.07        24.03        20.98        27.02 
TCGA-AA-A00F TCGA-AY-4070 TCGA-AY-A8YK TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6603 
       34.03        16.31         6.87        65.00        62.79        29.56 
TCGA-AZ-6608 TCGA-CK-4948 TCGA-CM-4750 TCGA-CM-5868 TCGA-CM-6164 TCGA-CM-6166 
        1.94       102.44         8.02        17.03        29.03        21.99 
TCGA-CM-6677 TCGA-D5-5541 TCGA-D5-6533 TCGA-D5-6898 TCGA-D5-6929 TCGA-DM-A1D8 
       11.08        11.51         1.32         7.53        13.41        12.59 
TCGA-DM-A28F TCGA-G4-6303 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6314 TCGA-RU-A8FL 
       35.97        61.87        55.04        45.11        35.93        30.28 

$`11Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 
        5.06         5.26        37.02        46.65        43.76        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       17.79        42.28        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       37.05        37.25        16.04        34.65        36.53        14.53 
TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5661 TCGA-A6-5662 
       32.45        32.91        31.63        30.44        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.09        22.06        32.71        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
        8.38        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3495 
       61.84         9.63         5.03         1.02         3.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3534 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3554 
       26.01         0.99        14.01        33.99        21.01        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 
       29.95        23.01        20.98        19.99        13.94        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
        0.92        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3854 
       17.98        15.95        38.99        36.95        14.93        36.03 
TCGA-AA-3855 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3869 TCGA-AA-3870 
       32.05        31.07        53.00        17.03        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       18.05        31.00         2.01        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00         2.01        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       24.00        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       19.00        30.02        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
       27.02        42.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G 
       34.98        15.02        15.02         0.99        32.02        12.00 
TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       31.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
       33.04        35.01        26.01        37.02        39.06        51.98 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
        2.96        39.98         2.01         5.03         0.92        22.03 
TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
       41.00        39.98        18.05        40.96         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
        4.21        56.55         0.79         0.72         1.58         1.02 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        0.10         0.76         0.20         0.43         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 
       14.50        27.09         0.95        15.75         0.20        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.19         5.52        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 
       61.41        49.41         6.77        12.10       100.01         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
       11.74         3.19         2.24         3.06         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.29         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
       17.56        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 
       20.02        37.02         8.02        26.04        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       29.06        22.03        22.98        30.08        16.01        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 
        5.03        15.02        15.02        15.02        12.00        14.04 
TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       16.04        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6678 TCGA-CM-6679 
       11.01        12.95        13.05        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-6529 
       12.03        14.99        12.26        19.59        13.51        20.19 
TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       20.42        17.75        18.25         7.92        15.12        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 
        4.50        17.13        12.49        16.14        15.58        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       10.13        12.43        14.30         9.04         9.44        11.64 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
        1.51        12.00        11.38        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 
       38.20       130.65        92.75        49.91        13.32       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
        7.50        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G 
        6.12        14.04        26.47        81.37       119.93        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6311 
       74.56        43.07        53.62        44.68        51.75        39.42 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
        4.11        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
              0.99               0.07 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
            102.44             140.38 
  11Q GAIN MUTATED 11Q GAIN WILD-TYPE 
              26.1               19.0 
[1] "1.0 - 102.4 (26.1)" "0.1 - 140.4 (19.0)"
[1] "hr=" "1.1"
D22V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  11Q GAIN MUTATED         5        0        3         7         1         0
  11Q GAIN WILD-TYPE      67        1       25       124         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  11Q GAIN MUTATED           0          4         10          7        5
  11Q GAIN WILD-TYPE        21          8         45         31       38
                    vv
clus                 STAGE IVA STAGE IVB
  11Q GAIN MUTATED           5         0
  11Q GAIN WILD-TYPE        13         2
D22V3, multiclass
            clus
vv           11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  STAGE I                   5                 67
  STAGE IA                  0                  1
  STAGE II                  3                 25
  STAGE IIA                 7                124
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                4                  8
  STAGE IIIB               10                 45
  STAGE IIIC                7                 31
  STAGE IV                  5                 38
  STAGE IVA                 5                 13
  STAGE IVB                 0                  2
[1] 13  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     1   9  37   2
  11Q GAIN WILD-TYPE  10  67 263  49
D22V4, multiclass
    clus
vv   11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  T1                1                 10
  T2                9                 67
  T3               37                263
  T4                2                 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                  N0  N1  N2
  11Q GAIN MUTATED    19  17  13
  11Q GAIN WILD-TYPE 237  86  66
D22V5, multiclass
    clus
vv   11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  N0               19                237
  N1               17                 86
  N2               13                 66
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  11Q GAIN MUTATED    31   7   3   0   6
  11Q GAIN WILD-TYPE 289  45   5   2  44
D22V6, multiclass
     clus
vv    11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  M0                31                289
  M1                 7                 45
  M1A                3                  5
  M1B                0                  2
  MX                 6                 44
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D22V7, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED    23  26
  11Q GAIN WILD-TYPE 184 206
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED     23   26
  11Q GAIN WILD-TYPE  184  206
        clus
vv       11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  FEMALE               23                184
  MALE                 26                206
[1] 2 2
[1] FALSE
D22V8, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED    49   0
  11Q GAIN WILD-TYPE 329  59
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED     49    0
  11Q GAIN WILD-TYPE  329   59
                               clus
vv                              11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        49                329
  COLON MUCINOUS ADENOCARCINOMA                0                 59
[1] 2 2
[1] FALSE
D22V9, binary
                    cls
clus                   0   1
  11Q GAIN MUTATED     2  47
  11Q GAIN WILD-TYPE   1 389
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q GAIN MUTATED      2   47
  11Q GAIN WILD-TYPE    1  389
     clus
vv    11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  NO                 2                  1
  YES               47                389
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  11Q GAIN MUTATED    35   1   2   1
  11Q GAIN WILD-TYPE 278   2  22  24
D22V10, multiclass
    clus
vv   11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  R0               35                278
  R1                1                  2
  R2                2                 22
  RX                1                 24
[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"
D22V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  11Q GAIN MUTATED                                  0     0
  11Q GAIN WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  11Q GAIN MUTATED                           5    26
  11Q GAIN WILD-TYPE                        45   185
D22V12, multiclass
                                  clus
vv                                 11Q GAIN MUTATED 11Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       5                 45
  WHITE                                          26                185
[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"

Clustering(23) Variable = 12P GAIN MUTATION ANALYSIS
D23V1, survival
                    sevent
clus2                  0   1
  12P GAIN MUTATED    65  18
  12P GAIN WILD-TYPE 270  69
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
                83                339 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
                18                 69 
$`12P GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2679 TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-4105 
        5.06         5.26        44.91        13.94        16.04        14.53 
TCGA-A6-5664 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6780 TCGA-A6-A566 TCGA-AA-3494 
       22.09        25.08        20.61        20.12        24.92         1.02 
TCGA-AA-3506 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3560 TCGA-AA-3660 
       58.03        29.00        29.00        12.99        19.99        78.08 
TCGA-AA-3672 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3696 TCGA-AA-3710 
        0.92        11.01         5.98        37.05         5.03        26.99 
TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3851 
        0.99        35.05         0.99        37.02        14.93        33.07 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-A00K TCGA-AA-A01G 
       12.99        24.00        26.01        24.00        18.05        12.00 
TCGA-AA-A01I TCGA-AA-A029 TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03J 
       31.00        51.98         0.92        22.03        39.98        40.96 
TCGA-AD-5900 TCGA-AD-6963 TCGA-AM-5821 TCGA-AY-6196 TCGA-AY-A8YK TCGA-AZ-6598 
        0.07         0.10         0.92         0.20         6.87        49.41 
TCGA-AZ-6599 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CK-4948 
        6.77         3.19         1.94         2.24         3.06       102.44 
TCGA-CK-4950 TCGA-CK-4952 TCGA-CM-4744 TCGA-CM-4747 TCGA-CM-5860 TCGA-CM-5863 
       40.34        15.62        20.02         8.02        16.01        15.02 
TCGA-CM-6166 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6678 TCGA-D5-6529 TCGA-D5-6531 
       21.99        13.02        14.04        11.01        20.19        17.75 
TCGA-D5-6537 TCGA-D5-6924 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6931 TCGA-D5-7000 
        4.50        14.30        11.64        13.41        12.00        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1DB TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6703 
      119.70        24.43        44.32        95.18         8.61        35.87 
TCGA-G4-6306 TCGA-G4-6323 TCGA-G4-6627 TCGA-NH-A50U TCGA-NH-A6GB 
       44.68        13.78        47.15        10.98         5.59 

$`12P GAIN WILD-TYPE`
TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
       37.02        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 
       42.28        35.11        45.60        15.52        37.05        37.25 
TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       34.65        36.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       29.19        33.53        23.61        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 
       27.09        22.52        24.13         8.38        25.18        24.16 
TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6781 TCGA-A6-6782 
       21.76        24.69        24.39        23.87        19.66        20.28 
TCGA-A6-A565 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       16.24        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3510 TCGA-AA-3511 
        3.02        37.05         1.02        35.01        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       26.01         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 
       24.00        17.95        29.95        23.01        20.98        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 
       19.99        61.02         6.05         6.97        54.02         2.01 
TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3688 
       14.01        50.04        47.05        47.01        15.02        19.00 
TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3713 TCGA-AA-3811 TCGA-AA-3819 TCGA-AA-3821 
       36.00        85.05        19.04         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3846 TCGA-AA-3848 
       17.98        15.95        38.99        36.95        17.03         0.99 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       36.03        32.05         0.99        31.07        31.07        53.00 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 
       17.03        24.03        27.02        29.98        18.05        31.00 
TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
        2.01        33.01         2.01        20.98        34.03         2.01 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       25.02        24.00        27.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
       17.03         4.01        27.02        42.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       32.02        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E 
       33.04        35.01        26.01        37.02        39.06         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02W TCGA-AA-A03F TCGA-AD-6548 
       39.98         2.01         5.03        41.00        18.05        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
        4.21        56.55         0.79         0.72         1.58         1.02 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 TCGA-AU-6004 
        0.76         0.20         0.43         0.46        14.50        27.09 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
       16.31         0.95        15.75        21.44        17.82         5.19 
TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 
        5.52        75.25        50.37        58.39         1.41         5.65 
TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 
       32.94         5.13        83.80        22.36        65.00        62.79 
TCGA-AZ-5407 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 
       61.41        12.10       100.01        29.56         5.23        11.74 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        2.14         3.25         3.29         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4951 TCGA-CK-5912 TCGA-CK-5913 
        0.10         1.35        17.56        70.16        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
       37.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5864 
       22.03        22.98        30.08        15.02         5.03        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
       17.03        15.02        12.00        14.04        29.03        16.04 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       14.99        12.99        15.02        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.08        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 
       19.59        13.51        11.51        20.42        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
        7.92        15.12        17.85        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 
       15.58         7.53        12.39        10.13        12.43         9.04 
TCGA-D5-6927 TCGA-D5-6930 TCGA-D5-6932 TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
        9.44         1.51        11.38        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1HA 
       49.91        13.32        12.59       140.38         7.50       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6704 
       13.38        11.11        13.64        13.45         6.18         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 
       35.41        19.43       107.67        28.21         8.35        82.39 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6307 
       23.51        74.56        43.07        61.87        53.62        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       26.43        22.09        26.04        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       46.75        52.80         4.11        10.52         2.79         5.98 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  12P GAIN MUTATED 12P GAIN WILD-TYPE 
              0.07               0.07 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
            119.70             140.38 
  12P GAIN MUTATED 12P GAIN WILD-TYPE 
             15.62              20.98 
[1] "0.1 - 119.7 (15.6)" "0.1 - 140.4 (21.0)"
[1] "hr=" "1.2"
D23V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  12P GAIN MUTATED        12        1        8        36         1         0
  12P GAIN WILD-TYPE      60        0       20        95         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  12P GAIN MUTATED           4          4          5          8        6
  12P GAIN WILD-TYPE        17          8         50         30       37
                    vv
clus                 STAGE IVA STAGE IVB
  12P GAIN MUTATED           6         0
  12P GAIN WILD-TYPE        12         2
D23V3, multiclass
            clus
vv           12P GAIN MUTATED 12P GAIN WILD-TYPE
  STAGE I                  12                 60
  STAGE IA                  1                  0
  STAGE II                  8                 20
  STAGE IIA                36                 95
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 4                 17
  STAGE IIIA                4                  8
  STAGE IIIB                5                 50
  STAGE IIIC                8                 30
  STAGE IV                  6                 37
  STAGE IVA                 6                 12
  STAGE IVB                 0                  2
[1] 13  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     0  15  64  12
  12P GAIN WILD-TYPE  11  61 236  39
D23V4, multiclass
    clus
vv   12P GAIN MUTATED 12P GAIN WILD-TYPE
  T1                0                 11
  T2               15                 61
  T3               64                236
  T4               12                 39
[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                  N0  N1  N2
  12P GAIN MUTATED    61  17  14
  12P GAIN WILD-TYPE 195  86  65
D23V5, multiclass
    clus
vv   12P GAIN MUTATED 12P GAIN WILD-TYPE
  N0               61                195
  N1               17                 86
  N2               14                 65
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  12P GAIN MUTATED    67   7   5   0  11
  12P GAIN WILD-TYPE 253  45   3   2  39
D23V6, multiclass
     clus
vv    12P GAIN MUTATED 12P GAIN WILD-TYPE
  M0                67                253
  M1                 7                 45
  M1A                5                  3
  M1B                0                  2
  MX                11                 39
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D23V7, binary
                    cls
clus                   0   1
  12P GAIN MUTATED    44  48
  12P GAIN WILD-TYPE 163 184
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED     44   48
  12P GAIN WILD-TYPE  163  184
        clus
vv       12P GAIN MUTATED 12P GAIN WILD-TYPE
  FEMALE               44                163
  MALE                 48                184
[1] 2 2
[1] FALSE
D23V8, binary
                    cls
clus                   0   1
  12P GAIN MUTATED    78  14
  12P GAIN WILD-TYPE 300  45
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED     78   14
  12P GAIN WILD-TYPE  300   45
                               clus
vv                              12P GAIN MUTATED 12P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        78                300
  COLON MUCINOUS ADENOCARCINOMA               14                 45
[1] 2 2
[1] FALSE
D23V9, binary
                    cls
clus                   0   1
  12P GAIN MUTATED     0  92
  12P GAIN WILD-TYPE   3 344
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P GAIN MUTATED      0   92
  12P GAIN WILD-TYPE    3  344
     clus
vv    12P GAIN MUTATED 12P GAIN WILD-TYPE
  NO                 0                  3
  YES               92                344
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  12P GAIN MUTATED    70   1   3   4
  12P GAIN WILD-TYPE 243   2  21  21
D23V10, multiclass
    clus
vv   12P GAIN MUTATED 12P GAIN WILD-TYPE
  R0               70                243
  R1                1                  2
  R2                3                 21
  RX                4                 21
[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"
D23V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  12P GAIN MUTATED                                  0     2
  12P GAIN WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  12P GAIN MUTATED                          11    40
  12P GAIN WILD-TYPE                        39   171
D23V12, multiclass
                                  clus
vv                                 12P GAIN MUTATED 12P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                      11                 39
  WHITE                                          40                171
[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"

Clustering(24) Variable = 12Q GAIN MUTATION ANALYSIS
D24V1, survival
                    sevent
clus2                  0   1
  12Q GAIN MUTATED    64  14
  12Q GAIN WILD-TYPE 271  73
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
                78                344 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
                14                 73 
$`12Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2679 TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-4105 
        5.06         5.26        44.91        13.94        16.04        14.53 
TCGA-A6-5664 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6780 TCGA-A6-A566 TCGA-AA-3494 
       22.09        25.08        20.61        20.12        24.92         1.02 
TCGA-AA-3506 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3560 TCGA-AA-3660 
       58.03        29.00        29.00        12.99        19.99        78.08 
TCGA-AA-3672 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3715 
        0.92         5.98        37.05         5.03        26.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3851 TCGA-AA-3939 
       35.05         0.99        37.02        14.93        33.07        12.99 
TCGA-AA-3941 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3976 TCGA-AA-A00J TCGA-AA-A00K 
       24.00        26.01        24.00        26.01        18.05        18.05 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A029 TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y 
       12.00        31.00        51.98         0.92        22.03        39.98 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AM-5821 TCGA-AY-A8YK TCGA-AZ-6598 TCGA-AZ-6599 
       40.96         0.07         0.92         6.87        49.41         6.77 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4952 
        1.94         2.24         3.06       102.44        40.34        15.62 
TCGA-CM-4747 TCGA-CM-5860 TCGA-CM-5863 TCGA-CM-6166 TCGA-CM-6169 TCGA-CM-6171 
        8.02        16.01        15.02        21.99        13.02        14.04 
TCGA-CM-6678 TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6537 TCGA-D5-6924 TCGA-D5-6928 
       11.01        20.19        17.75         4.50        14.30        11.64 
TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A28M TCGA-F4-6463 
       12.00        10.26       119.70        24.43        95.18        13.64 
TCGA-F4-6703 TCGA-G4-6306 TCGA-G4-6323 TCGA-G4-6627 TCGA-NH-A50U TCGA-NH-A6GB 
       35.87        44.68        13.78        47.15        10.98         5.59 

$`12Q GAIN WILD-TYPE`
TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
       37.02        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 
       42.28        35.11        45.60        15.52        37.05        37.25 
TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       34.65        36.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       29.19        33.53        23.61        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 
       27.09        22.52        24.13         8.38        25.18        24.16 
TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6781 TCGA-A6-6782 
       21.76        24.69        24.39        23.87        19.66        20.28 
TCGA-A6-A565 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       16.24        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3510 TCGA-AA-3511 
        3.02        37.05         1.02        35.01        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       26.01         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 
       24.00        17.95        29.95        23.01        20.98        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 
       19.99        61.02         6.05         6.97        54.02         2.01 
TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
       14.01        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3713 TCGA-AA-3811 TCGA-AA-3819 
       19.00        36.00        85.05        19.04         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3846 
        1.02        17.98        15.95        38.99        36.95        17.03 
TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
        0.99        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       31.00         2.01        33.01         2.01        20.98        34.03 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
        2.01        21.99        16.08        50.99        13.05        34.06 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       25.02        24.00        27.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00L 
       13.94        38.04        19.00        30.02        34.03        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E TCGA-AA-A02F 
       35.01        26.01        37.02        39.06         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02W TCGA-AA-A03F TCGA-AD-6548 TCGA-AD-6888 
        2.01         5.03        41.00        18.05        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       56.55         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 TCGA-AU-6004 
        0.76         0.20         0.43         0.46        14.50        27.09 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 
       16.31         0.95        15.75         0.20        21.44        17.82 
TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.19         5.52        75.25        50.37        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        5.65        32.94         5.13        83.80        22.36        65.00 
TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       62.79        61.41        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
       11.74         3.19         2.14         3.25         3.29         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4951 
        0.26         0.33         0.10         1.35        17.56        70.16 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       48.20        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4750 
      124.27        23.05        20.02        37.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
       15.02         5.03        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6170 
       14.04        29.03        16.04        14.99        12.99        15.02 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 
       11.01        12.95        13.05        11.08        11.08        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       20.42        18.25         1.32         7.92        15.12        17.85 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.13        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6929 TCGA-D5-6930 
       10.13        12.43         9.04         9.44        13.41         1.51 
TCGA-D5-6932 TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       11.38        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       12.59       140.38         7.50        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6459 
      119.93        35.97        60.79       117.07        98.24         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6704 TCGA-F4-6805 
       13.38        11.11        13.45         6.18         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6307 TCGA-G4-6309 
       74.56        43.07        61.87        53.62        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 
       45.11        39.42        35.93        36.72        36.00        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       22.09        26.04        35.80        26.17        91.79        46.75 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GC 
       52.80         4.11        10.52         2.79         5.98         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.19         5.49        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
              0.07               0.07 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
            119.70             140.38 
  12Q GAIN MUTATED 12Q GAIN WILD-TYPE 
            16.895             20.150 
[1] "0.1 - 119.7 (16.9)" "0.1 - 140.4 (20.1)"
[1] "hr=" "1.1"
D24V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  12Q GAIN MUTATED        11        1        7        36         1         0
  12Q GAIN WILD-TYPE      61        0       21        95         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  12Q GAIN MUTATED           3          5          5          7        3
  12Q GAIN WILD-TYPE        18          7         50         31       40
                    vv
clus                 STAGE IVA STAGE IVB
  12Q GAIN MUTATED           6         0
  12Q GAIN WILD-TYPE        12         2
D24V3, multiclass
            clus
vv           12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  STAGE I                  11                 61
  STAGE IA                  1                  0
  STAGE II                  7                 21
  STAGE IIA                36                 95
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 3                 18
  STAGE IIIA                5                  7
  STAGE IIIB                5                 50
  STAGE IIIC                7                 31
  STAGE IV                  3                 40
  STAGE IVA                 6                 12
  STAGE IVB                 0                  2
[1] 13  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     0  15  58  11
  12Q GAIN WILD-TYPE  11  61 242  40
D24V4, multiclass
    clus
vv   12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  T1                0                 11
  T2               15                 61
  T3               58                242
  T4               11                 40
[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                  N0  N1  N2
  12Q GAIN MUTATED    58  18   9
  12Q GAIN WILD-TYPE 198  85  70
D24V5, multiclass
    clus
vv   12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  N0               58                198
  N1               18                 85
  N2                9                 70
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  12Q GAIN MUTATED    65   4   5   0  10
  12Q GAIN WILD-TYPE 255  48   3   2  40
D24V6, multiclass
     clus
vv    12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  M0                65                255
  M1                 4                 48
  M1A                5                  3
  M1B                0                  2
  MX                10                 40
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D24V7, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED    41  44
  12Q GAIN WILD-TYPE 166 188
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED     41   44
  12Q GAIN WILD-TYPE  166  188
        clus
vv       12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  FEMALE               41                166
  MALE                 44                188
[1] 2 2
[1] FALSE
D24V8, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED    70  15
  12Q GAIN WILD-TYPE 308  44
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED     70   15
  12Q GAIN WILD-TYPE  308   44
                               clus
vv                              12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        70                308
  COLON MUCINOUS ADENOCARCINOMA               15                 44
[1] 2 2
[1] FALSE
D24V9, binary
                    cls
clus                   0   1
  12Q GAIN MUTATED     0  85
  12Q GAIN WILD-TYPE   3 351
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q GAIN MUTATED      0   85
  12Q GAIN WILD-TYPE    3  351
     clus
vv    12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  NO                 0                  3
  YES               85                351
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  12Q GAIN MUTATED    67   1   2   4
  12Q GAIN WILD-TYPE 246   2  22  21
D24V10, multiclass
    clus
vv   12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  R0               67                246
  R1                1                  2
  R2                2                 22
  RX                4                 21
[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"
D24V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  12Q GAIN MUTATED                                  0     2
  12Q GAIN WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  12Q GAIN MUTATED                          11    34
  12Q GAIN WILD-TYPE                        39   177
D24V12, multiclass
                                  clus
vv                                 12Q GAIN MUTATED 12Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                      11                 39
  WHITE                                          34                177
[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"

Clustering(25) Variable = 13Q GAIN MUTATION ANALYSIS
D25V1, survival
                    sevent
clus2                  0   1
  13Q GAIN MUTATED   194  48
  13Q GAIN WILD-TYPE 141  39
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
               242                180 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
                48                 39 
$`13Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2678 
        5.06         5.26        37.02        46.65        43.76        42.28 
TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-3807 
       44.91        35.11        45.60        13.94        15.52        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5660 
       36.53        14.53        32.45        32.91        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 
       33.53        23.61        32.71        29.16        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 
       24.13        25.08        25.18        24.16        20.61        21.76 
TCGA-A6-6652 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 
       24.69        23.87        20.28        61.84         9.63         5.03 
TCGA-AA-3489 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3506 TCGA-AA-3511 TCGA-AA-3517 
        1.02        37.05         1.02        58.03         6.97        38.99 
TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        9.07        24.03        36.03        34.03        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 
       13.02        24.00        20.98        19.99        13.94        19.99 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3679 
       78.08         6.05         2.01        14.01        50.04        15.02 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3697 TCGA-AA-3715 TCGA-AA-3811 
        5.98        37.05        19.00        85.05         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       35.05         0.99        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3867 
        0.99        32.05         0.99        31.07        17.03        24.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3949 
       27.02        29.98         2.01        12.99        24.00        26.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3976 
       20.98        34.03        16.08        50.99        13.05        26.01 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00D 
       27.02        19.07         7.96        27.02        13.94        19.00 
TCGA-AA-A00F TCGA-AA-A00L TCGA-AA-A00Q TCGA-AA-A00W TCGA-AA-A017 TCGA-AA-A01C 
       34.03        17.03        42.02        14.99        15.02        15.02 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01T TCGA-AA-A02E TCGA-AA-A02F 
       32.02        12.00        31.00        33.04         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03J TCGA-AD-6548 TCGA-AD-6890 
        2.01        41.00        39.98        40.96        21.37         0.79 
TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AY-4070 
        1.58         1.02         0.10         0.20         0.43        16.31 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 
        0.95        15.75        21.44         5.19         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4323 TCGA-AZ-4616 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 
       50.37         1.41         5.13        22.36        65.00        62.79 
TCGA-AZ-6598 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 
       49.41        12.10        29.56         5.23        11.74         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-6715 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        2.24         3.06         0.07         1.35        17.56       102.44 
TCGA-CK-5912 TCGA-CK-6748 TCGA-CM-4744 TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-4752 
       48.20         2.01        20.02         8.02         8.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5862 
       29.06        22.03        22.98        30.08        16.01         5.03 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
       15.02        17.03        15.02        14.04        29.03        16.04 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6676 
       14.99        12.99        13.02        15.02        11.01        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 
       11.08        11.01        10.06        12.26        19.59        13.51 
TCGA-D5-5541 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 
       11.51        17.75        18.25         1.32         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6898 TCGA-D5-6922 
       17.85         4.50        17.13        12.49         7.53        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6931 TCGA-D5-6932 
       12.43        14.30         9.04        13.41        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       10.26       119.70       130.65        92.75        49.91        13.32 
TCGA-DM-A1DA TCGA-DM-A1HA TCGA-DM-A280 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
        7.50       131.51         7.76         6.12        14.04        26.47 
TCGA-DM-A28E TCGA-DM-A28F TCGA-F4-6460 TCGA-F4-6570 TCGA-F4-6806 TCGA-F4-6807 
      119.93        35.97        13.38         6.18        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6854 TCGA-F4-6855 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
       33.67         0.53        35.41       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6303 TCGA-G4-6306 TCGA-G4-6310 
       82.39        23.51        74.56        61.87        44.68        45.11 
TCGA-G4-6311 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6586 TCGA-G4-6625 TCGA-G4-6626 
       39.42        36.00        26.43        35.80        91.79        46.75 
TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 
       47.15         4.11        10.52         5.59         5.19         5.49 
TCGA-QG-A5YV TCGA-RU-A8FL 
       26.99        30.28 

$`13Q GAIN WILD-TYPE`
TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 
       43.43        23.38        17.79        37.05        37.25        16.04 
TCGA-A6-5657 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6141 TCGA-A6-6653 TCGA-A6-6780 
       31.63        22.09        22.06         8.38        24.39        20.12 
TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-AA-3492 TCGA-AA-3494 
       19.66        16.24        24.92        52.44         3.02         1.02 
TCGA-AA-3502 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3522 
       35.01        63.98         1.02        13.02         1.02        37.05 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
        8.05        19.07        19.07        17.95        29.95        23.01 
TCGA-AA-3655 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 
       61.02         6.97        54.02         0.92        47.05        47.01 
TCGA-AA-3680 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3819 
       11.01        36.00         5.03        26.99        19.04        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3851 TCGA-AA-3854 
        1.02        17.98        15.95        38.99        33.07        36.03 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3947 TCGA-AA-3950 
       31.07        53.00        18.05        31.00        33.01        24.00 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 
        2.01         2.01        21.99        34.06        25.02        24.00 
TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00N TCGA-AA-A00O 
       38.04        30.02        18.05        18.05         4.01        27.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A01D TCGA-AA-A01K 
        0.99        17.03        21.99        34.98         0.99        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X 
       38.07         1.02        35.01         1.02        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
       37.02        39.06        51.98         5.03         0.92        22.03 
TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6964 
       18.05         0.07         4.21        56.55         0.72         0.76 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-6196 TCGA-AY-6386 
        0.46         0.92        14.50        27.09         0.20        17.82 
TCGA-AY-A69D TCGA-AZ-4315 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-5407 
        5.52        58.39         5.65        32.94        83.80        61.41 
TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6607 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 
        6.77       100.01         3.19         2.14         3.25         3.29 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        0.26         0.33         0.10        40.34        70.16        15.62 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 
       51.32        21.99        21.14         2.93       124.27        23.05 
TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-6162 
       37.02        26.04        27.02        15.02        15.02        12.00 
TCGA-CM-6166 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6680 TCGA-D5-5537 
       21.99        14.04        12.95        13.05        12.03        14.99 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6927 
       20.19        20.42        16.14        15.58        12.39         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D8 TCGA-DM-A1D9 
       11.64         1.51        24.43        38.20        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HB TCGA-DM-A282 TCGA-DM-A28C TCGA-DM-A28G TCGA-DM-A28H 
       44.32       135.65       139.17        81.37        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       98.24        95.18         8.61        11.11        13.64        13.45 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6809 TCGA-F4-6856 TCGA-G4-6302 
       35.87         1.55        16.31         1.28        19.43        43.07 
TCGA-G4-6304 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6321 
       53.62        55.04        51.75        35.93        36.72        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6588 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A5IV 
       26.04        13.78        26.17        52.80        10.98         2.79 
TCGA-NH-A6GA TCGA-NH-A6GC TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.98         1.32        17.29         6.64        14.76        67.00 

  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
              0.07               0.07 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
            131.51             140.38 
  13Q GAIN MUTATED 13Q GAIN WILD-TYPE 
            19.000             20.305 
[1] "0.1 - 131.5 (19.0)" "0.1 - 140.4 (20.3)"
[1] "hr=" "1"  
D25V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  13Q GAIN MUTATED        40        0       14        62         2         1
  13Q GAIN WILD-TYPE      32        1       14        69         6         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  13Q GAIN MUTATED          11         11         33         23       34
  13Q GAIN WILD-TYPE        10          1         22         15        9
                    vv
clus                 STAGE IVA STAGE IVB
  13Q GAIN MUTATED          14         0
  13Q GAIN WILD-TYPE         4         2
D25V3, multiclass
            clus
vv           13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  STAGE I                  40                 32
  STAGE IA                  0                  1
  STAGE II                 14                 14
  STAGE IIA                62                 69
  STAGE IIB                 2                  6
  STAGE IIC                 1                  0
  STAGE III                11                 10
  STAGE IIIA               11                  1
  STAGE IIIB               33                 22
  STAGE IIIC               23                 15
  STAGE IV                 34                  9
  STAGE IVA                14                  4
  STAGE IVB                 0                  2
[1] 13  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  43 171  29
  13Q GAIN WILD-TYPE   4  33 129  22
D25V4, multiclass
    clus
vv   13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  T1                7                  4
  T2               43                 33
  T3              171                129
  T4               29                 22
[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                  N0  N1  N2
  13Q GAIN MUTATED   129  69  52
  13Q GAIN WILD-TYPE 127  34  27
D25V5, multiclass
    clus
vv   13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  N0              129                127
  N1               69                 34
  N2               52                 27
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  13Q GAIN MUTATED   175  40   7   0  25
  13Q GAIN WILD-TYPE 145  12   1   2  25
D25V6, multiclass
     clus
vv    13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  M0               175                145
  M1                40                 12
  M1A                7                  1
  M1B                0                  2
  MX                25                 25
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D25V7, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED   113 137
  13Q GAIN WILD-TYPE  94  95
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED    113  137
  13Q GAIN WILD-TYPE   94   95
        clus
vv       13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  FEMALE              113                 94
  MALE                137                 95
[1] 2 2
[1] FALSE
D25V8, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED   233  16
  13Q GAIN WILD-TYPE 145  43
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED    233   16
  13Q GAIN WILD-TYPE  145   43
                               clus
vv                              13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       233                145
  COLON MUCINOUS ADENOCARCINOMA               16                 43
[1] 2 2
[1] FALSE
D25V9, binary
                    cls
clus                   0   1
  13Q GAIN MUTATED     3 247
  13Q GAIN WILD-TYPE   0 189
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q GAIN MUTATED      3  247
  13Q GAIN WILD-TYPE    0  189
     clus
vv    13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  NO                 3                  0
  YES              247                189
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  13Q GAIN MUTATED   174   1  18   9
  13Q GAIN WILD-TYPE 139   2   6  16
D25V10, multiclass
    clus
vv   13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  R0              174                139
  R1                1                  2
  R2               18                  6
  RX                9                 16
[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"
D25V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  13Q GAIN MUTATED                                  0     4
  13Q GAIN WILD-TYPE                                1     7
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  13Q GAIN MUTATED                          27   128
  13Q GAIN WILD-TYPE                        23    83
D25V12, multiclass
                                  clus
vv                                 13Q GAIN MUTATED 13Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           4                  7
  BLACK OR AFRICAN AMERICAN                      27                 23
  WHITE                                         128                 83
[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"

Clustering(26) Variable = 14Q GAIN MUTATION ANALYSIS
D26V1, survival
                    sevent
clus2                  0   1
  14Q GAIN MUTATED    27   5
  14Q GAIN WILD-TYPE 308  82
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                32                390 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
                 5                 82 
$`14Q GAIN MUTATED`
TCGA-A6-2674 TCGA-A6-2681 TCGA-A6-2686 TCGA-A6-5667 TCGA-A6-6648 TCGA-A6-6649 
       43.76        45.60        16.04        29.16        25.18        24.16 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3558 TCGA-AA-3660 TCGA-AA-3851 TCGA-AA-3941 
       26.01        12.99        20.98        78.08        33.07        24.00 
TCGA-AA-3966 TCGA-AA-A00D TCGA-AA-A01D TCGA-AA-A02O TCGA-AD-6890 TCGA-AD-6965 
        2.01        19.00         0.99         0.92         0.79         0.20 
TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-6719 TCGA-CM-5864 TCGA-CM-6678 TCGA-D5-5539 
        3.19         2.24         1.35        15.02        11.01        19.59 
TCGA-D5-6538 TCGA-DM-A285 TCGA-DM-A28M TCGA-F4-6704 TCGA-G4-6307 TCGA-G4-6626 
       17.13         6.12        95.18         1.55        55.04        46.75 
TCGA-G4-6627 TCGA-NH-A6GC 
       47.15         1.32 

$`14Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        37.02        46.65        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 
       17.79        42.28        44.91        35.11        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.05        37.25        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.09        22.06        32.71        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
        8.38        25.08        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       34.03        29.00        29.00         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       21.01        13.02        24.00        17.95        29.95        23.01 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3662 TCGA-AA-3663 
       19.99        13.94        19.99        61.02         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       54.02         2.01        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 
       47.01        15.02        11.01         5.98        37.05        19.00 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       36.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        0.99        35.05         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       15.95        38.99        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
        0.99        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        12.99        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 
        2.01        20.98        34.03        21.99        16.08        50.99 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 
       13.05        34.06        26.01        25.02        24.00        27.02 
TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00E 
       19.07         7.96        27.02        13.94        38.04        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       15.02        15.02        32.02        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V 
       38.07         1.02        35.01         1.02        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F 
       26.01        37.02        39.06        51.98         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        2.01         5.03        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6895 
       40.96         0.07        21.37         4.21        56.55         0.72 
TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 
        1.58         1.02         0.10         0.76         0.43         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.92        14.50        27.09        16.31         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 
       11.74         1.94         3.06         2.14         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 
        0.07         0.26         0.33         0.10        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 
       37.02         8.02        26.04         8.02        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       29.06        22.03        22.98        30.08        16.01        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 
        5.03        15.02        17.03        15.02        12.00        14.04 
TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 
       29.03        16.04        21.99        14.99        12.99        13.02 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 
       11.08        10.06        12.03        14.99        12.26        13.51 
TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 
       11.51        20.19        20.42        17.75        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6539 TCGA-D5-6540 
        7.92        15.12        17.85         4.50        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       15.58         7.53        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 
       44.32       131.51       135.65         7.76       139.17        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
       26.47        81.37       119.93        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       98.24         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
        6.18        35.87        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 
        8.35        82.39        23.51        74.56        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       53.62        44.68        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
       35.80        26.17        91.79        52.80         4.11        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 
       10.52         2.79         5.98         5.59         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        30.28        67.00 

  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
              0.20               0.07 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
             95.18             140.38 
  14Q GAIN MUTATED 14Q GAIN WILD-TYPE 
            18.065             19.990 
[1] "0.2 - 95.2 (18.1)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.2"
D26V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  14Q GAIN MUTATED         5        0        2        10         0         0
  14Q GAIN WILD-TYPE      67        1       26       121         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  14Q GAIN MUTATED           0          1          4          3        3
  14Q GAIN WILD-TYPE        21         11         51         35       40
                    vv
clus                 STAGE IVA STAGE IVB
  14Q GAIN MUTATED           3         1
  14Q GAIN WILD-TYPE        15         1
D26V3, multiclass
            clus
vv           14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  STAGE I                   5                 67
  STAGE IA                  0                  1
  STAGE II                  2                 26
  STAGE IIA                10                121
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                1                 11
  STAGE IIIB                4                 51
  STAGE IIIC                3                 35
  STAGE IV                  3                 40
  STAGE IVA                 3                 15
  STAGE IVB                 1                  1
[1] 13  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     1   5  23   5
  14Q GAIN WILD-TYPE  10  71 277  46
D26V4, multiclass
    clus
vv   14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  T1                1                 10
  T2                5                 71
  T3               23                277
  T4                5                 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                  N0  N1  N2
  14Q GAIN MUTATED    19   7   8
  14Q GAIN WILD-TYPE 237  96  71
D26V5, multiclass
    clus
vv   14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  N0               19                237
  N1                7                 96
  N2                8                 71
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  14Q GAIN MUTATED    22   3   3   1   5
  14Q GAIN WILD-TYPE 298  49   5   1  45
D26V6, multiclass
     clus
vv    14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  M0                22                298
  M1                 3                 49
  M1A                3                  5
  M1B                1                  1
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D26V7, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED    14  20
  14Q GAIN WILD-TYPE 193 212
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED     14   20
  14Q GAIN WILD-TYPE  193  212
        clus
vv       14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  FEMALE               14                193
  MALE                 20                212
[1] 2 2
[1] FALSE
D26V8, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED    26   8
  14Q GAIN WILD-TYPE 352  51
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED     26    8
  14Q GAIN WILD-TYPE  352   51
                               clus
vv                              14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        26                352
  COLON MUCINOUS ADENOCARCINOMA                8                 51
[1] 2 2
[1] FALSE
D26V9, binary
                    cls
clus                   0   1
  14Q GAIN MUTATED     0  34
  14Q GAIN WILD-TYPE   3 402
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q GAIN MUTATED      0   34
  14Q GAIN WILD-TYPE    3  402
     clus
vv    14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  NO                 0                  3
  YES               34                402
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  14Q GAIN MUTATED    22   0   1   3
  14Q GAIN WILD-TYPE 291   3  23  22
D26V10, multiclass
    clus
vv   14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  R0               22                291
  R1                0                  3
  R2                1                 23
  RX                3                 22
[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"
D26V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  14Q GAIN MUTATED                                  1     2
  14Q GAIN WILD-TYPE                                0     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  14Q GAIN MUTATED                           1    19
  14Q GAIN WILD-TYPE                        49   192
D26V12, multiclass
                                  clus
vv                                 14Q GAIN MUTATED 14Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                       1                 49
  WHITE                                          19                192
[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"

Clustering(27) Variable = 15Q GAIN MUTATION ANALYSIS
D27V1, survival
                    sevent
clus2                  0   1
  15Q GAIN MUTATED     8   3
  15Q GAIN WILD-TYPE 327  84
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                11                411 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
                 3                 84 
$`15Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-6649 TCGA-AA-3534 TCGA-AA-3941 TCGA-AY-4070 TCGA-AZ-4614 
        5.06        24.16        29.00        24.00        16.31         5.65 
TCGA-CA-5254 TCGA-CM-6161 TCGA-D5-6531 TCGA-DM-A1DB TCGA-G4-6297 
        2.24        15.02        17.75        44.32        82.39 

$`15Q GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.26        37.02        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 
       17.79        42.28        44.91        35.11        45.60        13.94 
TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 
       15.52        37.05        37.25        16.04        34.65        36.53 
TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       14.53        32.45        32.91        31.63        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 
       27.09        22.52        24.13         8.38        25.08        25.18 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       13.02        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       19.99        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
        6.97        54.02         2.01        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       47.05        47.01        15.02        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 
       17.98        15.95        38.99        36.95        37.02        14.93 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 
       17.03         0.99        33.07        36.03        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       31.07        31.07        53.00        17.03        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 
       29.98        18.05        31.00         2.01        12.99        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
       26.01        24.00         2.01        20.98        34.03         2.01 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       25.02        24.00        27.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
        0.99        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X 
        1.02        35.01         1.02        33.04        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       37.02        39.06        51.98         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       40.96         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
        0.72         1.58         1.02         0.10         0.76         0.20 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 
        0.43         0.46         0.92        14.50        27.09         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
       15.75         0.20        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 
        6.87        75.25        50.37        58.39         1.41        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
       11.74         3.19         1.94         3.06         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.29         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
       16.01        15.02         5.03        15.02        15.02        17.03 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       12.00        14.04        29.03        16.04        21.99        14.99 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 
       13.05        11.08        11.08        11.01        10.06        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 
       14.99        12.26        19.59        13.51        11.51        20.19 
TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       20.42        18.25         1.32         7.92        15.12        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 
       11.64        13.41         1.51        12.00        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1HA TCGA-DM-A1HB 
       13.32        12.59       140.38         7.50       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
      119.93        35.97        60.79       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
        8.61        13.38        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
       35.87         1.55        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
        8.35        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       44.68        55.04        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
        4.11        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
              2.24               0.07 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
             82.39             140.38 
  15Q GAIN MUTATED 15Q GAIN WILD-TYPE 
             17.75              19.66 
[1] "2.2 - 82.4 (17.8)"  "0.1 - 140.4 (19.7)"
[1] "hr=" "1.3"
D27V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  15Q GAIN MUTATED         2        0        0         4         0         0
  15Q GAIN WILD-TYPE      70        1       28       127         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  15Q GAIN MUTATED           0          0          1          1        2
  15Q GAIN WILD-TYPE        21         12         54         37       41
                    vv
clus                 STAGE IVA STAGE IVB
  15Q GAIN MUTATED           2         0
  15Q GAIN WILD-TYPE        16         2
D27V3, multiclass
            clus
vv           15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  STAGE I                   2                 70
  STAGE IA                  0                  1
  STAGE II                  0                 28
  STAGE IIA                 4                127
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                0                 12
  STAGE IIIB                1                 54
  STAGE IIIC                1                 37
  STAGE IV                  2                 41
  STAGE IVA                 2                 16
  STAGE IVB                 0                  2
[1] 13  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     0   2   7   3
  15Q GAIN WILD-TYPE  11  74 293  48
D27V4, multiclass
    clus
vv   15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  T1                0                 11
  T2                2                 74
  T3                7                293
  T4                3                 48
[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                  N0  N1  N2
  15Q GAIN MUTATED     6   3   3
  15Q GAIN WILD-TYPE 250 100  76
D27V5, multiclass
    clus
vv   15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  N0                6                250
  N1                3                100
  N2                3                 76
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  15Q GAIN MUTATED     8   3   1   0   0
  15Q GAIN WILD-TYPE 312  49   7   2  50
D27V6, multiclass
     clus
vv    15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  M0                 8                312
  M1                 3                 49
  M1A                1                  7
  M1B                0                  2
  MX                 0                 50
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D27V7, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED     9   3
  15Q GAIN WILD-TYPE 198 229
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED      9    3
  15Q GAIN WILD-TYPE  198  229
        clus
vv       15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  FEMALE                9                198
  MALE                  3                229
[1] 2 2
[1] FALSE
D27V8, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED    11   1
  15Q GAIN WILD-TYPE 367  58
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED     11    1
  15Q GAIN WILD-TYPE  367   58
                               clus
vv                              15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        11                367
  COLON MUCINOUS ADENOCARCINOMA                1                 58
[1] 2 2
[1] FALSE
D27V9, binary
                    cls
clus                   0   1
  15Q GAIN MUTATED     0  12
  15Q GAIN WILD-TYPE   3 424
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q GAIN MUTATED      0   12
  15Q GAIN WILD-TYPE    3  424
     clus
vv    15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  NO                 0                  3
  YES               12                424
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  15Q GAIN MUTATED     7   1   1   1
  15Q GAIN WILD-TYPE 306   2  23  24
D27V10, multiclass
    clus
vv   15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  R0                7                306
  R1                1                  2
  R2                1                 23
  RX                1                 24
[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"
D27V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  15Q GAIN MUTATED                                  0     1
  15Q GAIN WILD-TYPE                                1    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  15Q GAIN MUTATED                           2     6
  15Q GAIN WILD-TYPE                        48   205
D27V12, multiclass
                                  clus
vv                                 15Q GAIN MUTATED 15Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       2                 48
  WHITE                                           6                205
[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"

Clustering(28) Variable = 16P GAIN MUTATION ANALYSIS
D28V1, survival
                    sevent
clus2                  0   1
  16P GAIN MUTATED    84  16
  16P GAIN WILD-TYPE 251  71
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
               100                322 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
                16                 71 
$`16P GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       37.02        43.43        17.79        44.91        35.11        45.60 
TCGA-A6-2683 TCGA-A6-2685 TCGA-A6-4107 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5667 
       15.52        37.25        32.45        30.44        29.19        29.16 
TCGA-A6-6140 TCGA-A6-6654 TCGA-AA-3532 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3548 
       24.13        23.87        29.00        26.01        12.99        33.99 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3678 
       13.02        24.00        19.99        19.99        50.04        47.01 
TCGA-AA-3679 TCGA-AA-3688 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       15.02        19.00        36.95        37.02        14.93        17.03 
TCGA-AA-3851 TCGA-AA-3856 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       33.07         0.99        17.03        24.03        27.02        29.98 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 
       12.99        24.00         2.01        20.98        34.03        16.08 
TCGA-AA-3976 TCGA-AA-3982 TCGA-AA-A00F TCGA-AA-A00Q TCGA-AA-A01C TCGA-AA-A01G 
       26.01        27.02        34.03        42.02        15.02        12.00 
TCGA-AA-A01T TCGA-AA-A03J TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6965 TCGA-AY-4071 
       33.04        40.96         1.02         0.10         0.20         0.95 
TCGA-AY-5543 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4616 TCGA-AZ-5403 TCGA-AZ-6603 
       15.75         5.19         6.87         5.13        62.79        29.56 
TCGA-AZ-6605 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5797 TCGA-CA-6719 TCGA-CK-4948 
        5.23         1.94         2.24         3.29         1.35       102.44 
TCGA-CK-5912 TCGA-CK-5914 TCGA-CM-4744 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5348 
       48.20        21.99        20.02         8.02        13.02        22.98 
TCGA-CM-5860 TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6167 TCGA-CM-6170 
       16.01        17.03        14.04        29.03        14.99        15.02 
TCGA-CM-6679 TCGA-D5-5539 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6539 
       10.06        19.59        18.25         1.32        15.12        12.49 
TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A0XF TCGA-F4-6460 TCGA-F4-6704 TCGA-G4-6297 
       13.41        11.38        38.20        13.38         1.55        82.39 
TCGA-G4-6303 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6320 
       61.87        44.68        55.04        45.11        39.42        26.43 
TCGA-G4-6323 TCGA-G4-6626 TCGA-NH-A6GB TCGA-NH-A6GC 
       13.78        46.75         5.59         1.32 

$`16P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2678 
        5.06         5.26        46.65        43.76        23.38        42.28 
TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       13.94        37.05        16.04        34.65        36.53        14.53 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       32.91        31.63        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 
       32.71        27.09        22.52         8.38        25.08        25.18 
TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 
       24.16        20.61        21.76        24.69        24.39        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3534 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
        0.99        14.01        21.01        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 
       20.98        13.94        61.02        78.08         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3680 
       54.02         2.01        14.01         0.92        47.05        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
        5.98        37.05        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3848 TCGA-AA-3854 
        1.02        17.98        15.95        38.99         0.99        36.03 
TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3875 TCGA-AA-3877 
       32.05        31.07        31.07        53.00        18.05        31.00 
TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3966 TCGA-AA-3968 
        2.01        33.01        26.01        24.00         2.01        21.99 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 
       50.99        13.05        34.06        25.02        24.00        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R 
       18.05        18.05        17.03         4.01        27.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01D 
       17.03        14.99        21.99        34.98        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       32.02        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
        1.02        35.01        26.01        37.02        39.06        51.98 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
        2.96        39.98         2.01         5.03         0.92        22.03 
TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       41.00        39.98        18.05         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6964 TCGA-AD-A5EK 
       56.55         0.79         0.72         1.58         0.76         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-6196 
        0.46         0.92        14.50        27.09        16.31         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       21.44        17.82         5.52        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        1.41         5.65        32.94        83.80        22.36        65.00 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6606 
       61.41        49.41         6.77        12.10       100.01        11.74 
TCGA-AZ-6607 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 
        3.19         3.06         2.14         3.25         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        0.33         0.10        17.56        40.34        70.16        15.62 
TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       51.32        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5341 TCGA-CM-5344 
       37.02         8.02        26.04        27.02        29.06        22.03 
TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6161 
       30.08        15.02         5.03        15.02        15.02        15.02 
TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 
       12.00        16.04        21.99        12.99        13.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 
       11.01        12.95        13.05        11.08        11.08        11.01 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 
       12.03        14.99        12.26        13.51        11.51        20.19 
TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
       20.42        17.75         7.92        17.85         4.50        17.13 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 
       14.30         9.04         9.44        11.64         1.51        12.00 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
       10.26       119.70        24.43       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
       95.18         8.61        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
       35.87        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6309 TCGA-G4-6314 
       23.51        74.56        43.07        53.62        51.75        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 TCGA-G4-6588 
       36.72        36.00        22.09        26.04        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       91.79        47.15        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        2.79         5.98         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  16P GAIN MUTATED 16P GAIN WILD-TYPE 
              0.10               0.07 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
            102.44             140.38 
  16P GAIN MUTATED 16P GAIN WILD-TYPE 
            20.005             19.070 
[1] "0.1 - 102.4 (20.0)" "0.1 - 140.4 (19.1)"
[1] "hr=" "1.3"
D28V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  16P GAIN MUTATED        11        1        3        25         1         0
  16P GAIN WILD-TYPE      61        0       25       106         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  16P GAIN MUTATED           6          8         14         14       13
  16P GAIN WILD-TYPE        15          4         41         24       30
                    vv
clus                 STAGE IVA STAGE IVB
  16P GAIN MUTATED           4         1
  16P GAIN WILD-TYPE        14         1
D28V3, multiclass
            clus
vv           16P GAIN MUTATED 16P GAIN WILD-TYPE
  STAGE I                  11                 61
  STAGE IA                  1                  0
  STAGE II                  3                 25
  STAGE IIA                25                106
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 6                 15
  STAGE IIIA                8                  4
  STAGE IIIB               14                 41
  STAGE IIIC               14                 24
  STAGE IV                 13                 30
  STAGE IVA                 4                 14
  STAGE IVB                 1                  1
[1] 13  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     3  17  73  11
  16P GAIN WILD-TYPE   8  59 227  40
D28V4, multiclass
    clus
vv   16P GAIN MUTATED 16P GAIN WILD-TYPE
  T1                3                  8
  T2               17                 59
  T3               73                227
  T4               11                 40
[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                  N0  N1  N2
  16P GAIN MUTATED    46  32  27
  16P GAIN WILD-TYPE 210  71  52
D28V5, multiclass
    clus
vv   16P GAIN MUTATED 16P GAIN WILD-TYPE
  N0               46                210
  N1               32                 71
  N2               27                 52
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  16P GAIN MUTATED    70  15   2   1  15
  16P GAIN WILD-TYPE 250  37   6   1  35
D28V6, multiclass
     clus
vv    16P GAIN MUTATED 16P GAIN WILD-TYPE
  M0                70                250
  M1                15                 37
  M1A                2                  6
  M1B                1                  1
  MX                15                 35
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D28V7, binary
                    cls
clus                   0   1
  16P GAIN MUTATED    50  55
  16P GAIN WILD-TYPE 157 177
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED     50   55
  16P GAIN WILD-TYPE  157  177
        clus
vv       16P GAIN MUTATED 16P GAIN WILD-TYPE
  FEMALE               50                157
  MALE                 55                177
[1] 2 2
[1] FALSE
D28V8, binary
                    cls
clus                   0   1
  16P GAIN MUTATED    98   6
  16P GAIN WILD-TYPE 280  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED     98    6
  16P GAIN WILD-TYPE  280   53
                               clus
vv                              16P GAIN MUTATED 16P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        98                280
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D28V9, binary
                    cls
clus                   0   1
  16P GAIN MUTATED     1 104
  16P GAIN WILD-TYPE   2 332
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P GAIN MUTATED      1  104
  16P GAIN WILD-TYPE    2  332
     clus
vv    16P GAIN MUTATED 16P GAIN WILD-TYPE
  NO                 1                  2
  YES              104                332
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  16P GAIN MUTATED    81   0   6   5
  16P GAIN WILD-TYPE 232   3  18  20
D28V10, multiclass
    clus
vv   16P GAIN MUTATED 16P GAIN WILD-TYPE
  R0               81                232
  R1                0                  3
  R2                6                 18
  RX                5                 20
[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"
D28V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  16P GAIN MUTATED                                  1     3
  16P GAIN WILD-TYPE                                0     8
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  16P GAIN MUTATED                          11    49
  16P GAIN WILD-TYPE                        39   162
D28V12, multiclass
                                  clus
vv                                 16P GAIN MUTATED 16P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           3                  8
  BLACK OR AFRICAN AMERICAN                      11                 39
  WHITE                                          49                162
[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"

Clustering(29) Variable = 16Q GAIN MUTATION ANALYSIS
D29V1, survival
                    sevent
clus2                  0   1
  16Q GAIN MUTATED    83  15
  16Q GAIN WILD-TYPE 252  72
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                98                324 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
                15                 72 
$`16Q GAIN MUTATED`
TCGA-A6-2671 TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       37.02        43.43        17.79        44.91        35.11        45.60 
TCGA-A6-2683 TCGA-A6-2685 TCGA-A6-4107 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5667 
       15.52        37.25        32.45        30.44        29.19        29.16 
TCGA-A6-6140 TCGA-A6-6654 TCGA-AA-3532 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3548 
       24.13        23.87        29.00        26.01        12.99        33.99 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3560 TCGA-AA-3673 TCGA-AA-3678 TCGA-AA-3679 
       13.02        24.00        19.99        50.04        47.01        15.02 
TCGA-AA-3688 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3851 
       19.00        36.95        37.02        14.93        17.03        33.07 
TCGA-AA-3856 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3939 TCGA-AA-3941 
        0.99        17.03        24.03        27.02        12.99        24.00 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3976 TCGA-AA-3982 TCGA-AA-A00F 
       20.98        34.03        16.08        26.01        27.02        34.03 
TCGA-AA-A00Q TCGA-AA-A01C TCGA-AA-A01G TCGA-AA-A01T TCGA-AA-A03J TCGA-AD-6901 
       42.02        15.02        12.00        33.04        40.96         1.02 
TCGA-AD-6963 TCGA-AD-6965 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-A54L TCGA-AY-A8YK 
        0.10         0.20         0.95        15.75         5.19         6.87 
TCGA-AZ-4616 TCGA-AZ-5403 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6608 TCGA-CA-5254 
        5.13        62.79        29.56         5.23         1.94         2.24 
TCGA-CA-5797 TCGA-CK-4948 TCGA-CK-5912 TCGA-CK-5914 TCGA-CM-4744 TCGA-CM-4750 
        3.29       102.44        48.20        21.99        20.02         8.02 
TCGA-CM-4752 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 
       13.02        22.98        16.01        17.03        14.04        29.03 
TCGA-CM-6167 TCGA-CM-6170 TCGA-CM-6679 TCGA-D5-5539 TCGA-D5-6532 TCGA-D5-6533 
       14.99        15.02        10.06        19.59        18.25         1.32 
TCGA-D5-6535 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6922 TCGA-D5-6929 TCGA-D5-6932 
       15.12        17.13        12.49        10.13        13.41        11.38 
TCGA-DM-A0XF TCGA-DM-A28F TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6704 TCGA-G4-6297 
       38.20        35.97         8.61        13.38         1.55        82.39 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6320 TCGA-G4-6323 
       44.68        55.04        45.11        39.42        26.43        13.78 
TCGA-NH-A6GB TCGA-NH-A6GC 
        5.59         1.32 

$`16Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2678 
        5.06         5.26        46.65        43.76        23.38        42.28 
TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       13.94        37.05        16.04        34.65        36.53        14.53 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       32.91        31.63        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 
       32.71        27.09        22.52         8.38        25.08        25.18 
TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 
       24.16        20.61        21.76        24.69        24.39        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3534 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
        0.99        14.01        21.01        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       20.98        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 
        6.97        54.02         2.01        14.01         0.92        47.05 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
       11.01         5.98        37.05        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3848 
       25.02         1.02        17.98        15.95        38.99         0.99 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3870 
       36.03        32.05        31.07        31.07        53.00        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       18.05        31.00         2.01        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
        2.01         2.01        21.99        50.99        13.05        34.06 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       25.02        24.00        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        19.00        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
        4.01        27.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01I TCGA-AA-A01K 
       34.98        15.02         0.99        32.02        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X 
       38.07         1.02        35.01         1.02        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       37.02        39.06        51.98         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        1.58         0.76         0.43         0.46         0.92        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A69D 
       27.09        16.31         0.20        21.44        17.82         5.52 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       83.80        22.36        65.00        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5255 TCGA-CA-5256 
       12.10       100.01        11.74         3.19         3.06         2.14 
TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.25         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5916 
       17.56        40.34        70.16        15.62        51.32        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4746 TCGA-CM-4747 
        2.93         2.01       124.27        23.05        37.02         8.02 
TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5349 TCGA-CM-5861 
       26.04        27.02        29.06        22.03        30.08        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 
        5.03        15.02        15.02        15.02        12.00        16.04 
TCGA-CM-6166 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       21.99        12.99        13.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 
       13.05        11.08        11.08        11.01        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       12.26        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        7.92        17.85         4.50        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       12.39        12.43        14.30         9.04         9.44        11.64 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 
        1.51        12.00        10.26       119.70        24.43       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H 
       14.04        26.47        81.37       119.93        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
       98.24        95.18        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
       35.87        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6309 
       23.51        74.56        43.07        61.87        53.62        51.75 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6586 
       35.93        36.72        36.00        22.09        26.04        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       26.17        91.79        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A8F7 TCGA-NH-A8F8 
       10.98        10.52         2.79         5.98         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        30.28        67.00 

  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
              0.10               0.07 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
            102.44             140.38 
  16Q GAIN MUTATED 16Q GAIN WILD-TYPE 
            19.790             19.545 
[1] "0.1 - 102.4 (19.8)" "0.1 - 140.4 (19.5)"
[1] "hr=" "1.3"
D29V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  16Q GAIN MUTATED        11        1        3        23         1         0
  16Q GAIN WILD-TYPE      61        0       25       108         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  16Q GAIN MUTATED           6          9         17         12       11
  16Q GAIN WILD-TYPE        15          3         38         26       32
                    vv
clus                 STAGE IVA STAGE IVB
  16Q GAIN MUTATED           4         1
  16Q GAIN WILD-TYPE        14         1
D29V3, multiclass
            clus
vv           16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  STAGE I                  11                 61
  STAGE IA                  1                  0
  STAGE II                  3                 25
  STAGE IIA                23                108
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 6                 15
  STAGE IIIA                9                  3
  STAGE IIIB               17                 38
  STAGE IIIC               12                 26
  STAGE IV                 11                 32
  STAGE IVA                 4                 14
  STAGE IVB                 1                  1
[1] 13  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     3  17  71  11
  16Q GAIN WILD-TYPE   8  59 229  40
D29V4, multiclass
    clus
vv   16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  T1                3                  8
  T2               17                 59
  T3               71                229
  T4               11                 40
[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                  N0  N1  N2
  16Q GAIN MUTATED    44  33  26
  16Q GAIN WILD-TYPE 212  70  53
D29V5, multiclass
    clus
vv   16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  N0               44                212
  N1               33                 70
  N2               26                 53
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  16Q GAIN MUTATED    70  13   2   1  15
  16Q GAIN WILD-TYPE 250  39   6   1  35
D29V6, multiclass
     clus
vv    16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  M0                70                250
  M1                13                 39
  M1A                2                  6
  M1B                1                  1
  MX                15                 35
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D29V7, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED    50  53
  16Q GAIN WILD-TYPE 157 179
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED     50   53
  16Q GAIN WILD-TYPE  157  179
        clus
vv       16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  FEMALE               50                157
  MALE                 53                179
[1] 2 2
[1] FALSE
D29V8, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED    96   6
  16Q GAIN WILD-TYPE 282  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED     96    6
  16Q GAIN WILD-TYPE  282   53
                               clus
vv                              16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        96                282
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D29V9, binary
                    cls
clus                   0   1
  16Q GAIN MUTATED     1 102
  16Q GAIN WILD-TYPE   2 334
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q GAIN MUTATED      1  102
  16Q GAIN WILD-TYPE    2  334
     clus
vv    16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  NO                 1                  2
  YES              102                334
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  16Q GAIN MUTATED    79   0   6   4
  16Q GAIN WILD-TYPE 234   3  18  21
D29V10, multiclass
    clus
vv   16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  R0               79                234
  R1                0                  3
  R2                6                 18
  RX                4                 21
[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"
D29V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  16Q GAIN MUTATED                                  1     2
  16Q GAIN WILD-TYPE                                0     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  16Q GAIN MUTATED                          11    51
  16Q GAIN WILD-TYPE                        39   160
D29V12, multiclass
                                  clus
vv                                 16Q GAIN MUTATED 16Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                      11                 39
  WHITE                                          51                160
[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"

Clustering(30) Variable = 17P GAIN MUTATION ANALYSIS
D30V1, survival
                    sevent
clus2                  0   1
  17P GAIN MUTATED    24   2
  17P GAIN WILD-TYPE 311  85
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                26                396 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
                 2                 85 
$`17P GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-6142 TCGA-A6-6652 
        5.06         5.26        16.04        36.53        25.08        24.69 
TCGA-AA-3506 TCGA-AA-3812 TCGA-AA-3821 TCGA-AA-3846 TCGA-AA-3939 TCGA-AA-3966 
       58.03        35.05         1.02        17.03        12.99         2.01 
TCGA-AA-3973 TCGA-AA-3975 TCGA-CA-6715 TCGA-CK-4948 TCGA-CM-5344 TCGA-CM-6163 
       13.05        34.06         0.07       102.44        22.03        14.04 
TCGA-CM-6678 TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6929 TCGA-DM-A28M TCGA-F4-6704 
       11.01        15.12         4.50        13.41        95.18         1.55 
TCGA-G4-6299 TCGA-G4-6317 
       74.56        36.00 

$`17P GAIN WILD-TYPE`
TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
       37.02        46.65        43.76        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.05        37.25        34.65        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6653 
        8.38        25.18        24.16        20.61        21.76        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3510 TCGA-AA-3511 
        1.02        37.05         1.02        35.01        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       23.01        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
        5.98        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3818 TCGA-AA-3819 
       26.99        19.04         0.99         0.99         0.99        25.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 
       17.98        15.95        38.99        36.95        37.02        14.93 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       31.07        53.00        17.03        24.03        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       18.05        31.00         2.01        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 
       24.00         2.01        20.98        34.03        21.99        16.08 
TCGA-AA-3972 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       50.99        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       56.55         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        0.76         0.20         0.43         0.46         0.92        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 
       27.09        16.31         0.95        15.75         0.20        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       17.82         5.19         5.52         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 
        1.94         2.24         3.06         2.14         3.25         3.29 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4950 
        0.26         0.33         0.10         1.35        17.56        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       70.16        15.62        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       22.98        30.08        16.01        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 
       15.02        17.03        15.02        12.00        29.03        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       21.99        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 
       11.01        12.95        13.05        11.08        11.08        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6536 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
       17.85        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       11.64         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       12.59       140.38         7.50        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6459 
      119.93        35.97        60.79       117.07        98.24         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 
       35.41        19.43       107.67        28.21         8.35        82.39 
TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       23.51        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6320 
       51.75        45.11        39.42        35.93        36.72        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       46.75        47.15        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
        2.79         5.98         5.59         1.32         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        30.28        67.00 

  17P GAIN MUTATED 17P GAIN WILD-TYPE 
              0.07               0.07 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
            102.44             140.38 
  17P GAIN MUTATED 17P GAIN WILD-TYPE 
             15.58              19.99 
[1] "0.1 - 102.4 (15.6)" "0.1 - 140.4 (20.0)"
[1] "hr=" "2.9"
D30V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  17P GAIN MUTATED         5        0        0         8         0         0
  17P GAIN WILD-TYPE      67        1       28       123         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  17P GAIN MUTATED           0          1          4          3        2
  17P GAIN WILD-TYPE        21         11         51         35       41
                    vv
clus                 STAGE IVA STAGE IVB
  17P GAIN MUTATED           3         0
  17P GAIN WILD-TYPE        15         2
D30V3, multiclass
            clus
vv           17P GAIN MUTATED 17P GAIN WILD-TYPE
  STAGE I                   5                 67
  STAGE IA                  0                  1
  STAGE II                  0                 28
  STAGE IIA                 8                123
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                1                 11
  STAGE IIIB                4                 51
  STAGE IIIC                3                 35
  STAGE IV                  2                 41
  STAGE IVA                 3                 15
  STAGE IVB                 0                  2
[1] 13  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     1   4  19   2
  17P GAIN WILD-TYPE  10  72 281  49
D30V4, multiclass
    clus
vv   17P GAIN MUTATED 17P GAIN WILD-TYPE
  T1                1                 10
  T2                4                 72
  T3               19                281
  T4                2                 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                  N0  N1  N2
  17P GAIN MUTATED    14   9   3
  17P GAIN WILD-TYPE 242  94  76
D30V5, multiclass
    clus
vv   17P GAIN MUTATED 17P GAIN WILD-TYPE
  N0               14                242
  N1                9                 94
  N2                3                 76
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  17P GAIN MUTATED    16   3   2   0   5
  17P GAIN WILD-TYPE 304  49   6   2  45
D30V6, multiclass
     clus
vv    17P GAIN MUTATED 17P GAIN WILD-TYPE
  M0                16                304
  M1                 3                 49
  M1A                2                  6
  M1B                0                  2
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D30V7, binary
                    cls
clus                   0   1
  17P GAIN MUTATED    14  12
  17P GAIN WILD-TYPE 193 220
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED     14   12
  17P GAIN WILD-TYPE  193  220
        clus
vv       17P GAIN MUTATED 17P GAIN WILD-TYPE
  FEMALE               14                193
  MALE                 12                220
[1] 2 2
[1] FALSE
D30V8, binary
                    cls
clus                   0   1
  17P GAIN MUTATED    22   4
  17P GAIN WILD-TYPE 356  55
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED     22    4
  17P GAIN WILD-TYPE  356   55
                               clus
vv                              17P GAIN MUTATED 17P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        22                356
  COLON MUCINOUS ADENOCARCINOMA                4                 55
[1] 2 2
[1] FALSE
D30V9, binary
                    cls
clus                   0   1
  17P GAIN MUTATED     0  26
  17P GAIN WILD-TYPE   3 410
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P GAIN MUTATED      0   26
  17P GAIN WILD-TYPE    3  410
     clus
vv    17P GAIN MUTATED 17P GAIN WILD-TYPE
  NO                 0                  3
  YES               26                410
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  17P GAIN MUTATED    19   0   1   2
  17P GAIN WILD-TYPE 294   3  23  23
D30V10, multiclass
    clus
vv   17P GAIN MUTATED 17P GAIN WILD-TYPE
  R0               19                294
  R1                0                  3
  R2                1                 23
  RX                2                 23
[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"
D30V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  17P GAIN MUTATED                                  1     1
  17P GAIN WILD-TYPE                                0    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  17P GAIN MUTATED                           3    13
  17P GAIN WILD-TYPE                        47   198
D30V12, multiclass
                                  clus
vv                                 17P GAIN MUTATED 17P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       3                 47
  WHITE                                          13                198
[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"

Clustering(31) Variable = 17Q GAIN MUTATION ANALYSIS
D31V1, survival
                    sevent
clus2                  0   1
  17Q GAIN MUTATED    65  11
  17Q GAIN WILD-TYPE 270  76
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                76                346 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
                11                 76 
$`17Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2686 TCGA-A6-3810 
        5.06         5.26        43.43        17.79        16.04        36.53 
TCGA-A6-4105 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       14.53        30.44        29.19        32.71        29.16        27.09 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6652 TCGA-AA-3494 TCGA-AA-3496 TCGA-AA-3506 
       25.08        25.18        24.69         1.02         1.02        58.03 
TCGA-AA-3553 TCGA-AA-3556 TCGA-AA-3692 TCGA-AA-3812 TCGA-AA-3821 TCGA-AA-3846 
       24.00        23.01        36.00        35.05         1.02        17.03 
TCGA-AA-3856 TCGA-AA-3867 TCGA-AA-3939 TCGA-AA-3966 TCGA-AA-3972 TCGA-AA-3973 
        0.99        24.03        12.99         2.01        50.99        13.05 
TCGA-AA-3975 TCGA-AA-A00L TCGA-AA-A00Z TCGA-AA-A01G TCGA-AA-A01S TCGA-AD-6888 
       34.06        17.03        21.99        12.00         1.02         4.21 
TCGA-AD-6890 TCGA-AD-6963 TCGA-AD-A5EK TCGA-AY-4070 TCGA-AZ-5407 TCGA-AZ-6603 
        0.79         0.10         0.43        16.31        61.41        29.56 
TCGA-AZ-6607 TCGA-CA-6715 TCGA-CK-4948 TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5344 
        3.19         0.07       102.44         8.02        29.06        22.03 
TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6675 
       17.03        14.04        29.03        21.99        14.99        13.05 
TCGA-CM-6676 TCGA-CM-6678 TCGA-D5-5539 TCGA-D5-5541 TCGA-D5-6532 TCGA-D5-6533 
       11.08        11.01        19.59        11.51        18.25         1.32 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6929 TCGA-DM-A1D0 TCGA-DM-A285 
       15.12         4.50        17.13        13.41       130.65         6.12 
TCGA-DM-A28M TCGA-G4-6299 TCGA-G4-6303 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 
       95.18        74.56        61.87        55.04        45.11        39.42 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6626 TCGA-RU-A8FL 
       36.00        26.43        46.75        30.28 

$`17Q GAIN WILD-TYPE`
TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2678 TCGA-A6-2679 
       37.02        46.65        43.76        23.38        42.28        44.91 
TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 
       35.11        45.60        13.94        15.52        37.05        37.25 
TCGA-A6-3807 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5662 
       34.65        32.45        32.91        31.63        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6649 
       22.09        22.06        22.52        24.13         8.38        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       20.61        21.76        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.28        16.24        24.92        61.84        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3502 TCGA-AA-3510 
        5.03         1.02         3.02        37.05        35.01        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3554 TCGA-AA-3555 
       14.01        33.99        21.01        13.02        17.95        29.95 
TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 
       20.98        19.99        13.94        19.99        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
        6.05         6.97        54.02         2.01        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
       50.04        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       37.05        19.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3831 TCGA-AA-3833 
        0.99         0.99         0.99        25.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3848 TCGA-AA-3851 
       38.99        36.95        37.02        14.93         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       36.03        32.05        31.07        31.07        53.00        17.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 
       27.02        29.98        18.05        31.00         2.01        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 
       21.99        16.08        26.01        25.02        24.00        27.02 
TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D 
       19.07         7.96        27.02        13.94        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00N TCGA-AA-A00O 
       30.02        34.03        18.05        18.05         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A010 TCGA-AA-A017 
       42.02         0.99        17.03        14.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
       15.02         0.99        32.02        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
        1.02        35.01        33.04        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
        0.07        21.37        56.55         0.72         1.58         1.02 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
        0.76         0.20         0.46         0.92        14.50        27.09 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
        0.95        15.75         0.20        21.44        17.82         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.52         6.87        75.25        50.37        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        5.65        32.94         5.13        83.80        22.36        65.00 
TCGA-AZ-5403 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 
       62.79        49.41         6.77        12.10       100.01         5.23 
TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
       11.74         1.94         2.24         3.06         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        3.29         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5348 
       37.02         8.02        26.04        27.02        13.02        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 
       30.08        16.01        15.02         5.03        15.02        15.02 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 
       15.02        12.00        16.04        12.99        13.02        15.02 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 
       14.04        11.01        12.95        11.08        10.06        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       14.99        12.26        13.51        20.19        20.42        17.75 
TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        7.92        17.85        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       11.64         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 
       24.43        38.20        92.75        49.91        13.32        12.59 
TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
      140.38         7.50        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
      139.17        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
       60.79       117.07        98.24         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 
       43.07        53.62        44.68        51.75        35.93        36.72 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       47.15        52.80         4.11        10.98        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV 
        5.98         5.59         1.32         5.19         5.49        26.99 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       17.29         6.64        14.76        67.00 

  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
              0.07               0.07 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
            130.65             140.38 
  17Q GAIN MUTATED 17Q GAIN WILD-TYPE 
            18.920             19.825 
[1] "0.1 - 130.7 (18.9)" "0.1 - 140.4 (19.8)"
[1] "hr=" "1.5"
D31V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  17Q GAIN MUTATED        12        0        2        19         0         1
  17Q GAIN WILD-TYPE      60        1       26       112         8         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  17Q GAIN MUTATED           3          4         13          6       10
  17Q GAIN WILD-TYPE        18          8         42         32       33
                    vv
clus                 STAGE IVA STAGE IVB
  17Q GAIN MUTATED           5         1
  17Q GAIN WILD-TYPE        13         1
D31V3, multiclass
            clus
vv           17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  STAGE I                  12                 60
  STAGE IA                  0                  1
  STAGE II                  2                 26
  STAGE IIA                19                112
  STAGE IIB                 0                  8
  STAGE IIC                 1                  0
  STAGE III                 3                 18
  STAGE IIIA                4                  8
  STAGE IIIB               13                 42
  STAGE IIIC                6                 32
  STAGE IV                 10                 33
  STAGE IVA                 5                 13
  STAGE IVB                 1                  1
[1] 13  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     4  13  55   7
  17Q GAIN WILD-TYPE   7  63 245  44
D31V4, multiclass
    clus
vv   17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  T1                4                  7
  T2               13                 63
  T3               55                245
  T4                7                 44
[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                  N0  N1  N2
  17Q GAIN MUTATED    40  25  13
  17Q GAIN WILD-TYPE 216  78  66
D31V5, multiclass
    clus
vv   17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  N0               40                216
  N1               25                 78
  N2               13                 66
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  17Q GAIN MUTATED    50  11   4   1  13
  17Q GAIN WILD-TYPE 270  41   4   1  37
D31V6, multiclass
     clus
vv    17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  M0                50                270
  M1                11                 41
  M1A                4                  4
  M1B                1                  1
  MX                13                 37
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D31V7, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED    37  42
  17Q GAIN WILD-TYPE 170 190
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED     37   42
  17Q GAIN WILD-TYPE  170  190
        clus
vv       17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  FEMALE               37                170
  MALE                 42                190
[1] 2 2
[1] FALSE
D31V8, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED    71   7
  17Q GAIN WILD-TYPE 307  52
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED     71    7
  17Q GAIN WILD-TYPE  307   52
                               clus
vv                              17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        71                307
  COLON MUCINOUS ADENOCARCINOMA                7                 52
[1] 2 2
[1] FALSE
D31V9, binary
                    cls
clus                   0   1
  17Q GAIN MUTATED     1  78
  17Q GAIN WILD-TYPE   2 358
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q GAIN MUTATED      1   78
  17Q GAIN WILD-TYPE    2  358
     clus
vv    17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  NO                 1                  2
  YES               78                358
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  17Q GAIN MUTATED    54   1   6   2
  17Q GAIN WILD-TYPE 259   2  18  23
D31V10, multiclass
    clus
vv   17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  R0               54                259
  R1                1                  2
  R2                6                 18
  RX                2                 23
[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"
D31V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  17Q GAIN MUTATED                                  0     1
  17Q GAIN WILD-TYPE                                1    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  17Q GAIN MUTATED                           9    46
  17Q GAIN WILD-TYPE                        41   165
D31V12, multiclass
                                  clus
vv                                 17Q GAIN MUTATED 17Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       9                 41
  WHITE                                          46                165
[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"

Clustering(32) Variable = 18P GAIN MUTATION ANALYSIS
D32V1, survival
                    sevent
clus2                  0   1
  18P GAIN MUTATED    16   5
  18P GAIN WILD-TYPE 319  82
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                21                401 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
                 5                 82 
$`18P GAIN MUTATED`
TCGA-A6-6649 TCGA-AA-3664 TCGA-AA-3681 TCGA-AA-3811 TCGA-AA-A01D TCGA-AA-A01Z 
       24.16        54.02         5.98         0.99         0.99        37.02 
TCGA-AD-5900 TCGA-AY-6196 TCGA-AZ-6607 TCGA-CM-4751 TCGA-CM-6171 TCGA-CM-6675 
        0.07         0.20         3.19        27.02        14.04        13.05 
TCGA-CM-6676 TCGA-D5-6531 TCGA-D5-6540 TCGA-D5-6928 TCGA-DM-A1DA TCGA-DM-A285 
       11.08        17.75        16.14        11.64         7.50         6.12 
TCGA-DM-A28K TCGA-G4-6299 TCGA-NH-A6GA 
       98.24        74.56         5.98 

$`18P GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 
       25.18        20.61        21.76        24.69        24.39        23.87 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       20.12        19.66        20.28        16.24        24.92        61.84 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 
       52.44         9.63         5.03         1.02         3.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 
       37.05         1.02        35.01        58.03        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       23.01        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
       78.08         6.05         6.97         2.01        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3685 
       50.04        47.05        47.01        15.02        11.01        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        0.99        35.05         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       15.95        38.99        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       31.07        53.00        17.03        24.03        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       18.05        31.00         2.01        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
       26.01        24.00         2.01        20.98        34.03         2.01 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       25.02        24.00        27.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A024 
       35.01         1.02        33.04        35.01        26.01        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-6548 
       22.03        41.00        39.98        18.05        40.96        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
        4.21        56.55         0.79         0.72         1.58         1.02 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        0.10         0.76         0.20         0.43         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 
       14.50        27.09        16.31         0.95        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       17.82         5.19         5.52         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 
       12.10       100.01        29.56         5.23        11.74         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        2.24         3.06         2.14         3.25         3.29         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.26         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5341 
       37.02         8.02        26.04         8.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 
       22.03        22.98        30.08        16.01        15.02         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 
       15.02        15.02        17.03        15.02        12.00        14.04 
TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 
       29.03        16.04        21.99        14.99        12.99        13.02 
TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       15.02        11.01        12.95        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 
       20.19        20.42        18.25         1.32         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6541 TCGA-D5-6898 
       17.85         4.50        17.13        12.49        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       13.41         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
       12.59       140.38        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
      139.17        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
       60.79       117.07        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 
       45.11        39.42        35.93        36.72        36.00        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       46.75        47.15        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV 
        2.79         5.59         1.32         5.19         5.49        26.99 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       17.29         6.64        14.76        30.28        67.00 

  18P GAIN MUTATED 18P GAIN WILD-TYPE 
              0.07               0.07 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
             98.24             140.38 
  18P GAIN MUTATED 18P GAIN WILD-TYPE 
             11.64              20.12 
[1] "0.1 - 98.2 (11.6)"  "0.1 - 140.4 (20.1)"
[1] "hr=" "1.4"
D32V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  18P GAIN MUTATED         4        0        3         3         0         0
  18P GAIN WILD-TYPE      68        1       25       128         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  18P GAIN MUTATED           2          0          2          5        2
  18P GAIN WILD-TYPE        19         12         53         33       41
                    vv
clus                 STAGE IVA STAGE IVB
  18P GAIN MUTATED           0         1
  18P GAIN WILD-TYPE        18         1
D32V3, multiclass
            clus
vv           18P GAIN MUTATED 18P GAIN WILD-TYPE
  STAGE I                   4                 68
  STAGE IA                  0                  1
  STAGE II                  3                 25
  STAGE IIA                 3                128
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                0                 12
  STAGE IIIB                2                 53
  STAGE IIIC                5                 33
  STAGE IV                  2                 41
  STAGE IVA                 0                 18
  STAGE IVB                 1                  1
[1] 13  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     0   4  15   3
  18P GAIN WILD-TYPE  11  72 285  48
D32V4, multiclass
    clus
vv   18P GAIN MUTATED 18P GAIN WILD-TYPE
  T1                0                 11
  T2                4                 72
  T3               15                285
  T4                3                 48
[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                  N0  N1  N2
  18P GAIN MUTATED    10   3   9
  18P GAIN WILD-TYPE 246 100  70
D32V5, multiclass
    clus
vv   18P GAIN MUTATED 18P GAIN WILD-TYPE
  N0               10                246
  N1                3                100
  N2                9                 70
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  18P GAIN MUTATED    16   2   0   1   2
  18P GAIN WILD-TYPE 304  50   8   1  48
D32V6, multiclass
     clus
vv    18P GAIN MUTATED 18P GAIN WILD-TYPE
  M0                16                304
  M1                 2                 50
  M1A                0                  8
  M1B                1                  1
  MX                 2                 48
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D32V7, binary
                    cls
clus                   0   1
  18P GAIN MUTATED     8  14
  18P GAIN WILD-TYPE 199 218
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED      8   14
  18P GAIN WILD-TYPE  199  218
        clus
vv       18P GAIN MUTATED 18P GAIN WILD-TYPE
  FEMALE                8                199
  MALE                 14                218
[1] 2 2
[1] FALSE
D32V8, binary
                    cls
clus                   0   1
  18P GAIN MUTATED    15   7
  18P GAIN WILD-TYPE 363  52
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED     15    7
  18P GAIN WILD-TYPE  363   52
                               clus
vv                              18P GAIN MUTATED 18P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        15                363
  COLON MUCINOUS ADENOCARCINOMA                7                 52
[1] 2 2
[1] FALSE
D32V9, binary
                    cls
clus                   0   1
  18P GAIN MUTATED     0  22
  18P GAIN WILD-TYPE   3 414
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P GAIN MUTATED      0   22
  18P GAIN WILD-TYPE    3  414
     clus
vv    18P GAIN MUTATED 18P GAIN WILD-TYPE
  NO                 0                  3
  YES               22                414
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  18P GAIN MUTATED    17   0   0   0
  18P GAIN WILD-TYPE 296   3  24  25
D32V10, multiclass
    clus
vv   18P GAIN MUTATED 18P GAIN WILD-TYPE
  R0               17                296
  R1                0                  3
  R2                0                 24
  RX                0                 25
[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"
D32V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  18P GAIN MUTATED                                  0     0
  18P GAIN WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  18P GAIN MUTATED                           2    14
  18P GAIN WILD-TYPE                        48   197
D32V12, multiclass
                                  clus
vv                                 18P GAIN MUTATED 18P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       2                 48
  WHITE                                          14                197
[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"

Clustering(33) Variable = 18Q GAIN MUTATION ANALYSIS
D33V1, survival
                    sevent
clus2                  0   1
  18Q GAIN MUTATED    10   2
  18Q GAIN WILD-TYPE 325  85
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                12                410 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
                 2                 85 
$`18Q GAIN MUTATED`
TCGA-AA-3664 TCGA-AA-3681 TCGA-AA-3811 TCGA-AD-5900 TCGA-AY-6196 TCGA-AZ-6607 
       54.02         5.98         0.99         0.07         0.20         3.19 
TCGA-CM-6171 TCGA-D5-6531 TCGA-D5-6540 TCGA-D5-6928 TCGA-DM-A28K TCGA-G4-6299 
       14.04        17.75        16.14        11.64        98.24        74.56 

$`18Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       14.01        33.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 
       29.95        23.01        20.98        19.99        13.94        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3666 TCGA-AA-3667 
       61.02        78.08         6.05         6.97         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
       19.04         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 
       17.98        15.95        38.99        36.95        37.02        14.93 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 
       17.03         0.99        33.07        36.03        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       31.07        31.07        53.00        17.03        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 
       29.98        18.05        31.00         2.01        12.99        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
        2.01        21.99        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       26.01        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F 
       27.02        13.94        38.04        19.00        30.02        34.03 
TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q 
       18.05        18.05        17.03         4.01        27.02        42.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 
        0.99        17.03        14.99        21.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       15.02         0.99        32.02        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V 
       38.07         1.02        35.01         1.02        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F 
       26.01        37.02        39.06        51.98         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y 
        2.01         5.03         0.92        22.03        41.00        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       18.05        40.96        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 
        0.72         1.58         1.02         0.10         0.76         0.20 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 
        0.43         0.46         0.92        14.50        27.09        16.31 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
        0.95        15.75        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 
        6.87        75.25        50.37        58.39         1.41         5.65 
TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 
       32.94         5.13        83.80        22.36        65.00        62.79 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 
       61.41        49.41         6.77        12.10       100.01        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 
        5.23        11.74         1.94         2.24         3.06         2.14 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        3.25         3.29         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       48.20        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 
        8.02        27.02        13.02        29.06        22.03        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 
       30.08        16.01        15.02         5.03        15.02        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
       17.03        15.02        12.00        14.04        29.03        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6172 
       21.99        14.99        12.99        13.02        15.02        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       12.95        13.05        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 
       20.19        20.42        18.25         1.32         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6541 TCGA-D5-6898 
       17.85         4.50        17.13        12.49        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       13.41         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       12.59       140.38         7.50        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28M TCGA-F4-6459 
      119.93        35.97        60.79       117.07        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
        1.55        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       82.39        23.51        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       26.17        91.79        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       10.98        10.52         2.79         5.98         5.59         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.19         5.49        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
              0.07               0.07 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
             98.24             140.38 
  18Q GAIN MUTATED 18Q GAIN WILD-TYPE 
            12.840             20.005 
[1] "0.1 - 98.2 (12.8)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.3"
D33V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  18Q GAIN MUTATED         3        0        2         3         0         0
  18Q GAIN WILD-TYPE      69        1       26       128         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  18Q GAIN MUTATED           2          0          0          2        1
  18Q GAIN WILD-TYPE        19         12         55         36       42
                    vv
clus                 STAGE IVA STAGE IVB
  18Q GAIN MUTATED           0         0
  18Q GAIN WILD-TYPE        18         2
D33V3, multiclass
            clus
vv           18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  STAGE I                   3                 69
  STAGE IA                  0                  1
  STAGE II                  2                 26
  STAGE IIA                 3                128
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                0                 12
  STAGE IIIB                0                 55
  STAGE IIIC                2                 36
  STAGE IV                  1                 42
  STAGE IVA                 0                 18
  STAGE IVB                 0                  2
[1] 13  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     0   3   8   2
  18Q GAIN WILD-TYPE  11  73 292  49
D33V4, multiclass
    clus
vv   18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  T1                0                 11
  T2                3                 73
  T3                8                292
  T4                2                 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                  N0  N1  N2
  18Q GAIN MUTATED     8   1   4
  18Q GAIN WILD-TYPE 248 102  75
D33V5, multiclass
    clus
vv   18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  N0                8                248
  N1                1                102
  N2                4                 75
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  18Q GAIN MUTATED    10   1   0   0   1
  18Q GAIN WILD-TYPE 310  51   8   2  49
D33V6, multiclass
     clus
vv    18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  M0                10                310
  M1                 1                 51
  M1A                0                  8
  M1B                0                  2
  MX                 1                 49
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D33V7, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED     5   8
  18Q GAIN WILD-TYPE 202 224
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED      5    8
  18Q GAIN WILD-TYPE  202  224
        clus
vv       18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  FEMALE                5                202
  MALE                  8                224
[1] 2 2
[1] FALSE
D33V8, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED     8   5
  18Q GAIN WILD-TYPE 370  54
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED      8    5
  18Q GAIN WILD-TYPE  370   54
                               clus
vv                              18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                         8                370
  COLON MUCINOUS ADENOCARCINOMA                5                 54
[1] 2 2
[1] FALSE
D33V9, binary
                    cls
clus                   0   1
  18Q GAIN MUTATED     0  13
  18Q GAIN WILD-TYPE   3 423
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q GAIN MUTATED      0   13
  18Q GAIN WILD-TYPE    3  423
     clus
vv    18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  NO                 0                  3
  YES               13                423
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  18Q GAIN MUTATED    11   0   0   0
  18Q GAIN WILD-TYPE 302   3  24  25
D33V10, multiclass
    clus
vv   18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  R0               11                302
  R1                0                  3
  R2                0                 24
  RX                0                 25
[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"
D33V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  18Q GAIN MUTATED                                  0     0
  18Q GAIN WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  18Q GAIN MUTATED                           0     9
  18Q GAIN WILD-TYPE                        50   202
D33V12, multiclass
                                  clus
vv                                 18Q GAIN MUTATED 18Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       0                 50
  WHITE                                           9                202
[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"

Clustering(34) Variable = 19P GAIN MUTATION ANALYSIS
D34V1, survival
                    sevent
clus2                  0   1
  19P GAIN MUTATED    55  12
  19P GAIN WILD-TYPE 280  75
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                67                355 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
                12                 75 
$`19P GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2675 TCGA-A6-2681 TCGA-A6-2683 
        5.06         5.26        37.02        43.43        45.60        15.52 
TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5657 TCGA-A6-5667 TCGA-A6-6648 
       16.04        36.53        14.53        31.63        29.16        25.18 
TCGA-A6-6651 TCGA-A6-6654 TCGA-A6-A56B TCGA-AA-3685 TCGA-AA-3812 TCGA-AA-3818 
       21.76        23.87        52.44        37.05        35.05         0.99 
TCGA-AA-3858 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00K 
       31.07        50.99        13.05        27.02        13.94        18.05 
TCGA-AA-A00Q TCGA-AA-A00Z TCGA-AA-A029 TCGA-AA-A02O TCGA-AD-6899 TCGA-AD-6901 
       42.02        21.99        51.98         0.92         1.58         1.02 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AY-A8YK TCGA-AZ-5407 TCGA-AZ-6603 TCGA-AZ-6606 
        0.20         0.43         6.87        61.41        29.56        11.74 
TCGA-CA-5255 TCGA-CA-6719 TCGA-CK-4950 TCGA-CK-5914 TCGA-CK-6748 TCGA-CM-4747 
        3.06         1.35        40.34        21.99         2.01         8.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-6161 
       13.02        29.06        16.01         5.03        15.02        15.02 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6166 TCGA-CM-6169 TCGA-CM-6676 TCGA-D5-5539 
       14.04        29.03        21.99        13.02        11.08        19.59 
TCGA-D5-5540 TCGA-D5-6535 TCGA-D5-6932 TCGA-DM-A0X9 TCGA-DM-A28F TCGA-F4-6459 
       13.51        15.12        11.38       119.70        35.97         8.61 
TCGA-G4-6297 TCGA-G4-6299 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6320 TCGA-G4-6627 
       82.39        74.56        45.11        39.42        26.43        47.15 
TCGA-NH-A8F7 
        5.19 

$`19P GAIN WILD-TYPE`
TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 
       46.65        43.76        23.38        17.79        42.28        44.91 
TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4107 
       35.11        13.94        37.05        37.25        34.65        32.45 
TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       32.91        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       22.06        32.71        27.09        22.52        24.13         8.38 
TCGA-A6-6142 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 
       25.08        24.16        20.61        24.69        24.39        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A5ZU 
       19.66        20.28        16.24        24.92        61.84         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       38.99         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       13.02        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       19.99        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
        6.97        54.02         2.01        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 
       47.05        47.01        15.02        11.01         5.98        19.00 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       36.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3811 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       36.95        37.02        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       36.03        32.05         0.99        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       24.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3975 
       20.98        34.03         2.01        21.99        16.08        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       26.01        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00L 
       38.04        19.00        30.02        34.03        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A010 
        4.01        27.02         0.99        17.03        14.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E TCGA-AA-A02F 
       35.01        26.01        37.02        39.06         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        2.01         5.03        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       40.96         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        0.72         0.10         0.76         0.46         0.92        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 
       27.09        16.31         0.95        15.75         0.20        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.19         5.52        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 
       65.00        62.79        49.41         6.77        12.10       100.01 
TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5796 
        5.23         3.19         1.94         2.24         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 
        3.29         0.07         0.26         0.33         0.10        17.56 
TCGA-CK-4948 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 
      102.44        70.16        15.62        48.20        51.32        21.14 
TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 
        2.93       124.27        23.05        20.02        37.02        26.04 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 
        8.02        27.02        22.03        22.98        30.08        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 
       15.02        17.03        12.00        16.04        14.99        12.99 
TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 
       15.02        14.04        11.01        12.95        13.05        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5541 
       11.01        10.06        12.03        14.99        12.26        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       17.85         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 
        7.53        12.39        10.13        12.43        14.30         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 
        9.44        11.64        13.41         1.51        12.00        10.26 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       12.59       140.38         7.50        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6460 
      119.93        60.79       117.07        98.24        95.18        13.38 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6298 
       35.41        19.43       107.67        28.21         8.35        23.51 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       35.93        36.72        36.00        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6628 TCGA-NH-A50T 
       35.80        26.17        91.79        46.75        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       10.98        10.52         2.79         5.98         5.59         1.32 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.49        26.99        17.29         6.64        14.76        30.28 
TCGA-WS-AB45 
       67.00 

  19P GAIN MUTATED 19P GAIN WILD-TYPE 
              0.20               0.07 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
            119.70             140.38 
  19P GAIN MUTATED 19P GAIN WILD-TYPE 
             19.59              19.66 
[1] "0.2 - 119.7 (19.6)" "0.1 - 140.4 (19.7)"
[1] "hr=" "1.1"
D34V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  19P GAIN MUTATED         9        0        4        23         0         0
  19P GAIN WILD-TYPE      63        1       24       108         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  19P GAIN MUTATED           3          3         13          2        7
  19P GAIN WILD-TYPE        18          9         42         36       36
                    vv
clus                 STAGE IVA STAGE IVB
  19P GAIN MUTATED           4         0
  19P GAIN WILD-TYPE        14         2
D34V3, multiclass
            clus
vv           19P GAIN MUTATED 19P GAIN WILD-TYPE
  STAGE I                   9                 63
  STAGE IA                  0                  1
  STAGE II                  4                 24
  STAGE IIA                23                108
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 3                 18
  STAGE IIIA                3                  9
  STAGE IIIB               13                 42
  STAGE IIIC                2                 36
  STAGE IV                  7                 36
  STAGE IVA                 4                 14
  STAGE IVB                 0                  2
[1] 13  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     2   9  53   7
  19P GAIN WILD-TYPE   9  67 247  44
D34V4, multiclass
    clus
vv   19P GAIN MUTATED 19P GAIN WILD-TYPE
  T1                2                  9
  T2                9                 67
  T3               53                247
  T4                7                 44
[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                  N0  N1  N2
  19P GAIN MUTATED    39  23   9
  19P GAIN WILD-TYPE 217  80  70
D34V5, multiclass
    clus
vv   19P GAIN MUTATED 19P GAIN WILD-TYPE
  N0               39                217
  N1               23                 80
  N2                9                 70
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  19P GAIN MUTATED    45   8   3   0  15
  19P GAIN WILD-TYPE 275  44   5   2  35
D34V6, multiclass
     clus
vv    19P GAIN MUTATED 19P GAIN WILD-TYPE
  M0                45                275
  M1                 8                 44
  M1A                3                  5
  M1B                0                  2
  MX                15                 35
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D34V7, binary
                    cls
clus                   0   1
  19P GAIN MUTATED    26  45
  19P GAIN WILD-TYPE 181 187
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED     26   45
  19P GAIN WILD-TYPE  181  187
        clus
vv       19P GAIN MUTATED 19P GAIN WILD-TYPE
  FEMALE               26                181
  MALE                 45                187
[1] 2 2
[1] FALSE
D34V8, binary
                    cls
clus                   0   1
  19P GAIN MUTATED    65   6
  19P GAIN WILD-TYPE 313  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED     65    6
  19P GAIN WILD-TYPE  313   53
                               clus
vv                              19P GAIN MUTATED 19P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        65                313
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D34V9, binary
                    cls
clus                   0   1
  19P GAIN MUTATED     1  70
  19P GAIN WILD-TYPE   2 366
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P GAIN MUTATED      1   70
  19P GAIN WILD-TYPE    2  366
     clus
vv    19P GAIN MUTATED 19P GAIN WILD-TYPE
  NO                 1                  2
  YES               70                366
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  19P GAIN MUTATED    50   1   2   6
  19P GAIN WILD-TYPE 263   2  22  19
D34V10, multiclass
    clus
vv   19P GAIN MUTATED 19P GAIN WILD-TYPE
  R0               50                263
  R1                1                  2
  R2                2                 22
  RX                6                 19
[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"
D34V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  19P GAIN MUTATED                                  0     2
  19P GAIN WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  19P GAIN MUTATED                          10    43
  19P GAIN WILD-TYPE                        40   168
D34V12, multiclass
                                  clus
vv                                 19P GAIN MUTATED 19P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                      10                 40
  WHITE                                          43                168
[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"

Clustering(35) Variable = 19Q GAIN MUTATION ANALYSIS
D35V1, survival
                    sevent
clus2                  0   1
  19Q GAIN MUTATED    62  13
  19Q GAIN WILD-TYPE 273  74
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                75                347 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
                13                 74 
$`19Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2675 TCGA-A6-2681 TCGA-A6-2683 
        5.06         5.26        37.02        43.43        45.60        15.52 
TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5657 TCGA-A6-5667 TCGA-A6-6142 
       16.04        36.53        14.53        31.63        29.16        25.08 
TCGA-A6-6648 TCGA-A6-6651 TCGA-A6-6654 TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3502 
       25.18        21.76        23.87        61.84        52.44        35.01 
TCGA-AA-3506 TCGA-AA-3542 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3854 TCGA-AA-3939 
       58.03        12.99        35.05         0.99        36.03        12.99 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-A00K TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A01G 
       50.99        13.05        18.05        27.02        42.02        12.00 
TCGA-AA-A029 TCGA-AA-A02O TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6965 TCGA-AD-A5EK 
       51.98         0.92         1.58         1.02         0.20         0.43 
TCGA-AY-6196 TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-5407 TCGA-AZ-6603 TCGA-AZ-6606 
        0.20         5.52         6.87        61.41        29.56        11.74 
TCGA-CA-5255 TCGA-CA-6719 TCGA-CK-4950 TCGA-CK-5914 TCGA-CK-6748 TCGA-CM-4746 
        3.06         1.35        40.34        21.99         2.01        37.02 
TCGA-CM-4747 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5860 TCGA-CM-5863 TCGA-CM-6161 
        8.02        13.02        29.06        16.01        15.02        15.02 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6166 TCGA-CM-6676 TCGA-D5-5539 TCGA-D5-6535 
       14.04        29.03        21.99        11.08        19.59        15.12 
TCGA-D5-6537 TCGA-D5-6928 TCGA-D5-6931 TCGA-D5-6932 TCGA-DM-A0X9 TCGA-DM-A28F 
        4.50        11.64        12.00        11.38       119.70        35.97 
TCGA-F4-6459 TCGA-F4-6463 TCGA-F4-6855 TCGA-G4-6297 TCGA-G4-6310 TCGA-G4-6311 
        8.61        13.64        35.41        82.39        45.11        39.42 
TCGA-G4-6320 TCGA-G4-6627 TCGA-NH-A8F7 
       26.43        47.15         5.19 

$`19Q GAIN WILD-TYPE`
TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 
       46.65        43.76        23.38        17.79        42.28        44.91 
TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4107 
       35.11        13.94        37.05        37.25        34.65        32.45 
TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       32.91        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       22.06        32.71        27.09        22.52        24.13         8.38 
TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 
       24.16        20.61        24.69        24.39        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       20.28        16.24        24.92         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3510 TCGA-AA-3511 
        3.02         1.02        37.05         1.02        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        29.00        26.01         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       21.01        13.02        24.00        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 
       20.98        19.99        13.94        19.99        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
        6.05         6.97        54.02         2.01        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
       50.04        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
       19.04         0.99         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       15.95        38.99        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
        0.99        33.07        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        24.00        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 
        2.01        20.98        34.03         2.01        21.99        16.08 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00R TCGA-AA-A00U 
       34.03        18.05        17.03         4.01         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       32.02        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
        1.02        33.04        35.01        26.01        37.02        39.06 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02R TCGA-AA-A02W 
        2.96        39.98         2.01         5.03        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AM-5820 
       56.55         0.79         0.72         0.10         0.76         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.92        14.50        27.09        16.31         0.95        15.75 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       21.44        17.82         5.19        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 
       65.00        62.79        49.41         6.77        12.10       100.01 
TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5796 
        5.23         3.19         1.94         2.24         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 
        3.29         0.07         0.26         0.33         0.10        17.56 
TCGA-CK-4948 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 
      102.44        70.16        15.62        48.20        51.32        21.14 
TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4748 TCGA-CM-4750 
        2.93       124.27        23.05        20.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 
       27.02        22.03        22.98        30.08        15.02         5.03 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 
       15.02        17.03        12.00        16.04        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       13.02        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 
       13.51        11.51        20.19        20.42        17.75        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
        1.32         7.92        17.85        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       15.58         7.53        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-7000 TCGA-DM-A0XD 
        9.04         9.44        13.41         1.51        10.26        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 
       38.20       130.65        92.75        49.91        13.32        12.59 
TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
      140.38         7.50        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      139.17         6.12        14.04        26.47        81.37       119.93 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6461 
       60.79       117.07        98.24        95.18        13.38        11.11 
TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 
       13.45         6.18        35.87         1.55        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6856 TCGA-G4-6293 
       16.24        33.67         1.28         0.53        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 
       28.21         8.35        23.51        74.56        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 
       53.62        44.68        55.04        51.75        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       36.00        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       91.79        46.75        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F8 TCGA-QG-A5YV 
        2.79         5.98         5.59         1.32         5.49        26.99 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       17.29         6.64        14.76        30.28        67.00 

  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
              0.20               0.07 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
            119.70             140.38 
  19Q GAIN MUTATED 19Q GAIN WILD-TYPE 
             18.05              19.99 
[1] "0.2 - 119.7 (18.1)" "0.1 - 140.4 (20.0)"
[1] "hr=" "1.2"
D35V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  19Q GAIN MUTATED        12        0        3        25         0         0
  19Q GAIN WILD-TYPE      60        1       25       106         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  19Q GAIN MUTATED           2          3         13          6        8
  19Q GAIN WILD-TYPE        19          9         42         32       35
                    vv
clus                 STAGE IVA STAGE IVB
  19Q GAIN MUTATED           4         0
  19Q GAIN WILD-TYPE        14         2
D35V3, multiclass
            clus
vv           19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  STAGE I                  12                 60
  STAGE IA                  0                  1
  STAGE II                  3                 25
  STAGE IIA                25                106
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                3                  9
  STAGE IIIB               13                 42
  STAGE IIIC                6                 32
  STAGE IV                  8                 35
  STAGE IVA                 4                 14
  STAGE IVB                 0                  2
[1] 13  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     2  12  57   8
  19Q GAIN WILD-TYPE   9  64 243  43
D35V4, multiclass
    clus
vv   19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  T1                2                  9
  T2               12                 64
  T3               57                243
  T4                8                 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                  N0  N1  N2
  19Q GAIN MUTATED    43  24  12
  19Q GAIN WILD-TYPE 213  79  67
D35V5, multiclass
    clus
vv   19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  N0               43                213
  N1               24                 79
  N2               12                 67
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  19Q GAIN MUTATED    50   9   3   0  16
  19Q GAIN WILD-TYPE 270  43   5   2  34
D35V6, multiclass
     clus
vv    19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  M0                50                270
  M1                 9                 43
  M1A                3                  5
  M1B                0                  2
  MX                16                 34
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D35V7, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED    32  47
  19Q GAIN WILD-TYPE 175 185
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED     32   47
  19Q GAIN WILD-TYPE  175  185
        clus
vv       19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  FEMALE               32                175
  MALE                 47                185
[1] 2 2
[1] FALSE
D35V8, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED    69  10
  19Q GAIN WILD-TYPE 309  49
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED     69   10
  19Q GAIN WILD-TYPE  309   49
                               clus
vv                              19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        69                309
  COLON MUCINOUS ADENOCARCINOMA               10                 49
[1] 2 2
[1] FALSE
D35V9, binary
                    cls
clus                   0   1
  19Q GAIN MUTATED     1  78
  19Q GAIN WILD-TYPE   2 358
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q GAIN MUTATED      1   78
  19Q GAIN WILD-TYPE    2  358
     clus
vv    19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  NO                 1                  2
  YES               78                358
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  19Q GAIN MUTATED    56   1   2   6
  19Q GAIN WILD-TYPE 257   2  22  19
D35V10, multiclass
    clus
vv   19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  R0               56                257
  R1                1                  2
  R2                2                 22
  RX                6                 19
[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"
D35V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  19Q GAIN MUTATED                                  0     2
  19Q GAIN WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  19Q GAIN MUTATED                          12    47
  19Q GAIN WILD-TYPE                        38   164
D35V12, multiclass
                                  clus
vv                                 19Q GAIN MUTATED 19Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                      12                 38
  WHITE                                          47                164
[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"

Clustering(36) Variable = 20P GAIN MUTATION ANALYSIS
D36V1, survival
                    sevent
clus2                  0   1
  20P GAIN MUTATED   178  49
  20P GAIN WILD-TYPE 157  38
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
               227                195 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
                49                 38 
$`20P GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2679 
        5.06        37.02        43.76        43.43        17.79        44.91 
TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2686 TCGA-A6-3807 
       35.11        45.60        13.94        15.52        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5660 
       36.53        14.53        32.45        32.91        30.44        29.19 
TCGA-A6-5662 TCGA-A6-6137 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6651 
       23.61        27.09        25.08        25.18        24.16        21.76 
TCGA-A6-6652 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 
       24.69        23.87        20.28        61.84         9.63         5.03 
TCGA-AA-3489 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3506 TCGA-AA-3511 
        1.02         1.02        37.05         1.02        58.03         6.97 
TCGA-AA-3514 TCGA-AA-3524 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        1.02        36.03        19.07        34.03        29.00        29.00 
TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3556 TCGA-AA-3558 
       12.99        14.01        21.01        13.02        23.01        20.98 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3673 
       13.94        19.99         6.05         2.01        14.01        50.04 
TCGA-AA-3675 TCGA-AA-3679 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 
       47.05        15.02        37.05        19.00        36.00         5.03 
TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3837 
       85.05         0.99        35.05         0.99        25.02        38.99 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3856 
       37.02        14.93        17.03         0.99        33.07         0.99 
TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3869 TCGA-AA-3875 TCGA-AA-3939 TCGA-AA-3941 
       31.07        17.03        27.02        18.05        12.99        24.00 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03        21.99        16.08        50.99        13.05 
TCGA-AA-3976 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-A004 
       26.01        24.00        27.02        19.07         7.96        13.94 
TCGA-AA-A00D TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00U TCGA-AA-A00W 
       19.00        18.05        17.03         4.01        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       21.99        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02H 
       31.00        33.04        26.01        51.98         2.96         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02W TCGA-AA-A02Y TCGA-AD-5900 TCGA-AD-6548 
        5.03         0.92        41.00        39.98         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
        4.21         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.43         0.46        14.50        16.31         0.95        15.75 
TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4323 TCGA-AZ-4616 TCGA-AZ-4681 
        5.19         5.52         6.87         1.41         5.13        83.80 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6598 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 
       65.00        62.79        49.41        12.10        29.56         5.23 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5797 
        3.19         1.94         2.24         3.06         2.14         3.29 
TCGA-CA-6715 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-5912 
        0.07         1.35        17.56       102.44        40.34        48.20 
TCGA-CM-4744 TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5348 
       20.02         8.02         8.02        13.02        29.06        22.98 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6163 
        5.03        15.02        15.02        17.03        15.02        14.04 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6172 
       16.04        21.99        14.99        13.02        14.04        11.01 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 
       11.08        11.08        11.01        14.99        12.26        19.59 
TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6536 TCGA-D5-6539 
       20.19        17.75        18.25         1.32        17.85        12.49 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6926 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6932 
       12.39        10.13         9.04        11.64        13.41        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 TCGA-DM-A1D7 TCGA-DM-A1D8 
       10.26       119.70        24.43       130.65        13.32        12.59 
TCGA-DM-A1DA TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28E TCGA-DM-A28F 
        7.50       139.17         6.12        14.04       119.93        35.97 
TCGA-DM-A28H TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6569 TCGA-F4-6570 
      117.07        95.18         8.61        13.38        13.45         6.18 
TCGA-F4-6704 TCGA-F4-6806 TCGA-F4-6808 TCGA-F4-6855 TCGA-G4-6293 TCGA-G4-6294 
        1.55        29.59        33.67        35.41       107.67        28.21 
TCGA-G4-6297 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       82.39        55.04        45.11        39.42        35.93        36.72 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A50T 
       26.04        13.78        91.79        46.75        47.15         4.11 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.59         1.32         5.49        26.99        17.29 

$`20P GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2678 TCGA-A6-2684 TCGA-A6-2685 
        5.26        46.65        23.38        42.28        37.05        37.25 
TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       31.63        33.53        22.09        22.06        32.71        29.16 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6650 TCGA-A6-6653 TCGA-A6-6780 
       22.52        24.13         8.38        20.61        24.39        20.12 
TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-AA-3492 TCGA-AA-3502 
       19.66        16.24        24.92        52.44         3.02        35.01 
TCGA-AA-3510 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
       63.98        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3548 
       37.05         8.05        19.07        26.01         0.99        33.99 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3560 TCGA-AA-3655 TCGA-AA-3660 
       24.00        17.95        29.95        19.99        61.02        78.08 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 
        6.97        54.02         0.92        47.01        11.01         5.98 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       26.99        19.04         0.99         1.02        17.98        15.95 
TCGA-AA-3841 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3867 
       36.95        36.03        32.05        31.07        53.00        24.03 
TCGA-AA-3870 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       29.98        31.00         2.01        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3994 TCGA-AA-A00A 
        2.01         2.01        34.06        25.02        27.02        38.04 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       30.02        34.03        18.05        27.02        42.02         0.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       34.98        15.02        38.07         1.02        35.01         1.02 
TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02F TCGA-AA-A02R TCGA-AA-A03F 
       35.01        37.02        39.06        39.98        22.03        18.05 
TCGA-AA-A03J TCGA-AD-6889 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5821 TCGA-AU-6004 
       40.96        56.55         0.76         0.20         0.92        27.09 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
        0.20        21.44        17.82        75.25        50.37        58.39 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4682 TCGA-AZ-5407 TCGA-AZ-6599 TCGA-AZ-6601 
        5.65        32.94        22.36        61.41         6.77       100.01 
TCGA-AZ-6606 TCGA-CA-5796 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4951 
       11.74         3.25         0.26         0.33         0.10        70.16 
TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       15.62        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5344 
      124.27        23.05        37.02        26.04        27.02        22.03 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6168 
       30.08        16.01        15.02        12.00        29.03        12.99 
TCGA-CM-6170 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5540 
       15.02        12.95        13.05        10.06        12.03        13.51 
TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 
       11.51        20.42         7.92        15.12         4.50        17.13 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6927 
       16.14        15.58         7.53        12.43        14.30         9.44 
TCGA-D5-6930 TCGA-D5-6931 TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D9 
        1.51        12.00        38.20        92.75        49.91       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A28A TCGA-DM-A28C 
       44.32       131.51       135.65         7.76        26.47        81.37 
TCGA-DM-A28G TCGA-DM-A28K TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6703 TCGA-F4-6805 
       60.79        98.24        11.11        13.64        35.87        16.31 
TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6856 TCGA-G4-6295 TCGA-G4-6298 
       16.24         1.28         0.53        19.43         8.35        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 
       74.56        43.07        61.87        53.62        44.68        51.75 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6628 
       36.00        26.43        22.09        35.80        26.17        52.80 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A8F7 TCGA-QG-A5Z1 
       10.98        10.52         2.79         5.98         5.19         6.64 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  20P GAIN MUTATED 20P GAIN WILD-TYPE 
              0.07               0.10 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
            139.17             140.38 
  20P GAIN MUTATED 20P GAIN WILD-TYPE 
             17.03              22.52 
[1] "0.1 - 139.2 (17.0)" "0.1 - 140.4 (22.5)"
[1] "hr=" "1.3"
D36V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  20P GAIN MUTATED        40        1       13        60         3         0
  20P GAIN WILD-TYPE      32        0       15        71         5         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  20P GAIN MUTATED           9         12         24         20       33
  20P GAIN WILD-TYPE        12          0         31         18       10
                    vv
clus                 STAGE IVA STAGE IVB
  20P GAIN MUTATED          14         1
  20P GAIN WILD-TYPE         4         1
D36V3, multiclass
            clus
vv           20P GAIN MUTATED 20P GAIN WILD-TYPE
  STAGE I                  40                 32
  STAGE IA                  1                  0
  STAGE II                 13                 15
  STAGE IIA                60                 71
  STAGE IIB                 3                  5
  STAGE IIC                 0                  1
  STAGE III                 9                 12
  STAGE IIIA               12                  0
  STAGE IIIB               24                 31
  STAGE IIIC               20                 18
  STAGE IV                 33                 10
  STAGE IVA                14                  4
  STAGE IVB                 1                  1
[1] 13  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     7  44 158  26
  20P GAIN WILD-TYPE   4  32 142  25
D36V4, multiclass
    clus
vv   20P GAIN MUTATED 20P GAIN WILD-TYPE
  T1                7                  4
  T2               44                 32
  T3              158                142
  T4               26                 25
[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                  N0  N1  N2
  20P GAIN MUTATED   128  61  46
  20P GAIN WILD-TYPE 128  42  33
D36V5, multiclass
    clus
vv   20P GAIN MUTATED 20P GAIN WILD-TYPE
  N0              128                128
  N1               61                 42
  N2               46                 33
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  20P GAIN MUTATED   162  39   7   1  24
  20P GAIN WILD-TYPE 158  13   1   1  26
D36V6, multiclass
     clus
vv    20P GAIN MUTATED 20P GAIN WILD-TYPE
  M0               162                158
  M1                39                 13
  M1A                7                  1
  M1B                1                  1
  MX                24                 26
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D36V7, binary
                    cls
clus                   0   1
  20P GAIN MUTATED   103 133
  20P GAIN WILD-TYPE 104  99
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED    103  133
  20P GAIN WILD-TYPE  104   99
        clus
vv       20P GAIN MUTATED 20P GAIN WILD-TYPE
  FEMALE              103                104
  MALE                133                 99
[1] 2 2
[1] FALSE
D36V8, binary
                    cls
clus                   0   1
  20P GAIN MUTATED   216  18
  20P GAIN WILD-TYPE 162  41
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED    216   18
  20P GAIN WILD-TYPE  162   41
                               clus
vv                              20P GAIN MUTATED 20P GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       216                162
  COLON MUCINOUS ADENOCARCINOMA               18                 41
[1] 2 2
[1] FALSE
D36V9, binary
                    cls
clus                   0   1
  20P GAIN MUTATED     3 233
  20P GAIN WILD-TYPE   0 203
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P GAIN MUTATED      3  233
  20P GAIN WILD-TYPE    0  203
     clus
vv    20P GAIN MUTATED 20P GAIN WILD-TYPE
  NO                 3                  0
  YES              233                203
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  20P GAIN MUTATED   164   2  18  10
  20P GAIN WILD-TYPE 149   1   6  15
D36V10, multiclass
    clus
vv   20P GAIN MUTATED 20P GAIN WILD-TYPE
  R0              164                149
  R1                2                  1
  R2               18                  6
  RX               10                 15
[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"
D36V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  20P GAIN MUTATED                                  1     6
  20P GAIN WILD-TYPE                                0     5
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  20P GAIN MUTATED                          24   114
  20P GAIN WILD-TYPE                        26    97
D36V12, multiclass
                                  clus
vv                                 20P GAIN MUTATED 20P GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           6                  5
  BLACK OR AFRICAN AMERICAN                      24                 26
  WHITE                                         114                 97
[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"

Clustering(37) Variable = 20Q GAIN MUTATION ANALYSIS
D37V1, survival
                    sevent
clus2                  0   1
  20Q GAIN MUTATED   239  61
  20Q GAIN WILD-TYPE  96  26
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
               300                122 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
                61                 26 
$`20Q GAIN MUTATED`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2679 
        5.06        37.02        43.76        43.43        17.79        44.91 
TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2685 TCGA-A6-2686 
       35.11        45.60        13.94        15.52        37.25        16.04 
TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5659 
       34.65        36.53        14.53        32.45        32.91        30.44 
TCGA-A6-5660 TCGA-A6-5662 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 
       29.19        23.61        32.71        29.16        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 
       24.13        25.08        25.18        24.16        20.61        21.76 
TCGA-A6-6652 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       24.69        23.87        20.28        61.84        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3506 
        5.03         1.02         1.02        37.05         1.02        58.03 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3524 TCGA-AA-3526 
        6.97         1.02        38.99         9.07        36.03        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        34.03        29.00        29.00        26.01        12.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3556 
       14.01        33.99        21.01        13.02        24.00        23.01 
TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3660 TCGA-AA-3662 
       20.98        19.99        13.94        19.99        78.08         6.05 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 
        2.01        14.01        50.04        47.05        47.01        15.02 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3811 
       37.05        19.00        36.00         5.03        85.05         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
       35.05         0.99        25.02        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3856 
       14.93        17.03         0.99        33.07        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3875 
       31.07        31.07        17.03        24.03        27.02        18.05 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       12.99        24.00        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3979 
       16.08        50.99        13.05        34.06        26.01        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-A004 TCGA-AA-A00D TCGA-AA-A00F 
       27.02        19.07         7.96        13.94        19.00        34.03 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00U 
       18.05        17.03         4.01        27.02        42.02        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       14.99        21.99        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01X 
       12.00        31.00        31.00         1.02        33.04        26.01 
TCGA-AA-A01Z TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       37.02        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
        0.92        41.00        39.98        40.96         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
        4.21         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-4071 
        0.20         0.43         0.46        14.50        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 
       15.75         0.20         5.19         5.52         6.87        75.25 
TCGA-AZ-4323 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 
        1.41         5.13        83.80        22.36        65.00        62.79 
TCGA-AZ-6598 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 
       49.41        12.10        29.56         5.23         3.19         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        2.24         3.06         2.14         3.29         0.07         0.26 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-5912 TCGA-CK-5914 
        1.35        17.56       102.44        40.34        48.20        21.99 
TCGA-CK-6748 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-4752 
        2.01        20.02        37.02         8.02         8.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5862 
       29.06        22.03        22.98        30.08        16.01         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6163 TCGA-CM-6164 
       15.02        15.02        17.03        15.02        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       16.04        21.99        14.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-D5-5537 
       11.01        11.08        11.08        11.01        10.06        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6531 
       12.26        19.59        13.51        11.51        20.19        17.75 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       18.25         1.32         7.92        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       17.13        12.49         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6932 TCGA-D5-7000 
       14.30         9.04        11.64        13.41        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A282 TCGA-DM-A285 
       13.32        12.59         7.50        44.32       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28H TCGA-DM-A28M 
       14.04        26.47       119.93        35.97       117.07        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6704 
        8.61        13.38        13.64        13.45         6.18         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       35.41       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6303 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 
       74.56        61.87        44.68        55.04        45.11        39.42 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6322 TCGA-G4-6323 
       35.93        36.72        36.00        26.43        26.04        13.78 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A6GB TCGA-NH-A6GC 
       91.79        46.75        47.15         4.11         5.59         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-RU-A8FL 
        5.19         5.49        26.99        17.29         6.64        30.28 

$`20Q GAIN WILD-TYPE`
TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2678 TCGA-A6-2684 TCGA-A6-5657 
        5.26        46.65        23.38        42.28        37.05        31.63 
TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6141 TCGA-A6-6653 TCGA-A6-6780 
       33.53        22.09        22.06         8.38        24.39        20.12 
TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-AA-3492 TCGA-AA-3502 TCGA-AA-3510 
       19.66        16.24        24.92         3.02        35.01        63.98 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3525 TCGA-AA-3543 
       13.02         1.02        24.03        37.05         8.05         0.99 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3655 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 
       17.95        29.95        61.02         6.97        54.02         0.92 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3821 
       11.01         5.98        26.99        19.04         0.99         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3854 TCGA-AA-3864 TCGA-AA-3870 TCGA-AA-3877 
       17.98        15.95        36.03        53.00        29.98        31.00 
TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3977 
        2.01        33.01        26.01        24.00         2.01        25.02 
TCGA-AA-3994 TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00R TCGA-AA-A010 
       27.02        38.04        30.02        18.05         0.99        34.98 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01V TCGA-AA-A024 TCGA-AA-A02R 
       38.07         1.02        35.01        35.01        39.06        22.03 
TCGA-AA-A03F TCGA-AD-6889 TCGA-AD-6964 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-6197 
       18.05        56.55         0.76         0.92        27.09        21.44 
TCGA-AY-6386 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-5407 
       17.82        50.37        58.39         5.65        32.94        61.41 
TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-CA-5796 TCGA-CA-6717 TCGA-CA-6718 
        6.77       100.01        11.74         3.25         0.33         0.10 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 
       70.16        15.62        51.32        21.14         2.93       124.27 
TCGA-CM-4743 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5861 TCGA-CM-6162 TCGA-CM-6168 
       23.05        26.04        27.02        15.02        12.00        12.99 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6680 TCGA-D5-6530 TCGA-D5-6540 TCGA-D5-6541 
       12.95        13.05        12.03        20.42        16.14        15.58 
TCGA-D5-6927 TCGA-D5-6930 TCGA-D5-6931 TCGA-DM-A1D9 TCGA-DM-A1HA TCGA-DM-A1HB 
        9.44         1.51        12.00       140.38       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A28C TCGA-DM-A28G TCGA-DM-A28K TCGA-F4-6461 TCGA-F4-6703 
        7.76        81.37        60.79        98.24        11.11        35.87 
TCGA-F4-6856 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6309 TCGA-G4-6321 TCGA-G4-6586 
       19.43        43.07        53.62        51.75        22.09        35.80 
TCGA-G4-6588 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       26.17        52.80        10.98        10.52         2.79         5.98 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
              0.07               0.10 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
            139.17             140.38 
  20Q GAIN MUTATED 20Q GAIN WILD-TYPE 
            18.150             22.075 
[1] "0.1 - 139.2 (18.1)" "0.1 - 140.4 (22.1)"
[1] "hr=" "1.1"
D37V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  20Q GAIN MUTATED        51        1       16        84         3         1
  20Q GAIN WILD-TYPE      21        0       12        47         5         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  20Q GAIN MUTATED          13         12         38         30       38
  20Q GAIN WILD-TYPE         8          0         17          8        5
                    vv
clus                 STAGE IVA STAGE IVB
  20Q GAIN MUTATED          16         1
  20Q GAIN WILD-TYPE         2         1
D37V3, multiclass
            clus
vv           20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  STAGE I                  51                 21
  STAGE IA                  1                  0
  STAGE II                 16                 12
  STAGE IIA                84                 47
  STAGE IIB                 3                  5
  STAGE IIC                 1                  0
  STAGE III                13                  8
  STAGE IIIA               12                  0
  STAGE IIIB               38                 17
  STAGE IIIC               30                  8
  STAGE IV                 38                  5
  STAGE IVA                16                  2
  STAGE IVB                 1                  1
[1] 13  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     7  57 215  31
  20Q GAIN WILD-TYPE   4  19  85  20
D37V4, multiclass
    clus
vv   20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  T1                7                  4
  T2               57                 19
  T3              215                 85
  T4               31                 20
[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                  N0  N1  N2
  20Q GAIN MUTATED   168  82  60
  20Q GAIN WILD-TYPE  88  21  19
D37V5, multiclass
    clus
vv   20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  N0              168                 88
  N1               82                 21
  N2               60                 19
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  20Q GAIN MUTATED   218  46   7   1  35
  20Q GAIN WILD-TYPE 102   6   1   1  15
D37V6, multiclass
     clus
vv    20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  M0               218                102
  M1                46                  6
  M1A                7                  1
  M1B                1                  1
  MX                35                 15
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D37V7, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED   141 170
  20Q GAIN WILD-TYPE  66  62
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED    141  170
  20Q GAIN WILD-TYPE   66   62
        clus
vv       20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  FEMALE              141                 66
  MALE                170                 62
[1] 2 2
[1] FALSE
D37V8, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED   284  25
  20Q GAIN WILD-TYPE  94  34
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED    284   25
  20Q GAIN WILD-TYPE   94   34
                               clus
vv                              20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       284                 94
  COLON MUCINOUS ADENOCARCINOMA               25                 34
[1] 2 2
[1] FALSE
D37V9, binary
                    cls
clus                   0   1
  20Q GAIN MUTATED     3 308
  20Q GAIN WILD-TYPE   0 128
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q GAIN MUTATED      3  308
  20Q GAIN WILD-TYPE    0  128
     clus
vv    20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  NO                 3                  0
  YES              308                128
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  20Q GAIN MUTATED   220   2  21  14
  20Q GAIN WILD-TYPE  93   1   3  11
D37V10, multiclass
    clus
vv   20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  R0              220                 93
  R1                2                  1
  R2               21                  3
  RX               14                 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"
D37V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  20Q GAIN MUTATED                                  1     7
  20Q GAIN WILD-TYPE                                0     4
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  20Q GAIN MUTATED                          32   155
  20Q GAIN WILD-TYPE                        18    56
D37V12, multiclass
                                  clus
vv                                 20Q GAIN MUTATED 20Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           7                  4
  BLACK OR AFRICAN AMERICAN                      32                 18
  WHITE                                         155                 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"

Clustering(38) Variable = 21Q GAIN MUTATION ANALYSIS
D38V1, survival
                    sevent
clus2                  0   1
  21Q GAIN MUTATED    15   6
  21Q GAIN WILD-TYPE 320  81
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                21                401 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
                 6                 81 
$`21Q GAIN MUTATED`
TCGA-4T-AA8H TCGA-A6-5662 TCGA-AA-3553 TCGA-AA-3666 TCGA-AA-3673 TCGA-AA-3678 
        5.26        23.61        24.00         2.01        50.04        47.01 
TCGA-AY-4071 TCGA-AZ-5407 TCGA-AZ-6608 TCGA-CA-5255 TCGA-CM-5868 TCGA-D5-5539 
        0.95        61.41         1.94         3.06        17.03        19.59 
TCGA-D5-6898 TCGA-D5-6932 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28F TCGA-DM-A28M 
        7.53        11.38         6.12        14.04        35.97        95.18 
TCGA-G4-6297 TCGA-NH-A50V TCGA-RU-A8FL 
       82.39        10.52        30.28 

$`21Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06        37.02        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 
       17.79        42.28        44.91        35.11        45.60        13.94 
TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 
       15.52        37.05        37.25        16.04        34.65        36.53 
TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       14.53        32.45        32.91        31.63        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       33.53        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       22.52        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        26.01        12.99         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       21.01        13.02        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       19.99        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3679 
        6.97        54.02        14.01         0.92        47.05        15.02 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 
       11.01         5.98        37.05        19.00        36.00         5.03 
TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 
       85.05        26.99        19.04         0.99         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       36.95        37.02        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       36.03        32.05         0.99        31.07        31.07        53.00 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 
       17.03        24.03        27.02        29.98        18.05        31.00 
TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
        2.01        12.99        24.00        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 
        2.01        20.98        34.03         2.01        21.99        16.08 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       50.99        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       12.00        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
        1.02        33.04        35.01        26.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 
        1.02         0.10         0.76         0.20         0.43         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-6196 
        0.92        14.50        27.09        16.31        15.75         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 
       21.44        17.82         5.19         5.52         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       50.37        58.39         1.41         5.65        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6598 TCGA-AZ-6599 
       83.80        22.36        65.00        62.79        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        2.24         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       70.16        15.62        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 
       22.03        22.98        30.08        16.01        15.02         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 
       15.02        15.02        15.02        12.00        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 
       16.04        21.99        14.99        12.99        13.02        15.02 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 
       14.04        11.01        12.95        13.05        11.08        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 
       11.01        10.06        12.03        14.99        12.26        13.51 
TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 
       11.51        20.19        20.42        17.75        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        7.92        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       16.14        15.58        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB 
       49.91        13.32        12.59       140.38         7.50        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A28A TCGA-DM-A28C 
      131.51       135.65         7.76       139.17        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6459 TCGA-F4-6460 
      119.93        60.79       117.07        98.24         8.61        13.38 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6298 
       35.41        19.43       107.67        28.21         8.35        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
       91.79        46.75        47.15        52.80         4.11        10.98 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
        2.79         5.98         5.59         1.32         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        67.00 

  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
              0.95               0.07 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
             95.18             140.38 
  21Q GAIN MUTATED 21Q GAIN WILD-TYPE 
             17.03              19.99 
[1] "0.9 - 95.2 (17.0)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.3"
D38V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  21Q GAIN MUTATED         5        0        1         4         0         0
  21Q GAIN WILD-TYPE      67        1       27       127         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  21Q GAIN MUTATED           2          2          3          1        2
  21Q GAIN WILD-TYPE        19         10         52         37       41
                    vv
clus                 STAGE IVA STAGE IVB
  21Q GAIN MUTATED           2         0
  21Q GAIN WILD-TYPE        16         2
D38V3, multiclass
            clus
vv           21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  STAGE I                   5                 67
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 4                127
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                2                 10
  STAGE IIIB                3                 52
  STAGE IIIC                1                 37
  STAGE IV                  2                 41
  STAGE IVA                 2                 16
  STAGE IVB                 0                  2
[1] 13  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     2   5  14   1
  21Q GAIN WILD-TYPE   9  71 286  50
D38V4, multiclass
    clus
vv   21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  T1                2                  9
  T2                5                 71
  T3               14                286
  T4                1                 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                  N0  N1  N2
  21Q GAIN MUTATED    10   6   6
  21Q GAIN WILD-TYPE 246  97  73
D38V5, multiclass
    clus
vv   21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  N0               10                246
  N1                6                 97
  N2                6                 73
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  21Q GAIN MUTATED    14   3   1   0   3
  21Q GAIN WILD-TYPE 306  49   7   2  47
D38V6, multiclass
     clus
vv    21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  M0                14                306
  M1                 3                 49
  M1A                1                  7
  M1B                0                  2
  MX                 3                 47
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D38V7, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED    11  11
  21Q GAIN WILD-TYPE 196 221
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED     11   11
  21Q GAIN WILD-TYPE  196  221
        clus
vv       21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  FEMALE               11                196
  MALE                 11                221
[1] 2 2
[1] FALSE
D38V8, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED    17   4
  21Q GAIN WILD-TYPE 361  55
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED     17    4
  21Q GAIN WILD-TYPE  361   55
                               clus
vv                              21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        17                361
  COLON MUCINOUS ADENOCARCINOMA                4                 55
[1] 2 2
[1] FALSE
D38V9, binary
                    cls
clus                   0   1
  21Q GAIN MUTATED     0  22
  21Q GAIN WILD-TYPE   3 414
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q GAIN MUTATED      0   22
  21Q GAIN WILD-TYPE    3  414
     clus
vv    21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  NO                 0                  3
  YES               22                414
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  21Q GAIN MUTATED    13   0   0   2
  21Q GAIN WILD-TYPE 300   3  24  23
D38V10, multiclass
    clus
vv   21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  R0               13                300
  R1                0                  3
  R2                0                 24
  RX                2                 23
[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"
D38V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  21Q GAIN MUTATED                                  0     1
  21Q GAIN WILD-TYPE                                1    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  21Q GAIN MUTATED                           3    14
  21Q GAIN WILD-TYPE                        47   197
D38V12, multiclass
                                  clus
vv                                 21Q GAIN MUTATED 21Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       3                 47
  WHITE                                          14                197
[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"

Clustering(39) Variable = 22Q GAIN MUTATION ANALYSIS
D39V1, survival
                    sevent
clus2                  0   1
  22Q GAIN MUTATED    10   2
  22Q GAIN WILD-TYPE 325  85
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                12                410 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
                 2                 85 
$`22Q GAIN MUTATED`
TCGA-A6-4107 TCGA-A6-6140 TCGA-AA-3494 TCGA-AA-3553 TCGA-AA-3715 TCGA-AA-A02E 
       32.45        24.13         1.02        24.00         0.99         2.96 
TCGA-CK-4948 TCGA-CM-6163 TCGA-CM-6676 TCGA-CM-6679 TCGA-G4-6314 TCGA-RU-A8FL 
      102.44        14.04        11.08        10.06        35.93        30.28 

$`22Q GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       36.53        14.53        32.91        31.63        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       27.09        22.52         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 
        9.63         5.03         1.02         3.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       38.99         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 
       13.02        17.95        29.95        23.01        20.98        19.99 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 
       13.94        19.99        61.02        78.08         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       54.02         2.01        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 
       47.01        15.02        11.01         5.98        37.05        19.00 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3811 
       36.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       38.99        36.95        37.02        14.93        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
       33.07        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.00         2.01        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       24.00         2.01        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       24.00        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K 
       38.04        19.00        30.02        34.03        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
       17.03         4.01        27.02        42.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
       35.01         1.02        33.04        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       39.06        51.98        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 
        1.02         0.10         0.76         0.20         0.43         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.92        14.50        27.09        16.31         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 
       11.74         3.19         1.94         2.24         3.06         2.14 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        3.25         3.29         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
        1.35        17.56        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
       16.01        15.02         5.03        15.02        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       15.02        12.00        29.03        16.04        21.99        14.99 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       13.05        11.08        11.01        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       19.59        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       18.25         1.32         7.92        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.13        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       10.13        12.43        14.30         9.04         9.44        11.64 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       13.41         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB 
       12.59       140.38         7.50        44.32       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C 
        7.76       139.17         6.12        14.04        26.47        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
      119.93        35.97        60.79       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
        8.61        13.38        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
       35.87         1.55        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 
        8.35        82.39        23.51        74.56        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 
       53.62        44.68        55.04        51.75        45.11        39.42 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
        4.11        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
              0.99               0.07 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
            102.44             140.38 
  22Q GAIN MUTATED 22Q GAIN WILD-TYPE 
            19.020             19.625 
[1] "1.0 - 102.4 (19.0)" "0.1 - 140.4 (19.6)"
[1] "hr=" "1.2"
D39V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  22Q GAIN MUTATED         3        0        1         2         0         0
  22Q GAIN WILD-TYPE      69        1       27       129         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  22Q GAIN MUTATED           0          1          2          0        3
  22Q GAIN WILD-TYPE        21         11         53         38       40
                    vv
clus                 STAGE IVA STAGE IVB
  22Q GAIN MUTATED           0         0
  22Q GAIN WILD-TYPE        18         2
D39V3, multiclass
            clus
vv           22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  STAGE I                   3                 69
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 2                129
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                1                 11
  STAGE IIIB                2                 53
  STAGE IIIC                0                 38
  STAGE IV                  3                 40
  STAGE IVA                 0                 18
  STAGE IVB                 0                  2
[1] 13  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     1   2   9   0
  22Q GAIN WILD-TYPE  10  74 291  51
D39V4, multiclass
    clus
vv   22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  T1                1                 10
  T2                2                 74
  T3                9                291
  T4                0                 51
[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                  N0  N1  N2
  22Q GAIN MUTATED     7   3   2
  22Q GAIN WILD-TYPE 249 100  77
D39V5, multiclass
    clus
vv   22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  N0                7                249
  N1                3                100
  N2                2                 77
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  22Q GAIN MUTATED     8   3   0   0   1
  22Q GAIN WILD-TYPE 312  49   8   2  49
D39V6, multiclass
     clus
vv    22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  M0                 8                312
  M1                 3                 49
  M1A                0                  8
  M1B                0                  2
  MX                 1                 49
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D39V7, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED     5   7
  22Q GAIN WILD-TYPE 202 225
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED      5    7
  22Q GAIN WILD-TYPE  202  225
        clus
vv       22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  FEMALE                5                202
  MALE                  7                225
[1] 2 2
[1] FALSE
D39V8, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED    12   0
  22Q GAIN WILD-TYPE 366  59
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED     12    0
  22Q GAIN WILD-TYPE  366   59
                               clus
vv                              22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  COLON ADENOCARCINOMA                        12                366
  COLON MUCINOUS ADENOCARCINOMA                0                 59
[1] 2 2
[1] FALSE
D39V9, binary
                    cls
clus                   0   1
  22Q GAIN MUTATED     0  12
  22Q GAIN WILD-TYPE   3 424
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q GAIN MUTATED      0   12
  22Q GAIN WILD-TYPE    3  424
     clus
vv    22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  NO                 0                  3
  YES               12                424
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  22Q GAIN MUTATED     9   0   2   0
  22Q GAIN WILD-TYPE 304   3  22  25
D39V10, multiclass
    clus
vv   22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  R0                9                304
  R1                0                  3
  R2                2                 22
  RX                0                 25
[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"
D39V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  22Q GAIN MUTATED                                  0     0
  22Q GAIN WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  22Q GAIN MUTATED                           1     7
  22Q GAIN WILD-TYPE                        49   204
D39V12, multiclass
                                  clus
vv                                 22Q GAIN MUTATED 22Q GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       1                 49
  WHITE                                           7                204
[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"

Clustering(40) Variable = XQ GAIN MUTATION ANALYSIS
D40V1, survival
                   sevent
clus2                 0   1
  XQ GAIN MUTATED    51  18
  XQ GAIN WILD-TYPE 284  69
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               69               353 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
               18                69 
$`XQ GAIN MUTATED`
TCGA-4T-AA8H TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2686 TCGA-A6-6142 TCGA-A6-6650 
        5.26        44.91        45.60        16.04        25.08        20.61 
TCGA-A6-6652 TCGA-A6-6654 TCGA-A6-A56B TCGA-AA-3524 TCGA-AA-3534 TCGA-AA-3553 
       24.69        23.87        52.44        36.03        29.00        24.00 
TCGA-AA-3558 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3678 TCGA-AA-3681 TCGA-AA-3696 
       20.98        54.02        14.01        47.01         5.98         5.03 
TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3844 TCGA-AA-3869 TCGA-AA-3994 
        0.99        35.05         0.99        14.93        27.02        27.02 
TCGA-AA-A004 TCGA-AA-A01I TCGA-AA-A01T TCGA-AA-A029 TCGA-AA-A02O TCGA-AA-A02Y 
       13.94        31.00        33.04        51.98         0.92        39.98 
TCGA-AD-6888 TCGA-AD-A5EK TCGA-AY-6196 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4614 
        4.21         0.43         0.20         5.19         6.87         5.65 
TCGA-AZ-4682 TCGA-AZ-6598 TCGA-AZ-6601 TCGA-AZ-6608 TCGA-CA-6719 TCGA-CK-5914 
       22.36        49.41       100.01         1.94         1.35        21.99 
TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-6161 TCGA-CM-6166 TCGA-CM-6167 
       22.98        16.01         5.03        15.02        21.99        14.99 
TCGA-CM-6675 TCGA-D5-5539 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6923 
       13.05        19.59         4.50        17.13        12.49        12.43 
TCGA-DM-A0X9 TCGA-DM-A1DA TCGA-DM-A285 TCGA-DM-A28F TCGA-DM-A28K TCGA-DM-A28M 
      119.70         7.50         6.12        35.97        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6570 TCGA-G4-6299 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 
        8.61         6.18        74.56        44.68        55.04        45.11 
TCGA-G4-6311 TCGA-NH-A6GB TCGA-WS-AB45 
       39.42         5.59        67.00 

$`XQ GAIN WILD-TYPE`
TCGA-3L-AA1B TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06        37.02        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       17.79        42.28        35.11        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.25        34.65        36.53        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6780 
        8.38        25.18        24.16        21.76        24.39        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A5ZU 
       19.66        20.28        16.24        24.92        61.84         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3525 
       38.99         1.02         9.07        24.03        37.05         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3538 TCGA-AA-3542 
       19.07        19.07        34.03        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        13.02        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       29.95        23.01        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3666 TCGA-AA-3672 TCGA-AA-3673 
       78.08         6.05         6.97         2.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 
       47.05        15.02        11.01        37.05        19.00        36.00 
TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3819 TCGA-AA-3821 
       85.05        26.99        19.04         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3846 
       17.98        15.95        38.99        36.95        37.02        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3875 
       31.07        53.00        17.03        24.03        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.00         2.01        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       24.00         2.01        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-A00A TCGA-AA-A00D 
       24.00        27.02        19.07         7.96        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       30.02        34.03        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
       27.02        42.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G 
       34.98        15.02        15.02         0.99        32.02        12.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V 
       31.00        38.07         1.02        35.01         1.02        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       26.01        37.02        39.06         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
        5.03        22.03        41.00        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 
       21.37        56.55         0.79         0.72         1.58         1.02 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        0.10         0.76         0.20         0.46         0.92        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 
       27.09        16.31         0.95        15.75        21.44        17.82 
TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 
        5.52        75.25        50.37        58.39         1.41        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6599 
        5.13        83.80        65.00        62.79        61.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5254 
       12.10        29.56         5.23        11.74         3.19         2.24 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        3.06         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 
        0.33         0.10        17.56       102.44        40.34        70.16 
TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       15.62        48.20        51.32        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5349 
        8.02        27.02        13.02        29.06        22.03        30.08 
TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6162 TCGA-CM-6163 
       15.02        15.02        15.02        17.03        12.00        14.04 
TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       29.03        16.04        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       11.01        12.95        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 
       12.03        14.99        12.26        13.51        11.51        20.19 
TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 
       20.42        17.75        18.25         1.32         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 
       17.85        16.14        15.58         7.53        12.39        10.13 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       12.00        11.38        10.26        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB 
       92.75        49.91        13.32        12.59       140.38        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A 
      131.51       135.65         7.76       139.17        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28G TCGA-DM-A28H TCGA-F4-6460 TCGA-F4-6461 
       81.37       119.93        60.79       117.07        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 
       13.64        13.45        35.87         1.55        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       16.24        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6302 
      107.67        28.21         8.35        82.39        23.51        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6309 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       61.87        53.62        51.75        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
       91.79        46.75        47.15        52.80         4.11        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
       10.52         2.79         5.98         1.32         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
       26.99        17.29         6.64        14.76        30.28 

  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
             0.20              0.07 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
           119.70            140.38 
  XQ GAIN MUTATED XQ GAIN WILD-TYPE 
            20.98             19.07 
[1] "0.2 - 119.7 (21.0)" "0.1 - 140.4 (19.1)"
[1] "hr=" "1.2"
D40V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  XQ GAIN MUTATED        10        0        7        18         1         0
  XQ GAIN WILD-TYPE      62        1       21       113         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  XQ GAIN MUTATED           6          3         12          6        3
  XQ GAIN WILD-TYPE        15          9         43         32       40
                   vv
clus                STAGE IVA STAGE IVB
  XQ GAIN MUTATED           6         1
  XQ GAIN WILD-TYPE        12         1
D40V3, multiclass
            clus
vv           XQ GAIN MUTATED XQ GAIN WILD-TYPE
  STAGE I                 10                62
  STAGE IA                 0                 1
  STAGE II                 7                21
  STAGE IIA               18               113
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                6                15
  STAGE IIIA               3                 9
  STAGE IIIB              12                43
  STAGE IIIC               6                32
  STAGE IV                 3                40
  STAGE IVA                6                12
  STAGE IVB                1                 1
[1] 13  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     0  14  57   2
  XQ GAIN WILD-TYPE  11  62 243  49
D40V4, multiclass
    clus
vv   XQ GAIN MUTATED XQ GAIN WILD-TYPE
  T1               0                11
  T2              14                62
  T3              57               243
  T4               2                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                 N0  N1  N2
  XQ GAIN MUTATED    39  19  14
  XQ GAIN WILD-TYPE 217  84  65
D40V5, multiclass
    clus
vv   XQ GAIN MUTATED XQ GAIN WILD-TYPE
  N0              39               217
  N1              19                84
  N2              14                65
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  XQ GAIN MUTATED    53   7   2   1   8
  XQ GAIN WILD-TYPE 267  45   6   1  42
D40V6, multiclass
     clus
vv    XQ GAIN MUTATED XQ GAIN WILD-TYPE
  M0               53               267
  M1                7                45
  M1A               2                 6
  M1B               1                 1
  MX                8                42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D40V7, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED    37  36
  XQ GAIN WILD-TYPE 170 196
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED     37   36
  XQ GAIN WILD-TYPE  170  196
        clus
vv       XQ GAIN MUTATED XQ GAIN WILD-TYPE
  FEMALE              37               170
  MALE                36               196
[1] 2 2
[1] FALSE
D40V8, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED    65   8
  XQ GAIN WILD-TYPE 313  51
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED     65    8
  XQ GAIN WILD-TYPE  313   51
                               clus
vv                              XQ GAIN MUTATED XQ GAIN WILD-TYPE
  COLON ADENOCARCINOMA                       65               313
  COLON MUCINOUS ADENOCARCINOMA               8                51
[1] 2 2
[1] FALSE
D40V9, binary
                   cls
clus                  0   1
  XQ GAIN MUTATED     1  72
  XQ GAIN WILD-TYPE   2 364
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ GAIN MUTATED      1   72
  XQ GAIN WILD-TYPE    2  364
     clus
vv    XQ GAIN MUTATED XQ GAIN WILD-TYPE
  NO                1                 2
  YES              72               364
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  XQ GAIN MUTATED    54   0   3   3
  XQ GAIN WILD-TYPE 259   3  21  22
D40V10, multiclass
    clus
vv   XQ GAIN MUTATED XQ GAIN WILD-TYPE
  R0              54               259
  R1               0                 3
  R2               3                21
  RX               3                22
[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"
D40V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  XQ GAIN MUTATED                                  0     1
  XQ GAIN WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  XQ GAIN MUTATED                          11    36
  XQ GAIN WILD-TYPE                        39   175
D40V12, multiclass
                                  clus
vv                                 XQ GAIN MUTATED XQ GAIN WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                     11                39
  WHITE                                         36               175
[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"

Clustering(41) Variable = 1P LOSS MUTATION ANALYSIS
D41V1, survival
                   sevent
clus2                 0   1
  1P LOSS MUTATED    67  23
  1P LOSS WILD-TYPE 268  64
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               90               332 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
               23                64 
$`1P LOSS MUTATED`
TCGA-A6-2674 TCGA-A6-2680 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5660 
       43.76        35.11        36.53        14.53        32.45        29.19 
TCGA-A6-5662 TCGA-A6-6138 TCGA-A6-6651 TCGA-AA-3488 TCGA-AA-3517 TCGA-AA-3519 
       23.61        22.52        21.76         5.03        38.99         9.07 
TCGA-AA-3522 TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3811 
       37.05        19.99        50.04        37.05        19.00         0.99 
TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3860 
       38.99        37.02         0.99        33.07        32.05        31.07 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3939 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3989 
       17.03        24.03        12.99         2.01        21.99         7.96 
TCGA-AA-A00F TCGA-AA-A00Q TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01T 
       34.03        42.02        15.02        32.02        31.00        33.04 
TCGA-AA-A01X TCGA-AA-A02H TCGA-AA-A02W TCGA-AD-6890 TCGA-AD-6899 TCGA-AD-6901 
       26.01         2.01        41.00         0.79         1.58         1.02 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-4070 TCGA-AZ-4614 TCGA-AZ-4616 
        0.20         0.43        14.50        16.31         5.65         5.13 
TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5256 
       12.10        29.56         5.23         3.19         2.24         2.14 
TCGA-CK-6748 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5862 TCGA-CM-6163 
        2.01         8.02        13.02        22.03         5.03        14.04 
TCGA-CM-6164 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6676 TCGA-CM-6679 TCGA-D5-5540 
       29.03        13.02        15.02        11.08        10.06        13.51 
TCGA-D5-6531 TCGA-D5-6533 TCGA-D5-6924 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1D4 
       17.75         1.32        14.30        13.41        11.38        92.75 
TCGA-DM-A1D6 TCGA-DM-A285 TCGA-DM-A28A TCGA-F4-6460 TCGA-F4-6704 TCGA-F4-6855 
       49.91         6.12        26.47        13.38         1.55        35.41 
TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6303 TCGA-G4-6314 TCGA-G4-6315 
        8.35        82.39        23.51        61.87        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A6GA TCGA-NH-A8F8 
       36.00        91.79        46.75        10.98         5.98         5.49 

$`1P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        37.02        46.65        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       17.79        42.28        44.91        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-5656 TCGA-A6-5657 
       37.05        37.25        16.04        34.65        32.91        31.63 
TCGA-A6-5659 TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       30.44        33.53        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       27.09        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       20.61        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.28        16.24        24.92        61.84        52.44         9.63 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        1.02         3.02         1.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 
       58.03        63.98         6.97         1.02        13.02         1.02 
TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       24.03        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 
       23.01        20.98        19.99        13.94        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
        6.05         6.97        54.02         2.01        14.01         0.92 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3692 
       47.05        47.01        15.02        11.01         5.98        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 
        5.03        85.05        26.99        19.04         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3841 
        0.99        25.02         1.02        17.98        15.95        36.95 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 
       14.93        17.03        36.03         0.99        31.07        53.00 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 
       27.02        29.98        18.05        31.00         2.01        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       24.00        27.02        19.07        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       19.00        30.02        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       27.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q 
       15.02         0.99        12.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
       35.01         1.02        35.01        37.02        39.06        51.98 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y 
        2.96        39.98         5.03         0.92        22.03        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
        0.72         0.10         0.76         0.46         0.92        27.09 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
        0.95        15.75         0.20        21.44        17.82         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.52         6.87        75.25        50.37        58.39         1.41 
TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
       32.94        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5255 
       49.41         6.77       100.01        11.74         1.94         3.06 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        3.25         3.29         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 
       48.20        51.32        21.99        21.14         2.93       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 
       23.05        20.02        37.02         8.02        26.04        27.02 
TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 
       29.06        22.98        30.08        16.01        15.02        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 
       15.02        17.03        15.02        12.00        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       14.99        12.99        14.04        11.01        12.95        13.05 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 
       11.08        11.01        12.03        14.99        12.26        19.59 
TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 
       11.51        20.19        20.42        18.25         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       17.85         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 
        7.53        12.39        10.13        12.43         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
       11.64         1.51        12.00        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       38.20       130.65        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 
       44.32       131.51       135.65         7.76       139.17        14.04 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
       95.18         8.61        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
       35.87        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6299 TCGA-G4-6302 
        0.53        19.43       107.67        28.21        74.56        43.07 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 
       53.62        44.68        55.04        51.75        45.11        39.42 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB 
       47.15        52.80         4.11        10.52         2.79         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        1.32         5.19        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  1P LOSS MUTATED 1P LOSS WILD-TYPE 
             0.20              0.07 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
            92.75            140.38 
  1P LOSS MUTATED 1P LOSS WILD-TYPE 
            16.67             20.07 
[1] "0.2 - 92.8 (16.7)"  "0.1 - 140.4 (20.1)"
[1] "hr=" "1.6"
D41V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  1P LOSS MUTATED        10        0        4        24         0         0
  1P LOSS WILD-TYPE      62        1       24       107         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  1P LOSS MUTATED           5          3         10         11       19
  1P LOSS WILD-TYPE        16          9         45         27       24
                   vv
clus                STAGE IVA STAGE IVB
  1P LOSS MUTATED           4         0
  1P LOSS WILD-TYPE        14         2
D41V3, multiclass
            clus
vv           1P LOSS MUTATED 1P LOSS WILD-TYPE
  STAGE I                 10                62
  STAGE IA                 0                 1
  STAGE II                 4                24
  STAGE IIA               24               107
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                5                16
  STAGE IIIA               3                 9
  STAGE IIIB              10                45
  STAGE IIIC              11                27
  STAGE IV                19                24
  STAGE IVA                4                14
  STAGE IVB                0                 2
[1] 13  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     3  13  65  13
  1P LOSS WILD-TYPE   8  63 235  38
D41V4, multiclass
    clus
vv   1P LOSS MUTATED 1P LOSS WILD-TYPE
  T1               3                 8
  T2              13                63
  T3              65               235
  T4              13                38
[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                 N0  N1  N2
  1P LOSS MUTATED    42  24  28
  1P LOSS WILD-TYPE 214  79  51
D41V5, multiclass
    clus
vv   1P LOSS MUTATED 1P LOSS WILD-TYPE
  N0              42               214
  N1              24                79
  N2              28                51
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  1P LOSS MUTATED    59  21   2   0  12
  1P LOSS WILD-TYPE 261  31   6   2  38
D41V6, multiclass
     clus
vv    1P LOSS MUTATED 1P LOSS WILD-TYPE
  M0               59               261
  M1               21                31
  M1A               2                 6
  M1B               0                 2
  MX               12                38
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D41V7, binary
                   cls
clus                  0   1
  1P LOSS MUTATED    40  54
  1P LOSS WILD-TYPE 167 178
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED     40   54
  1P LOSS WILD-TYPE  167  178
        clus
vv       1P LOSS MUTATED 1P LOSS WILD-TYPE
  FEMALE              40               167
  MALE                54               178
[1] 2 2
[1] FALSE
D41V8, binary
                   cls
clus                  0   1
  1P LOSS MUTATED    85   9
  1P LOSS WILD-TYPE 293  50
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED     85    9
  1P LOSS WILD-TYPE  293   50
                               clus
vv                              1P LOSS MUTATED 1P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       85               293
  COLON MUCINOUS ADENOCARCINOMA               9                50
[1] 2 2
[1] FALSE
D41V9, binary
                   cls
clus                  0   1
  1P LOSS MUTATED     0  94
  1P LOSS WILD-TYPE   3 342
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1P LOSS MUTATED      0   94
  1P LOSS WILD-TYPE    3  342
     clus
vv    1P LOSS MUTATED 1P LOSS WILD-TYPE
  NO                0                 3
  YES              94               342
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  1P LOSS MUTATED    62   1   7   4
  1P LOSS WILD-TYPE 251   2  17  21
D41V10, multiclass
    clus
vv   1P LOSS MUTATED 1P LOSS WILD-TYPE
  R0              62               251
  R1               1                 2
  R2               7                17
  RX               4                21
[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"
D41V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  1P LOSS MUTATED                                  1     2
  1P LOSS WILD-TYPE                                0     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  1P LOSS MUTATED                          11    47
  1P LOSS WILD-TYPE                        39   164
D41V12, multiclass
                                  clus
vv                                 1P LOSS MUTATED 1P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                     11                39
  WHITE                                         47               164
[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"

Clustering(42) Variable = 1Q LOSS MUTATION ANALYSIS
D42V1, survival
                   sevent
clus2                 0   1
  1Q LOSS MUTATED    40  12
  1Q LOSS WILD-TYPE 295  75
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               52               370 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
               12                75 
$`1Q LOSS MUTATED`
TCGA-A6-5660 TCGA-A6-6138 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3522 TCGA-AA-3552 
       29.19        22.52        38.99         9.07        37.05        13.02 
TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3811 TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3851 
       19.99        50.04         0.99        38.99        37.02        33.07 
TCGA-AA-3855 TCGA-AA-3867 TCGA-AA-3966 TCGA-AA-3989 TCGA-AA-A01C TCGA-AA-A01T 
       32.05        24.03         2.01         7.96        15.02        33.04 
TCGA-AA-A02W TCGA-AD-6890 TCGA-AD-6901 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AY-4070 
       41.00         0.79         1.02         0.20         0.43        16.31 
TCGA-AZ-4614 TCGA-AZ-4616 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-CA-5256 
        5.65         5.13        29.56         5.23         3.19         2.14 
TCGA-CK-6748 TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-6164 TCGA-CM-6169 
        2.01         8.02        13.02        22.03        29.03        13.02 
TCGA-CM-6170 TCGA-CM-6676 TCGA-CM-6679 TCGA-D5-6531 TCGA-D5-6924 TCGA-D5-6929 
       15.02        11.08        10.06        17.75        14.30        13.41 
TCGA-D5-6932 TCGA-DM-A285 TCGA-DM-A28A TCGA-F4-6704 TCGA-G4-6295 TCGA-G4-6315 
       11.38         6.12        26.47         1.55         8.35        36.72 
TCGA-G4-6317 TCGA-G4-6625 TCGA-NH-A50U TCGA-NH-A8F8 
       36.00        91.79        10.98         5.49 

$`1Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       27.09        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
       13.02         1.02        24.03        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        34.03        29.00        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 
       29.95        23.01        20.98        19.99        13.94        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
        0.92        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
       19.04         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       17.98        15.95        36.95        14.93        17.03         0.99 
TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       36.03         0.99        31.07        31.07        53.00        17.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 
       27.02        29.98        18.05        31.00         2.01        12.99 
TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 
       24.00        33.01        26.01        24.00         2.01        20.98 
TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
       34.03        21.99        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 
       26.01        25.02        24.00        27.02        19.07        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01D 
       17.03        14.99        21.99        34.98        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
       35.01         1.02        35.01        26.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
       22.03        39.98        18.05        40.96         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 
        4.21        56.55         0.72         1.58         0.10         0.76 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 
        0.46         0.92        14.50        27.09         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4681 
       75.25        50.37        58.39         1.41        32.94        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
       12.10       100.01        11.74         1.94         2.24         3.06 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        3.25         3.29         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 
       48.20        51.32        21.99        21.14         2.93       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 
       23.05        20.02        37.02         8.02        26.04        27.02 
TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 
       29.06        22.98        30.08        16.01        15.02         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 
       15.02        15.02        17.03        15.02        12.00        14.04 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 
       16.04        21.99        14.99        12.99        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 
       12.95        13.05        11.08        11.01        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 
       12.26        19.59        13.51        11.51        20.19        20.42 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       18.25         1.32         7.92        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.13        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 
       10.13        12.43         9.04         9.44        11.64         1.51 
TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       12.00        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 
       44.32       131.51       135.65         7.76       139.17        14.04 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
        6.18        35.87        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
       82.39        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       44.68        55.04        51.75        45.11        39.42        35.93 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV 
       46.75        47.15        52.80         4.11        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.98         5.59         1.32         5.19        26.99        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
             0.20              0.07 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
            91.79            140.38 
  1Q LOSS MUTATED 1Q LOSS WILD-TYPE 
           13.215            20.350 
[1] "0.2 - 91.8 (13.2)"  "0.1 - 140.4 (20.4)"
[1] "hr=" "1.6"
D42V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  1Q LOSS MUTATED         7        0        2        14         0         0
  1Q LOSS WILD-TYPE      65        1       26       117         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  1Q LOSS MUTATED           3          3          2          7       10
  1Q LOSS WILD-TYPE        18          9         53         31       33
                   vv
clus                STAGE IVA STAGE IVB
  1Q LOSS MUTATED           2         0
  1Q LOSS WILD-TYPE        16         2
D42V3, multiclass
            clus
vv           1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  STAGE I                  7                65
  STAGE IA                 0                 1
  STAGE II                 2                26
  STAGE IIA               14               117
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                3                18
  STAGE IIIA               3                 9
  STAGE IIIB               2                53
  STAGE IIIC               7                31
  STAGE IV                10                33
  STAGE IVA                2                16
  STAGE IVB                0                 2
[1] 13  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     2  10  36   6
  1Q LOSS WILD-TYPE   9  66 264  45
D42V4, multiclass
    clus
vv   1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  T1               2                 9
  T2              10                66
  T3              36               264
  T4               6                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                 N0  N1  N2
  1Q LOSS MUTATED    26  12  16
  1Q LOSS WILD-TYPE 230  91  63
D42V5, multiclass
    clus
vv   1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  N0              26               230
  N1              12                91
  N2              16                63
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  1Q LOSS MUTATED    34  11   1   0   8
  1Q LOSS WILD-TYPE 286  41   7   2  42
D42V6, multiclass
     clus
vv    1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  M0               34               286
  M1               11                41
  M1A               1                 7
  M1B               0                 2
  MX                8                42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D42V7, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED    21  33
  1Q LOSS WILD-TYPE 186 199
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED     21   33
  1Q LOSS WILD-TYPE  186  199
        clus
vv       1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  FEMALE              21               186
  MALE                33               199
[1] 2 2
[1] FALSE
D42V8, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED    48   6
  1Q LOSS WILD-TYPE 330  53
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED     48    6
  1Q LOSS WILD-TYPE  330   53
                               clus
vv                              1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       48               330
  COLON MUCINOUS ADENOCARCINOMA               6                53
[1] 2 2
[1] FALSE
D42V9, binary
                   cls
clus                  0   1
  1Q LOSS MUTATED     0  54
  1Q LOSS WILD-TYPE   3 382
[1] "tbl2"
                   cls
clus                [,1] [,2]
  1Q LOSS MUTATED      0   54
  1Q LOSS WILD-TYPE    3  382
     clus
vv    1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  NO                0                 3
  YES              54               382
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  1Q LOSS MUTATED    35   1   3   2
  1Q LOSS WILD-TYPE 278   2  21  23
D42V10, multiclass
    clus
vv   1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  R0              35               278
  R1               1                 2
  R2               3                21
  RX               2                23
[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"
D42V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  1Q LOSS MUTATED                                  1     1
  1Q LOSS WILD-TYPE                                0    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  1Q LOSS MUTATED                           7    27
  1Q LOSS WILD-TYPE                        43   184
D42V12, multiclass
                                  clus
vv                                 1Q LOSS MUTATED 1Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      7                43
  WHITE                                         27               184
[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"

Clustering(43) Variable = 2P LOSS MUTATION ANALYSIS
D43V1, survival
                   sevent
clus2                 0   1
  2P LOSS MUTATED     5   1
  2P LOSS WILD-TYPE 330  86
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
                6               416 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
                1                86 
$`2P LOSS MUTATED`
TCGA-AA-3511 TCGA-AA-3560 TCGA-AA-3666 TCGA-AA-3842 TCGA-AA-3939 TCGA-CA-5797 
        6.97        19.99         2.01        37.02        12.99         3.29 

$`2P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 
       23.01        20.98        13.94        19.99        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
        6.05         6.97        54.02        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       47.05        47.01        15.02        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 
       17.98        15.95        38.99        36.95        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       31.07        53.00        17.03        24.03        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       18.05        31.00         2.01        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       24.00         2.01        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       24.00        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K 
       38.04        19.00        30.02        34.03        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
       17.03         4.01        27.02        42.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
       35.01         1.02        33.04        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK 
        1.58         1.02         0.10         0.76         0.20         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.46         0.92        14.50        27.09        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
       15.75         0.20        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 
        6.87        75.25        50.37        58.39         1.41         5.65 
TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 
       32.94         5.13        83.80        22.36        65.00        62.79 
TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 
       61.41        49.41         6.77        12.10       100.01        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
        5.23        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        2.14         3.25         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       48.20        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 
        8.02        27.02        13.02        29.06        22.03        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 
       30.08        16.01        15.02         5.03        15.02        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
       17.03        15.02        12.00        14.04        29.03        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       21.99        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 
       11.01        12.95        13.05        11.08        11.08        11.01 
TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 
       10.06        12.03        14.99        12.26        19.59        13.51 
TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 
       11.51        20.19        20.42        17.75        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        7.92        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
        7.50        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
        6.12        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 
       60.79       117.07        98.24        95.18         8.61        13.38 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 
       35.41        19.43       107.67        28.21         8.35        82.39 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       26.17        91.79        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       10.98        10.52         2.79         5.98         5.59         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.19         5.49        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  2P LOSS MUTATED 2P LOSS WILD-TYPE 
             2.01              0.07 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
            37.02            140.38 
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
            9.980            19.825 
[1] "2.0 - 37.0 (10.0)"  "0.1 - 140.4 (19.8)"
[1] "hr=" "1.4"
D43V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  2P LOSS MUTATED         0        0        1         2         0         0
  2P LOSS WILD-TYPE      72        1       27       129         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  2P LOSS MUTATED           1          1          0          1        0
  2P LOSS WILD-TYPE        20         11         55         37       43
                   vv
clus                STAGE IVA STAGE IVB
  2P LOSS MUTATED           0         0
  2P LOSS WILD-TYPE        18         2
D43V3, multiclass
            clus
vv           2P LOSS MUTATED 2P LOSS WILD-TYPE
  STAGE I                  0                72
  STAGE IA                 0                 1
  STAGE II                 1                27
  STAGE IIA                2               129
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                1                20
  STAGE IIIA               1                11
  STAGE IIIB               0                55
  STAGE IIIC               1                37
  STAGE IV                 0                43
  STAGE IVA                0                18
  STAGE IVB                0                 2
[1] 13  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     0   1   4   1
  2P LOSS WILD-TYPE  11  75 296  50
D43V4, multiclass
    clus
vv   2P LOSS MUTATED 2P LOSS WILD-TYPE
  T1               0                11
  T2               1                75
  T3               4               296
  T4               1                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                 N0  N1  N2
  2P LOSS MUTATED     3   2   1
  2P LOSS WILD-TYPE 253 101  78
D43V5, multiclass
    clus
vv   2P LOSS MUTATED 2P LOSS WILD-TYPE
  N0               3               253
  N1               2               101
  N2               1                78
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  2P LOSS MUTATED     6   0   0   0   0
  2P LOSS WILD-TYPE 314  52   8   2  50
D43V6, multiclass
     clus
vv    2P LOSS MUTATED 2P LOSS WILD-TYPE
  M0                6               314
  M1                0                52
  M1A               0                 8
  M1B               0                 2
  MX                0                50
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D43V7, binary
                   cls
clus                  0   1
  2P LOSS MUTATED     1   5
  2P LOSS WILD-TYPE 206 227
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED      1    5
  2P LOSS WILD-TYPE  206  227
        clus
vv       2P LOSS MUTATED 2P LOSS WILD-TYPE
  FEMALE               1               206
  MALE                 5               227
[1] 2 2
[1] FALSE
D43V8, binary
                   cls
clus                  0   1
  2P LOSS MUTATED     6   0
  2P LOSS WILD-TYPE 372  59
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED      6    0
  2P LOSS WILD-TYPE  372   59
                               clus
vv                              2P LOSS MUTATED 2P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        6               372
  COLON MUCINOUS ADENOCARCINOMA               0                59
[1] 2 2
[1] FALSE
D43V9, binary
                   cls
clus                  0   1
  2P LOSS MUTATED     0   6
  2P LOSS WILD-TYPE   3 430
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2P LOSS MUTATED      0    6
  2P LOSS WILD-TYPE    3  430
     clus
vv    2P LOSS MUTATED 2P LOSS WILD-TYPE
  NO                0                 3
  YES               6               430
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  2P LOSS MUTATED     6   0   0   0
  2P LOSS WILD-TYPE 307   3  24  25
D43V10, multiclass
    clus
vv   2P LOSS MUTATED 2P LOSS WILD-TYPE
  R0               6               307
  R1               0                 3
  R2               0                24
  RX               0                25
[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"
D43V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  2P LOSS MUTATED                                  0     1
  2P LOSS WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  2P LOSS MUTATED                           0     0
  2P LOSS WILD-TYPE                        50   211
D43V12, multiclass
[1] "Remove cluster labels:" "2P LOSS MUTATED"       
clus
  2P LOSS MUTATED 2P LOSS WILD-TYPE 
                1               272 
       TCGA-3L-AA1B        TCGA-4T-AA8H        TCGA-A6-2671        TCGA-A6-2672 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-2674        TCGA-A6-2675        TCGA-A6-2676        TCGA-A6-2677 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-2678        TCGA-A6-2679        TCGA-A6-2680        TCGA-A6-2681 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-2682        TCGA-A6-2683        TCGA-A6-2684        TCGA-A6-2685 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-2686        TCGA-A6-3807        TCGA-A6-3810        TCGA-A6-4105 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-4107        TCGA-A6-5656        TCGA-A6-5657        TCGA-A6-5659 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-5660        TCGA-A6-5661        TCGA-A6-5662        TCGA-A6-5664 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-5665        TCGA-A6-5666        TCGA-A6-5667        TCGA-A6-6137 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-6138        TCGA-A6-6140        TCGA-A6-6141        TCGA-A6-6142 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-6648        TCGA-A6-6649        TCGA-A6-6650        TCGA-A6-6651 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-6652        TCGA-A6-6653        TCGA-A6-6654        TCGA-A6-6780 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-6781        TCGA-A6-6782        TCGA-A6-A565        TCGA-A6-A566 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-A6-A567        TCGA-A6-A56B        TCGA-A6-A5ZU        TCGA-AD-5900 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AD-6548        TCGA-AD-6888        TCGA-AD-6889        TCGA-AD-6890 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AD-6895        TCGA-AD-6899        TCGA-AD-6901        TCGA-AD-6963 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AD-6964        TCGA-AD-6965        TCGA-AD-A5EJ        TCGA-AD-A5EK 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AM-5820        TCGA-AM-5821        TCGA-AU-3779        TCGA-AU-6004 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AY-4070        TCGA-AY-4071        TCGA-AY-5543        TCGA-AY-6196 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AY-6197        TCGA-AY-6386        TCGA-AY-A54L        TCGA-AY-A69D 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AY-A8YK        TCGA-AZ-4308        TCGA-AZ-4313        TCGA-AZ-4315 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AZ-4323        TCGA-AZ-4614        TCGA-AZ-4615        TCGA-AZ-4616 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AZ-4681        TCGA-AZ-4682        TCGA-AZ-4684        TCGA-AZ-5403 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AZ-5407        TCGA-AZ-6598        TCGA-AZ-6599        TCGA-AZ-6600 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AZ-6601        TCGA-AZ-6603        TCGA-AZ-6605        TCGA-AZ-6606 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-AZ-6607        TCGA-AZ-6608        TCGA-CA-5254        TCGA-CA-5255 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CA-5256        TCGA-CA-5796        TCGA-CA-6715        TCGA-CA-6716 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CA-6717        TCGA-CA-6718        TCGA-CA-6719        TCGA-CK-4947 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CK-4948        TCGA-CK-4950        TCGA-CK-4951        TCGA-CK-4952 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CK-5912        TCGA-CK-5913        TCGA-CK-5914        TCGA-CK-5915 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CK-5916        TCGA-CK-6746        TCGA-CK-6747        TCGA-CK-6748 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CK-6751        TCGA-CM-4743        TCGA-CM-4744        TCGA-CM-4746 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-4747        TCGA-CM-4748        TCGA-CM-4750        TCGA-CM-4751 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-4752        TCGA-CM-5341        TCGA-CM-5344        TCGA-CM-5348 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-5349        TCGA-CM-5860        TCGA-CM-5861        TCGA-CM-5862 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-5863        TCGA-CM-5864        TCGA-CM-5868        TCGA-CM-6161 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-6162        TCGA-CM-6163        TCGA-CM-6164        TCGA-CM-6165 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-6166        TCGA-CM-6167        TCGA-CM-6168        TCGA-CM-6169 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-6170        TCGA-CM-6171        TCGA-CM-6172        TCGA-CM-6674 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-6675        TCGA-CM-6676        TCGA-CM-6677        TCGA-CM-6678 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-CM-6679        TCGA-CM-6680        TCGA-D5-5537        TCGA-D5-5538 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-5539        TCGA-D5-5540        TCGA-D5-5541        TCGA-D5-6529 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-6530        TCGA-D5-6531        TCGA-D5-6532        TCGA-D5-6533 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-6534        TCGA-D5-6535        TCGA-D5-6536        TCGA-D5-6537 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-6538        TCGA-D5-6539        TCGA-D5-6540        TCGA-D5-6541 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-6898        TCGA-D5-6920        TCGA-D5-6922        TCGA-D5-6923 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-6924        TCGA-D5-6926        TCGA-D5-6927        TCGA-D5-6928 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-6929        TCGA-D5-6930        TCGA-D5-6931        TCGA-D5-6932 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-D5-7000        TCGA-DM-A0X9        TCGA-DM-A0XD        TCGA-DM-A0XF 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-DM-A1D0        TCGA-DM-A1D4        TCGA-DM-A1D6        TCGA-DM-A1D7 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-DM-A1D8        TCGA-DM-A1D9        TCGA-DM-A1DA        TCGA-DM-A1DB 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-DM-A1HA        TCGA-DM-A1HB        TCGA-DM-A280        TCGA-DM-A282 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-DM-A285        TCGA-DM-A288        TCGA-DM-A28A        TCGA-DM-A28C 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-DM-A28E        TCGA-DM-A28F        TCGA-DM-A28G        TCGA-DM-A28H 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-DM-A28K        TCGA-DM-A28M        TCGA-F4-6459        TCGA-F4-6460 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-F4-6461        TCGA-F4-6463        TCGA-F4-6569        TCGA-F4-6570 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-F4-6703        TCGA-F4-6704        TCGA-F4-6805        TCGA-F4-6806 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-F4-6807        TCGA-F4-6808        TCGA-F4-6809        TCGA-F4-6854 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-F4-6855        TCGA-F4-6856        TCGA-G4-6293        TCGA-G4-6294 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6295        TCGA-G4-6297        TCGA-G4-6298        TCGA-G4-6299 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6302        TCGA-G4-6303        TCGA-G4-6304        TCGA-G4-6306 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6307        TCGA-G4-6309        TCGA-G4-6310        TCGA-G4-6311 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6314        TCGA-G4-6315        TCGA-G4-6317        TCGA-G4-6320 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6321        TCGA-G4-6322        TCGA-G4-6323        TCGA-G4-6586 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6588        TCGA-G4-6625        TCGA-G4-6626        TCGA-G4-6627 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-G4-6628        TCGA-NH-A50T        TCGA-NH-A50U        TCGA-NH-A50V 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-NH-A5IV        TCGA-NH-A6GA        TCGA-NH-A6GB        TCGA-NH-A6GC 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-NH-A8F7        TCGA-NH-A8F8        TCGA-QG-A5YV        TCGA-QG-A5YX 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 
       TCGA-QG-A5Z1        TCGA-QG-A5Z2        TCGA-RU-A8FL        TCGA-WS-AB45 
"2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" "2P LOSS WILD-TYPE" 

Clustering(44) Variable = 2Q LOSS MUTATION ANALYSIS
D44V1, survival
                   sevent
clus2                 0   1
  2Q LOSS MUTATED     6   1
  2Q LOSS WILD-TYPE 329  86
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
                7               415 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
                1                86 
$`2Q LOSS MUTATED`
TCGA-AA-3511 TCGA-AA-3522 TCGA-AA-3560 TCGA-AA-3666 TCGA-AA-3842 TCGA-AA-3939 
        6.97        37.05        19.99         2.01        37.02        12.99 
TCGA-CA-5797 
        3.29 

$`2Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        26.01        12.99         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       21.01        13.02        24.00        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       20.98        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
        6.97        54.02        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 
       47.01        15.02        11.01         5.98        37.05        19.00 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       36.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        0.99        35.05         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       15.95        38.99        36.95        14.93        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
       33.07        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        24.00        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 
        2.01        20.98        34.03         2.01        21.99        16.08 
TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       50.99        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       21.99        34.98        15.02        15.02         0.99        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       12.00        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 
        1.02        33.04        35.01        26.01        37.02        39.06 
TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       51.98         2.96        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 
        1.02         0.10         0.76         0.20         0.43         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.92        14.50        27.09        16.31         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 
       11.74         3.19         1.94         2.24         3.06         2.14 
TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.25         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
       16.01        15.02         5.03        15.02        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        12.00        14.04        29.03        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 
       14.99        12.99        13.02        15.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       12.95        13.05        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
       15.12        17.85         4.50        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       15.58         7.53        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
       91.79        46.75        47.15        52.80         4.11        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
       10.52         2.79         5.98         5.59         1.32         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.49        26.99        17.29         6.64        14.76        30.28 
TCGA-WS-AB45 
       67.00 

  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
             2.01              0.07 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
            37.05            140.38 
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
            12.99             19.66 
[1] "2.0 - 37.0 (13.0)"  "0.1 - 140.4 (19.7)"
[1] "hr=" "1"  
D44V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  2Q LOSS MUTATED         0        0        1         3         0         0
  2Q LOSS WILD-TYPE      72        1       27       128         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  2Q LOSS MUTATED           1          1          0          1        0
  2Q LOSS WILD-TYPE        20         11         55         37       43
                   vv
clus                STAGE IVA STAGE IVB
  2Q LOSS MUTATED           0         0
  2Q LOSS WILD-TYPE        18         2
D44V3, multiclass
            clus
vv           2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  STAGE I                  0                72
  STAGE IA                 0                 1
  STAGE II                 1                27
  STAGE IIA                3               128
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                1                20
  STAGE IIIA               1                11
  STAGE IIIB               0                55
  STAGE IIIC               1                37
  STAGE IV                 0                43
  STAGE IVA                0                18
  STAGE IVB                0                 2
[1] 13  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     0   1   5   1
  2Q LOSS WILD-TYPE  11  75 295  50
D44V4, multiclass
    clus
vv   2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  T1               0                11
  T2               1                75
  T3               5               295
  T4               1                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                 N0  N1  N2
  2Q LOSS MUTATED     4   2   1
  2Q LOSS WILD-TYPE 252 101  78
D44V5, multiclass
    clus
vv   2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  N0               4               252
  N1               2               101
  N2               1                78
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  2Q LOSS MUTATED     7   0   0   0   0
  2Q LOSS WILD-TYPE 313  52   8   2  50
D44V6, multiclass
     clus
vv    2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  M0                7               313
  M1                0                52
  M1A               0                 8
  M1B               0                 2
  MX                0                50
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D44V7, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED     1   6
  2Q LOSS WILD-TYPE 206 226
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED      1    6
  2Q LOSS WILD-TYPE  206  226
        clus
vv       2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  FEMALE               1               206
  MALE                 6               226
[1] 2 2
[1] FALSE
D44V8, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED     7   0
  2Q LOSS WILD-TYPE 371  59
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED      7    0
  2Q LOSS WILD-TYPE  371   59
                               clus
vv                              2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        7               371
  COLON MUCINOUS ADENOCARCINOMA               0                59
[1] 2 2
[1] FALSE
D44V9, binary
                   cls
clus                  0   1
  2Q LOSS MUTATED     0   7
  2Q LOSS WILD-TYPE   3 429
[1] "tbl2"
                   cls
clus                [,1] [,2]
  2Q LOSS MUTATED      0    7
  2Q LOSS WILD-TYPE    3  429
     clus
vv    2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  NO                0                 3
  YES               7               429
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  2Q LOSS MUTATED     7   0   0   0
  2Q LOSS WILD-TYPE 306   3  24  25
D44V10, multiclass
    clus
vv   2Q LOSS MUTATED 2Q LOSS WILD-TYPE
  R0               7               306
  R1               0                 3
  R2               0                24
  RX               0                25
[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"
D44V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  2Q LOSS MUTATED                                  0     1
  2Q LOSS WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  2Q LOSS MUTATED                           0     0
  2Q LOSS WILD-TYPE                        50   211
D44V12, multiclass
[1] "Remove cluster labels:" "2Q LOSS MUTATED"       
clus
  2Q LOSS MUTATED 2Q LOSS WILD-TYPE 
                1               272 
       TCGA-3L-AA1B        TCGA-4T-AA8H        TCGA-A6-2671        TCGA-A6-2672 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-2674        TCGA-A6-2675        TCGA-A6-2676        TCGA-A6-2677 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-2678        TCGA-A6-2679        TCGA-A6-2680        TCGA-A6-2681 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-2682        TCGA-A6-2683        TCGA-A6-2684        TCGA-A6-2685 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-2686        TCGA-A6-3807        TCGA-A6-3810        TCGA-A6-4105 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-4107        TCGA-A6-5656        TCGA-A6-5657        TCGA-A6-5659 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-5660        TCGA-A6-5661        TCGA-A6-5662        TCGA-A6-5664 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-5665        TCGA-A6-5666        TCGA-A6-5667        TCGA-A6-6137 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-6138        TCGA-A6-6140        TCGA-A6-6141        TCGA-A6-6142 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-6648        TCGA-A6-6649        TCGA-A6-6650        TCGA-A6-6651 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-6652        TCGA-A6-6653        TCGA-A6-6654        TCGA-A6-6780 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-6781        TCGA-A6-6782        TCGA-A6-A565        TCGA-A6-A566 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-A6-A567        TCGA-A6-A56B        TCGA-A6-A5ZU        TCGA-AD-5900 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AD-6548        TCGA-AD-6888        TCGA-AD-6889        TCGA-AD-6890 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AD-6895        TCGA-AD-6899        TCGA-AD-6901        TCGA-AD-6963 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AD-6964        TCGA-AD-6965        TCGA-AD-A5EJ        TCGA-AD-A5EK 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AM-5820        TCGA-AM-5821        TCGA-AU-3779        TCGA-AU-6004 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AY-4070        TCGA-AY-4071        TCGA-AY-5543        TCGA-AY-6196 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AY-6197        TCGA-AY-6386        TCGA-AY-A54L        TCGA-AY-A69D 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AY-A8YK        TCGA-AZ-4308        TCGA-AZ-4313        TCGA-AZ-4315 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AZ-4323        TCGA-AZ-4614        TCGA-AZ-4615        TCGA-AZ-4616 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AZ-4681        TCGA-AZ-4682        TCGA-AZ-4684        TCGA-AZ-5403 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AZ-5407        TCGA-AZ-6598        TCGA-AZ-6599        TCGA-AZ-6600 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AZ-6601        TCGA-AZ-6603        TCGA-AZ-6605        TCGA-AZ-6606 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-AZ-6607        TCGA-AZ-6608        TCGA-CA-5254        TCGA-CA-5255 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CA-5256        TCGA-CA-5796        TCGA-CA-6715        TCGA-CA-6716 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CA-6717        TCGA-CA-6718        TCGA-CA-6719        TCGA-CK-4947 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CK-4948        TCGA-CK-4950        TCGA-CK-4951        TCGA-CK-4952 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CK-5912        TCGA-CK-5913        TCGA-CK-5914        TCGA-CK-5915 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CK-5916        TCGA-CK-6746        TCGA-CK-6747        TCGA-CK-6748 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CK-6751        TCGA-CM-4743        TCGA-CM-4744        TCGA-CM-4746 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-4747        TCGA-CM-4748        TCGA-CM-4750        TCGA-CM-4751 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-4752        TCGA-CM-5341        TCGA-CM-5344        TCGA-CM-5348 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-5349        TCGA-CM-5860        TCGA-CM-5861        TCGA-CM-5862 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-5863        TCGA-CM-5864        TCGA-CM-5868        TCGA-CM-6161 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-6162        TCGA-CM-6163        TCGA-CM-6164        TCGA-CM-6165 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-6166        TCGA-CM-6167        TCGA-CM-6168        TCGA-CM-6169 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-6170        TCGA-CM-6171        TCGA-CM-6172        TCGA-CM-6674 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-6675        TCGA-CM-6676        TCGA-CM-6677        TCGA-CM-6678 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-CM-6679        TCGA-CM-6680        TCGA-D5-5537        TCGA-D5-5538 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-5539        TCGA-D5-5540        TCGA-D5-5541        TCGA-D5-6529 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-6530        TCGA-D5-6531        TCGA-D5-6532        TCGA-D5-6533 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-6534        TCGA-D5-6535        TCGA-D5-6536        TCGA-D5-6537 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-6538        TCGA-D5-6539        TCGA-D5-6540        TCGA-D5-6541 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-6898        TCGA-D5-6920        TCGA-D5-6922        TCGA-D5-6923 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-6924        TCGA-D5-6926        TCGA-D5-6927        TCGA-D5-6928 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-6929        TCGA-D5-6930        TCGA-D5-6931        TCGA-D5-6932 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-D5-7000        TCGA-DM-A0X9        TCGA-DM-A0XD        TCGA-DM-A0XF 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-DM-A1D0        TCGA-DM-A1D4        TCGA-DM-A1D6        TCGA-DM-A1D7 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-DM-A1D8        TCGA-DM-A1D9        TCGA-DM-A1DA        TCGA-DM-A1DB 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-DM-A1HA        TCGA-DM-A1HB        TCGA-DM-A280        TCGA-DM-A282 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-DM-A285        TCGA-DM-A288        TCGA-DM-A28A        TCGA-DM-A28C 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-DM-A28E        TCGA-DM-A28F        TCGA-DM-A28G        TCGA-DM-A28H 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-DM-A28K        TCGA-DM-A28M        TCGA-F4-6459        TCGA-F4-6460 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-F4-6461        TCGA-F4-6463        TCGA-F4-6569        TCGA-F4-6570 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-F4-6703        TCGA-F4-6704        TCGA-F4-6805        TCGA-F4-6806 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-F4-6807        TCGA-F4-6808        TCGA-F4-6809        TCGA-F4-6854 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-F4-6855        TCGA-F4-6856        TCGA-G4-6293        TCGA-G4-6294 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6295        TCGA-G4-6297        TCGA-G4-6298        TCGA-G4-6299 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6302        TCGA-G4-6303        TCGA-G4-6304        TCGA-G4-6306 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6307        TCGA-G4-6309        TCGA-G4-6310        TCGA-G4-6311 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6314        TCGA-G4-6315        TCGA-G4-6317        TCGA-G4-6320 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6321        TCGA-G4-6322        TCGA-G4-6323        TCGA-G4-6586 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6588        TCGA-G4-6625        TCGA-G4-6626        TCGA-G4-6627 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-G4-6628        TCGA-NH-A50T        TCGA-NH-A50U        TCGA-NH-A50V 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-NH-A5IV        TCGA-NH-A6GA        TCGA-NH-A6GB        TCGA-NH-A6GC 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-NH-A8F7        TCGA-NH-A8F8        TCGA-QG-A5YV        TCGA-QG-A5YX 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 
       TCGA-QG-A5Z1        TCGA-QG-A5Z2        TCGA-RU-A8FL        TCGA-WS-AB45 
"2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" "2Q LOSS WILD-TYPE" 

Clustering(45) Variable = 3P LOSS MUTATION ANALYSIS
D45V1, survival
                   sevent
clus2                 0   1
  3P LOSS MUTATED    42   9
  3P LOSS WILD-TYPE 293  78
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
               51               371 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
                9                78 
$`3P LOSS MUTATED`
TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-6142 TCGA-A6-6651 
       34.65        36.53        14.53        32.45        25.08        21.76 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3662 TCGA-AA-3680 
        9.63         5.03        38.99         9.07         6.05        11.01 
TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3855 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3870 
       85.05         0.99        32.05        31.07        17.03        29.98 
TCGA-AA-3939 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3979 TCGA-AA-3989 TCGA-AA-A004 
       12.99         2.01        21.99        24.00         7.96        13.94 
TCGA-AA-A01F TCGA-AA-A01K TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-6196 TCGA-AZ-4614 
       32.02        31.00         0.43        14.50         0.20         5.65 
TCGA-AZ-6600 TCGA-CA-5797 TCGA-CA-6716 TCGA-CK-6748 TCGA-CM-4750 TCGA-CM-5862 
       12.10         3.29         0.26         2.01         8.02         5.03 
TCGA-CM-6163 TCGA-CM-6677 TCGA-CM-6678 TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6533 
       14.04        11.08        11.01        20.19        17.75         1.32 
TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1DA TCGA-F4-6460 
        7.92        17.85        13.41        11.38         7.50        13.38 
TCGA-NH-A6GA TCGA-QG-A5YV TCGA-RU-A8FL 
        5.98        26.99        30.28 

$`3P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-5656 
       13.94        15.52        37.05        37.25        16.04        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 
        8.38        25.18        24.16        20.61        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
       61.84        52.44         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
       13.02         1.02        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 
       19.07        19.07        34.03        29.00        29.00        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       12.99         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 
       24.00        17.95        29.95        23.01        20.98        19.99 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 
       13.94        19.99        61.02        78.08         6.97        54.02 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
        2.01        14.01         0.92        50.04        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 
       15.02         5.98        37.05        19.00        36.00         5.03 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       26.99        19.04         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3856 
       14.93        17.03         0.99        33.07        36.03         0.99 
TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3875 TCGA-AA-3877 
       31.07        53.00        24.03        27.02        18.05        31.00 
TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
        2.01        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
       20.98        34.03        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A00A 
       26.01        25.02        27.02        19.07        27.02        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G 
       21.99        34.98        15.02        15.02         0.99        12.00 
TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       56.55         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 
        0.76         0.20         0.46         0.92        27.09        16.31 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
        0.95        15.75        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 
        6.87        75.25        50.37        58.39         1.41        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 
       49.41         6.77       100.01        29.56         5.23        11.74 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
        3.19         1.94         2.24         3.06         2.14         3.25 
TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.07         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
       21.14         2.93       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 
        8.02        26.04        27.02        13.02        29.06        22.03 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 
       22.98        30.08        16.01        15.02        15.02        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       17.03        15.02        12.00        29.03        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 
       14.99        12.99        13.02        15.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 
       12.95        13.05        11.08        10.06        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 
       12.26        19.59        13.51        11.51        20.42        18.25 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       15.12         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 
        7.53        12.39        10.13        12.43        14.30         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 
        9.44        11.64         1.51        12.00        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
       12.59       140.38        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      139.17         6.12        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 
       35.41        19.43       107.67        28.21         8.35        82.39 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       26.17        91.79        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
       10.98        10.52         2.79         5.59         1.32         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.49        17.29         6.64        14.76        67.00 

  3P LOSS MUTATED 3P LOSS WILD-TYPE 
             0.20              0.07 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
            85.05            140.38 
  3P LOSS MUTATED 3P LOSS WILD-TYPE 
            13.38             20.98 
[1] "0.2 - 85.0 (13.4)"  "0.1 - 140.4 (21.0)"
[1] "hr=" "1.3"
D45V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  3P LOSS MUTATED         5        0        0        16         0         0
  3P LOSS WILD-TYPE      67        1       28       115         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  3P LOSS MUTATED           4          1          8          6        8
  3P LOSS WILD-TYPE        17         11         47         32       35
                   vv
clus                STAGE IVA STAGE IVB
  3P LOSS MUTATED           4         0
  3P LOSS WILD-TYPE        14         2
D45V3, multiclass
            clus
vv           3P LOSS MUTATED 3P LOSS WILD-TYPE
  STAGE I                  5                67
  STAGE IA                 0                 1
  STAGE II                 0                28
  STAGE IIA               16               115
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                4                17
  STAGE IIIA               1                11
  STAGE IIIB               8                47
  STAGE IIIC               6                32
  STAGE IV                 8                35
  STAGE IVA                4                14
  STAGE IVB                0                 2
[1] 13  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     2   4  38   8
  3P LOSS WILD-TYPE   9  72 262  43
D45V4, multiclass
    clus
vv   3P LOSS MUTATED 3P LOSS WILD-TYPE
  T1               2                 9
  T2               4                72
  T3              38               262
  T4               8                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                 N0  N1  N2
  3P LOSS MUTATED    23  16  13
  3P LOSS WILD-TYPE 233  87  66
D45V5, multiclass
    clus
vv   3P LOSS MUTATED 3P LOSS WILD-TYPE
  N0              23               233
  N1              16                87
  N2              13                66
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  3P LOSS MUTATED    34   9   3   0   5
  3P LOSS WILD-TYPE 286  43   5   2  45
D45V6, multiclass
     clus
vv    3P LOSS MUTATED 3P LOSS WILD-TYPE
  M0               34               286
  M1                9                43
  M1A               3                 5
  M1B               0                 2
  MX                5                45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D45V7, binary
                   cls
clus                  0   1
  3P LOSS MUTATED    25  27
  3P LOSS WILD-TYPE 182 205
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED     25   27
  3P LOSS WILD-TYPE  182  205
        clus
vv       3P LOSS MUTATED 3P LOSS WILD-TYPE
  FEMALE              25               182
  MALE                27               205
[1] 2 2
[1] FALSE
D45V8, binary
                   cls
clus                  0   1
  3P LOSS MUTATED    48   4
  3P LOSS WILD-TYPE 330  55
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED     48    4
  3P LOSS WILD-TYPE  330   55
                               clus
vv                              3P LOSS MUTATED 3P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       48               330
  COLON MUCINOUS ADENOCARCINOMA               4                55
[1] 2 2
[1] FALSE
D45V9, binary
                   cls
clus                  0   1
  3P LOSS MUTATED     0  52
  3P LOSS WILD-TYPE   3 384
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3P LOSS MUTATED      0   52
  3P LOSS WILD-TYPE    3  384
     clus
vv    3P LOSS MUTATED 3P LOSS WILD-TYPE
  NO                0                 3
  YES              52               384
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  3P LOSS MUTATED    39   0   4   3
  3P LOSS WILD-TYPE 274   3  20  22
D45V10, multiclass
    clus
vv   3P LOSS MUTATED 3P LOSS WILD-TYPE
  R0              39               274
  R1               0                 3
  R2               4                20
  RX               3                22
[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"
D45V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  3P LOSS MUTATED                                  0     2
  3P LOSS WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  3P LOSS MUTATED                           6    24
  3P LOSS WILD-TYPE                        44   187
D45V12, multiclass
                                  clus
vv                                 3P LOSS MUTATED 3P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                      6                44
  WHITE                                         24               187
[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"

Clustering(46) Variable = 3Q LOSS MUTATION ANALYSIS
D46V1, survival
                   sevent
clus2                 0   1
  3Q LOSS MUTATED    26   6
  3Q LOSS WILD-TYPE 309  81
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
               32               390 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
                6                81 
$`3Q LOSS MUTATED`
TCGA-A6-4105 TCGA-A6-4107 TCGA-AA-3517 TCGA-AA-3662 TCGA-AA-3697 TCGA-AA-3811 
       14.53        32.45        38.99         6.05        85.05         0.99 
TCGA-AA-3855 TCGA-AA-3870 TCGA-AA-3939 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3989 
       32.05        29.98        12.99         2.01        21.99         7.96 
TCGA-AA-A004 TCGA-AA-A01F TCGA-AD-A5EK TCGA-AY-6196 TCGA-AZ-6600 TCGA-CA-6716 
       13.94        32.02         0.43         0.20        12.10         0.26 
TCGA-CM-4752 TCGA-CM-5862 TCGA-CM-6677 TCGA-CM-6678 TCGA-D5-6529 TCGA-D5-6531 
       13.02         5.03        11.08        11.01        20.19        17.75 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1DA 
        1.32         7.92        17.85        13.41        11.38         7.50 
TCGA-QG-A5YV TCGA-RU-A8FL 
       26.99        30.28 

$`3Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 
       36.53        32.91        31.63        30.44        29.19        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       23.61        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       22.52        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B 
       19.66        20.28        16.24        24.92        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       13.02         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       13.02        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 
       19.99        13.94        19.99        61.02        78.08         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       54.02         2.01        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 
       47.01        15.02        11.01         5.98        37.05        19.00 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 
       36.00         5.03        26.99        19.04         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       36.95        37.02        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       36.03         0.99        31.07        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 
       24.03        27.02        18.05        31.00         2.01        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A00A TCGA-AA-A00D 
       24.00        27.02        19.07        27.02        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       30.02        34.03        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
       27.02        42.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I 
       34.98        15.02        15.02         0.99        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       56.55         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
        0.76         0.20         0.46         0.92        14.50        27.09 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
       16.31         0.95        15.75        21.44        17.82         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.52         6.87        75.25        50.37        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        5.65        32.94         5.13        83.80        22.36        65.00 
TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6603 
       62.79        61.41        49.41         6.77       100.01        29.56 
TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
        5.23        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 
        2.14         3.25         3.29         0.07         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       48.20        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
        8.02        27.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 
       16.01        15.02        15.02        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       12.00        14.04        29.03        16.04        21.99        14.99 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       13.05        11.08        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6535 
       19.59        13.51        11.51        20.42        18.25        15.12 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
       11.64         1.51        12.00        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 
       38.20       130.65        92.75        49.91        13.32        12.59 
TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
      140.38        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
        6.12        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 
       60.79       117.07        98.24        95.18         8.61        13.38 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
       16.31        29.59        16.24        33.67         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 
       35.41        19.43       107.67        28.21         8.35        82.39 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.00        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       26.17        91.79        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC 
       10.98        10.52         2.79         5.98         5.59         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.19         5.49        17.29         6.64        14.76        67.00 

  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
             0.20              0.07 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
            85.05            140.38 
  3Q LOSS MUTATED 3Q LOSS WILD-TYPE 
           13.005            20.350 
[1] "0.2 - 85.0 (13.0)"  "0.1 - 140.4 (20.4)"
[1] "hr=" "1.3"
D46V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  3Q LOSS MUTATED         3        0        0        13         0         0
  3Q LOSS WILD-TYPE      69        1       28       118         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  3Q LOSS MUTATED           2          0          4          3        5
  3Q LOSS WILD-TYPE        19         12         51         35       38
                   vv
clus                STAGE IVA STAGE IVB
  3Q LOSS MUTATED           2         0
  3Q LOSS WILD-TYPE        16         2
D46V3, multiclass
            clus
vv           3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  STAGE I                  3                69
  STAGE IA                 0                 1
  STAGE II                 0                28
  STAGE IIA               13               118
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                2                19
  STAGE IIIA               0                12
  STAGE IIIB               4                51
  STAGE IIIC               3                35
  STAGE IV                 5                38
  STAGE IVA                2                16
  STAGE IVB                0                 2
[1] 13  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     0   3  24   5
  3Q LOSS WILD-TYPE  11  73 276  46
D46V4, multiclass
    clus
vv   3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  T1               0                11
  T2               3                73
  T3              24               276
  T4               5                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                 N0  N1  N2
  3Q LOSS MUTATED    18   7   7
  3Q LOSS WILD-TYPE 238  96  72
D46V5, multiclass
    clus
vv   3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  N0              18               238
  N1               7                96
  N2               7                72
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  3Q LOSS MUTATED    21   5   2   0   3
  3Q LOSS WILD-TYPE 299  47   6   2  47
D46V6, multiclass
     clus
vv    3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  M0               21               299
  M1                5                47
  M1A               2                 6
  M1B               0                 2
  MX                3                47
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D46V7, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED    13  19
  3Q LOSS WILD-TYPE 194 213
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED     13   19
  3Q LOSS WILD-TYPE  194  213
        clus
vv       3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  FEMALE              13               194
  MALE                19               213
[1] 2 2
[1] FALSE
D46V8, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED    29   3
  3Q LOSS WILD-TYPE 349  56
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED     29    3
  3Q LOSS WILD-TYPE  349   56
                               clus
vv                              3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       29               349
  COLON MUCINOUS ADENOCARCINOMA               3                56
[1] 2 2
[1] FALSE
D46V9, binary
                   cls
clus                  0   1
  3Q LOSS MUTATED     0  32
  3Q LOSS WILD-TYPE   3 404
[1] "tbl2"
                   cls
clus                [,1] [,2]
  3Q LOSS MUTATED      0   32
  3Q LOSS WILD-TYPE    3  404
     clus
vv    3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  NO                0                 3
  YES              32               404
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  3Q LOSS MUTATED    25   0   2   1
  3Q LOSS WILD-TYPE 288   3  22  24
D46V10, multiclass
    clus
vv   3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  R0              25               288
  R1               0                 3
  R2               2                22
  RX               1                24
[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"
D46V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  3Q LOSS MUTATED                                  0     1
  3Q LOSS WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  3Q LOSS MUTATED                           5    14
  3Q LOSS WILD-TYPE                        45   197
D46V12, multiclass
                                  clus
vv                                 3Q LOSS MUTATED 3Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      5                45
  WHITE                                         14               197
[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"

Clustering(47) Variable = 4P LOSS MUTATION ANALYSIS
D47V1, survival
                   sevent
clus2                 0   1
  4P LOSS MUTATED    92  32
  4P LOSS WILD-TYPE 243  55
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
              124               298 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
               32                55 
$`4P LOSS MUTATED`
TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 
       43.76        43.43        44.91        35.11        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2686 TCGA-A6-4107 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5667 
       37.05        16.04        32.45        30.44        29.19        29.16 
TCGA-A6-6648 TCGA-A6-6651 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A5ZU 
       25.18        21.76        23.87        20.28        61.84         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3517 TCGA-AA-3522 TCGA-AA-3531 TCGA-AA-3532 
        5.03         1.02        38.99        37.05        34.03        29.00 
TCGA-AA-3538 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3562 TCGA-AA-3662 TCGA-AA-3666 
       26.01        21.01        13.02        19.99         6.05         2.01 
TCGA-AA-3673 TCGA-AA-3679 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3837 
       50.04        15.02        36.00        85.05         0.99        38.99 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3856 
       36.95        37.02        17.03         0.99        33.07         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3930 
       31.07        31.07        17.03        24.03        29.98         2.01 
TCGA-AA-3939 TCGA-AA-3955 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3976 
       12.99        20.98         2.01        21.99        50.99        26.01 
TCGA-AA-A00F TCGA-AA-A00Q TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01T 
       34.03        42.02        15.02        32.02        31.00        33.04 
TCGA-AA-A01X TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02W TCGA-AD-6899 
       26.01         2.96        39.98         2.01        41.00         1.58 
TCGA-AD-6901 TCGA-AD-6965 TCGA-AU-3779 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 
        1.02         0.20        14.50         0.95        15.75         0.20 
TCGA-AY-A69D TCGA-AZ-4614 TCGA-AZ-4616 TCGA-AZ-4684 TCGA-AZ-6600 TCGA-AZ-6603 
        5.52         5.65         5.13        65.00        12.10        29.56 
TCGA-AZ-6607 TCGA-CA-5256 TCGA-CA-5797 TCGA-CK-5912 TCGA-CM-4750 TCGA-CM-5341 
        3.19         2.14         3.29        48.20         8.02        29.06 
TCGA-CM-5344 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6169 
       22.03        15.02        17.03        14.04        29.03        13.02 
TCGA-CM-6170 TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-D5-5537 
       15.02        13.05        11.08        11.01        10.06        14.99 
TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6533 TCGA-D5-6924 TCGA-D5-6926 
       13.51        20.19        17.75         1.32        14.30         9.04 
TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB 
       13.41        11.38        12.59       140.38         7.50        44.32 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6855 
        6.12        14.04        26.47        16.24        33.67        35.41 
TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6310 TCGA-G4-6315 TCGA-G4-6625 TCGA-G4-6626 
        8.35        23.51        45.11        36.72        91.79        46.75 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A8F8 TCGA-QG-A5YV 
        4.11        10.98         5.49        26.99 

$`4P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        37.02        46.65        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2681 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       42.28        45.60        37.25        34.65        36.53        14.53 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       32.91        31.63        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       32.71        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 
       24.16        20.61        24.69        24.39        20.12        19.66 
TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
       16.24        24.92        52.44         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 
       13.02         1.02         9.07        24.03        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       19.07        19.07        29.00        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       33.99        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 
       19.99        13.94        61.02        78.08         6.97        54.02 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 
       14.01         0.92        47.05        47.01        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       37.05        19.00         5.03        26.99        19.04         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3844 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3875 
       14.93        36.03        32.05        53.00        27.02        18.05 
TCGA-AA-3877 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       31.00        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 
       34.03        16.08        13.05        34.06        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       19.00        30.02        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       27.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q 
       15.02         0.99        12.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
       35.01         1.02        35.01        37.02        39.06        51.98 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        5.03         0.92        22.03        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
        0.10         0.76         0.43         0.46         0.92        27.09 
TCGA-AY-4070 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 
       16.31        21.44        17.82         5.19         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 
       50.37        58.39         1.41        32.94        83.80        22.36 
TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6605 
       62.79        61.41        49.41         6.77       100.01         5.23 
TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-6715 
       11.74         1.94         2.24         3.06         3.25         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.26         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       40.34        70.16        15.62        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5348 TCGA-CM-5349 
        8.02        26.04        27.02        13.02        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-6161 TCGA-CM-6162 
       16.01        15.02         5.03        15.02        15.02        12.00 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 
       16.04        21.99        14.99        12.99        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6676 TCGA-CM-6680 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5541 
       12.95        11.08        12.03        12.26        19.59        11.51 
TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       20.42        18.25         7.92        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.13        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 
       10.13        12.43         9.44        11.64         1.51        12.00 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
       49.91        13.32       131.51       135.65         7.76       139.17 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6809 
        6.18        35.87         1.55        16.31        29.59         1.28 
TCGA-F4-6854 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6299 
        0.53        19.43       107.67        28.21        82.39        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       39.42        35.93        36.00        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50V 
       13.78        35.80        26.17        47.15        52.80        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YX 
        2.79         5.98         5.59         1.32         5.19        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  4P LOSS MUTATED 4P LOSS WILD-TYPE 
             0.20              0.07 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
           140.38            139.17 
  4P LOSS MUTATED 4P LOSS WILD-TYPE 
           18.870            19.625 
[1] "0.2 - 140.4 (18.9)" "0.1 - 139.2 (19.6)"
[1] "hr=" "1.6"
D47V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  4P LOSS MUTATED        15        0        4        33         2         0
  4P LOSS WILD-TYPE      57        1       24        98         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  4P LOSS MUTATED           6          6         13         13       25
  4P LOSS WILD-TYPE        15          6         42         25       18
                   vv
clus                STAGE IVA STAGE IVB
  4P LOSS MUTATED           7         1
  4P LOSS WILD-TYPE        11         1
D47V3, multiclass
            clus
vv           4P LOSS MUTATED 4P LOSS WILD-TYPE
  STAGE I                 15                57
  STAGE IA                 0                 1
  STAGE II                 4                24
  STAGE IIA               33                98
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                6                15
  STAGE IIIA               6                 6
  STAGE IIIB              13                42
  STAGE IIIC              13                25
  STAGE IV                25                18
  STAGE IVA                7                11
  STAGE IVB                1                 1
[1] 13  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     4  19  86  20
  4P LOSS WILD-TYPE   7  57 214  31
D47V4, multiclass
    clus
vv   4P LOSS MUTATED 4P LOSS WILD-TYPE
  T1               4                 7
  T2              19                57
  T3              86               214
  T4              20                31
[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                 N0  N1  N2
  4P LOSS MUTATED    60  36  33
  4P LOSS WILD-TYPE 196  67  46
D47V5, multiclass
    clus
vv   4P LOSS MUTATED 4P LOSS WILD-TYPE
  N0              60               196
  N1              36                67
  N2              33                46
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  4P LOSS MUTATED    78  28   4   1  14
  4P LOSS WILD-TYPE 242  24   4   1  36
D47V6, multiclass
     clus
vv    4P LOSS MUTATED 4P LOSS WILD-TYPE
  M0               78               242
  M1               28                24
  M1A               4                 4
  M1B               1                 1
  MX               14                36
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D47V7, binary
                   cls
clus                  0   1
  4P LOSS MUTATED    61  68
  4P LOSS WILD-TYPE 146 164
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED     61   68
  4P LOSS WILD-TYPE  146  164
        clus
vv       4P LOSS MUTATED 4P LOSS WILD-TYPE
  FEMALE              61               146
  MALE                68               164
[1] 2 2
[1] FALSE
D47V8, binary
                   cls
clus                  0   1
  4P LOSS MUTATED   119   9
  4P LOSS WILD-TYPE 259  50
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED    119    9
  4P LOSS WILD-TYPE  259   50
                               clus
vv                              4P LOSS MUTATED 4P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                      119               259
  COLON MUCINOUS ADENOCARCINOMA               9                50
[1] 2 2
[1] FALSE
D47V9, binary
                   cls
clus                  0   1
  4P LOSS MUTATED     3 126
  4P LOSS WILD-TYPE   0 310
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4P LOSS MUTATED      3  126
  4P LOSS WILD-TYPE    0  310
     clus
vv    4P LOSS MUTATED 4P LOSS WILD-TYPE
  NO                3                 0
  YES             126               310
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  4P LOSS MUTATED    88   0  13   5
  4P LOSS WILD-TYPE 225   3  11  20
D47V10, multiclass
    clus
vv   4P LOSS MUTATED 4P LOSS WILD-TYPE
  R0              88               225
  R1               0                 3
  R2              13                11
  RX               5                20
[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"
D47V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  4P LOSS MUTATED                                  0     2
  4P LOSS WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  4P LOSS MUTATED                          14    62
  4P LOSS WILD-TYPE                        36   149
D47V12, multiclass
                                  clus
vv                                 4P LOSS MUTATED 4P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                     14                36
  WHITE                                         62               149
[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"

Clustering(48) Variable = 4Q LOSS MUTATION ANALYSIS
D48V1, survival
                   sevent
clus2                 0   1
  4Q LOSS MUTATED    85  29
  4Q LOSS WILD-TYPE 250  58
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
              114               308 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
               29                58 
$`4Q LOSS MUTATED`
TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       43.76        43.43        35.11        13.94        15.52        37.05 
TCGA-A6-4107 TCGA-A6-5660 TCGA-A6-5667 TCGA-A6-6651 TCGA-A6-6654 TCGA-A6-6782 
       32.45        29.19        29.16        21.76        23.87        20.28 
TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3517 TCGA-AA-3522 TCGA-AA-3531 
       61.84         9.63         5.03        38.99        37.05        34.03 
TCGA-AA-3532 TCGA-AA-3538 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3562 
       29.00        26.01        33.99        21.01        13.02        19.99 
TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3673 TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3697 
        6.05         2.01        50.04        37.05        36.00        85.05 
TCGA-AA-3811 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3848 
        0.99        38.99        36.95        37.02        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3930 TCGA-AA-3955 
       33.07         0.99        31.07        17.03         2.01        20.98 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3976 TCGA-AA-3979 TCGA-AA-A00F 
        2.01        21.99        50.99        26.01        24.00        34.03 
TCGA-AA-A00Q TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A02E 
       42.02        15.02        32.02        33.04        26.01         2.96 
TCGA-AA-A02F TCGA-AA-A02W TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6965 TCGA-AU-3779 
       39.98        41.00         1.58         1.02         0.20        14.50 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-6196 TCGA-AY-A69D TCGA-AZ-4614 TCGA-AZ-4616 
       16.31         0.95         0.20         5.52         5.65         5.13 
TCGA-AZ-4684 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-CA-5256 TCGA-CA-6719 TCGA-CK-5912 
       65.00        12.10        29.56         2.14         1.35        48.20 
TCGA-CM-4750 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5862 TCGA-CM-5864 
        8.02        13.02        29.06        22.03         5.03        15.02 
TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6172 
       17.03        14.04        29.03        13.02        15.02        11.01 
TCGA-CM-6677 TCGA-CM-6678 TCGA-D5-5537 TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6531 
       11.08        11.01        14.99        13.51        20.19        17.75 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6926 TCGA-D5-6929 TCGA-DM-A1D9 TCGA-DM-A1DA 
        1.32         7.92         9.04        13.41       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-F4-6460 TCGA-F4-6807 
       44.32         6.12        14.04        26.47        13.38        16.24 
TCGA-F4-6855 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6310 TCGA-G4-6315 TCGA-G4-6625 
       35.41         8.35        23.51        45.11        36.72        91.79 
TCGA-G4-6626 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A6GA TCGA-NH-A8F8 TCGA-QG-A5YV 
       46.75         4.11        10.98         5.98         5.49        26.99 

$`4Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        37.02        46.65        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       42.28        44.91        45.60        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5661 
       36.53        14.53        32.91        31.63        30.44        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 
       23.61        22.09        22.06        32.71        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 
       24.13         8.38        25.08        25.18        24.16        20.61 
TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 
       24.69        24.39        20.12        19.66        16.24        24.92 
TCGA-A6-A56B TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
       52.44         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        1.02         9.07        24.03        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3553 
       19.07        29.00        12.99         0.99        14.01        24.00 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 
       17.95        29.95        23.01        20.98        19.99        13.94 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 
       61.02        78.08         6.97        54.02        14.01         0.92 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 
       47.05        47.01        15.02        11.01         5.98        19.00 
TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 
        5.03        26.99        19.04         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3844 TCGA-AA-3854 
       25.02         1.02        17.98        15.95        14.93        36.03 
TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       32.05        31.07        53.00        24.03        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       18.05        31.00        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 
       24.00         2.01        34.03        16.08        13.05        34.06 
TCGA-AA-3977 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       25.02        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        19.00        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
        4.01        27.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       34.98        15.02         0.99        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z 
       38.07         1.02        35.01         1.02        35.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
       39.06        51.98         2.01         5.03         0.92        22.03 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK 
       56.55         0.79         0.72         0.10         0.76         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 
        0.46         0.92        27.09        15.75        21.44        17.82 
TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.19         6.87        75.25        50.37        58.39         1.41 
TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       32.94        83.80        22.36        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 
        6.77       100.01         5.23        11.74         3.19         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        2.24         3.06         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 
        0.33         0.10        17.56       102.44        40.34        70.16 
TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       15.62        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4751 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 
       27.02        22.98        30.08        16.01        15.02        15.02 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       15.02        12.00        16.04        21.99        14.99        12.99 
TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-CM-6680 
       14.04        12.95        13.05        11.08        10.06        12.03 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6535 
       12.26        19.59        11.51        20.42        18.25        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       17.85         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6927 
        7.53        12.39        10.13        12.43        14.30         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       11.64         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A28C 
       12.59       131.51       135.65         7.76       139.17        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M 
      119.93        35.97        60.79       117.07        98.24        95.18 
TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
        8.61        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 
        1.55        16.31        29.59        33.67         1.28         0.53 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6299 TCGA-G4-6302 
       19.43       107.67        28.21        82.39        74.56        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6311 
       61.87        53.62        44.68        55.04        51.75        39.42 
TCGA-G4-6314 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       35.93        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50V TCGA-NH-A5IV 
       35.80        26.17        47.15        52.80        10.52         2.79 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.59         1.32         5.19        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
             0.20              0.07 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
           140.38            139.17 
  4Q LOSS MUTATED 4Q LOSS WILD-TYPE 
           18.870            19.625 
[1] "0.2 - 140.4 (18.9)" "0.1 - 139.2 (19.6)"
[1] "hr=" "1.6"
D48V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  4Q LOSS MUTATED        12        0        4        31         1         0
  4Q LOSS WILD-TYPE      60        1       24       100         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  4Q LOSS MUTATED           5          6         15         15       19
  4Q LOSS WILD-TYPE        16          6         40         23       24
                   vv
clus                STAGE IVA STAGE IVB
  4Q LOSS MUTATED           6         0
  4Q LOSS WILD-TYPE        12         2
D48V3, multiclass
            clus
vv           4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  STAGE I                 12                60
  STAGE IA                 0                 1
  STAGE II                 4                24
  STAGE IIA               31               100
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                5                16
  STAGE IIIA               6                 6
  STAGE IIIB              15                40
  STAGE IIIC              15                23
  STAGE IV                19                24
  STAGE IVA                6                12
  STAGE IVB                0                 2
[1] 13  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     3  17  78  19
  4Q LOSS WILD-TYPE   8  59 222  32
D48V4, multiclass
    clus
vv   4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  T1               3                 8
  T2              17                59
  T3              78               222
  T4              19                32
[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                 N0  N1  N2
  4Q LOSS MUTATED    53  36  28
  4Q LOSS WILD-TYPE 203  67  51
D48V5, multiclass
    clus
vv   4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  N0              53               203
  N1              36                67
  N2              28                51
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  4Q LOSS MUTATED    75  21   4   0  15
  4Q LOSS WILD-TYPE 245  31   4   2  35
D48V6, multiclass
     clus
vv    4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  M0               75               245
  M1               21                31
  M1A               4                 4
  M1B               0                 2
  MX               15                35
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D48V7, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED    57  60
  4Q LOSS WILD-TYPE 150 172
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED     57   60
  4Q LOSS WILD-TYPE  150  172
        clus
vv       4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  FEMALE              57               150
  MALE                60               172
[1] 2 2
[1] FALSE
D48V8, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED   106  10
  4Q LOSS WILD-TYPE 272  49
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED    106   10
  4Q LOSS WILD-TYPE  272   49
                               clus
vv                              4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                      106               272
  COLON MUCINOUS ADENOCARCINOMA              10                49
[1] 2 2
[1] FALSE
D48V9, binary
                   cls
clus                  0   1
  4Q LOSS MUTATED     3 114
  4Q LOSS WILD-TYPE   0 322
[1] "tbl2"
                   cls
clus                [,1] [,2]
  4Q LOSS MUTATED      3  114
  4Q LOSS WILD-TYPE    0  322
     clus
vv    4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  NO                3                 0
  YES             114               322
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  4Q LOSS MUTATED    81   1   9   6
  4Q LOSS WILD-TYPE 232   2  15  19
D48V10, multiclass
    clus
vv   4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  R0              81               232
  R1               1                 2
  R2               9                15
  RX               6                19
[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"
D48V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  4Q LOSS MUTATED                                  0     2
  4Q LOSS WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  4Q LOSS MUTATED                          15    56
  4Q LOSS WILD-TYPE                        35   155
D48V12, multiclass
                                  clus
vv                                 4Q LOSS MUTATED 4Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                     15                35
  WHITE                                         56               155
[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"

Clustering(49) Variable = 5P LOSS MUTATION ANALYSIS
D49V1, survival
                   sevent
clus2                 0   1
  5P LOSS MUTATED    38  14
  5P LOSS WILD-TYPE 297  73
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
               52               370 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
               14                73 
$`5P LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2678 TCGA-A6-2682 TCGA-A6-3810 TCGA-A6-4105 
       37.02        43.76        42.28        13.94        36.53        14.53 
TCGA-A6-5660 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6654 
       29.19        32.71        27.09        25.18        24.16        23.87 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3538 TCGA-AA-3673 TCGA-AA-3811 TCGA-AA-3841 
        9.63         5.03        26.01        50.04         0.99        36.95 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3941 TCGA-AA-3966 TCGA-AA-A00F 
        0.99        33.07        36.03        24.00         2.01        34.03 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A01D TCGA-AA-A01T TCGA-AD-6901 TCGA-AD-6965 
       27.02        42.02         0.99        33.04         1.02         0.20 
TCGA-AY-4070 TCGA-AZ-4614 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6605 TCGA-CK-5912 
       16.31         5.65        65.00        62.79         5.23        48.20 
TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-6164 
        8.02        29.06        22.03         5.03        15.02        29.03 
TCGA-CM-6172 TCGA-D5-6536 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-G4-6295 
       11.01        17.85        10.13        12.43         9.04         8.35 
TCGA-G4-6317 TCGA-NH-A50T TCGA-NH-A50U TCGA-QG-A5YV 
       36.00         4.11        10.98        26.99 

$`5P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.43        23.38        17.79 
TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 
       44.91        35.11        45.60        15.52        37.05        37.25 
TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       16.04        34.65        32.45        32.91        31.63        30.44 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5667 TCGA-A6-6138 
       33.53        23.61        22.09        22.06        29.16        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
       24.13         8.38        25.08        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       24.39        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
       61.84        52.44         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       29.00        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       13.02        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       19.99        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 
        6.97        54.02         2.01        14.01         0.92        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 
       47.01        15.02        11.01         5.98        37.05        19.00 
TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       36.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3855 TCGA-AA-3856 
       38.99        37.02        14.93        17.03        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       31.07        31.07        53.00        17.03        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 
       29.98        18.05        31.00         2.01        12.99        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 
       26.01        24.00         2.01        20.98        34.03        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       24.00        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        19.00        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
        4.01         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       15.02        15.02        32.02        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X 
       38.07         1.02        35.01         1.02        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       37.02        39.06        51.98         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       40.96         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 
        0.72         1.58         0.10         0.76         0.43         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 
        0.92        14.50        27.09         0.95        15.75         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 
       21.44        17.82         5.19         5.52         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       50.37        58.39         1.41        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 
       22.36        61.41        49.41         6.77        12.10       100.01 
TCGA-AZ-6603 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
       29.56        11.74         3.19         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        2.14         3.25         3.29         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 
        0.10         1.35        17.56       102.44        40.34        70.16 
TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       15.62        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       27.02        13.02        22.98        30.08        16.01        15.02 
TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 
       15.02        17.03        15.02        12.00        14.04        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       21.99        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       12.95        13.05        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       15.12         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6924 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 
        7.53        12.39        14.30         9.44        11.64        13.41 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
        1.51        12.00        11.38        10.26       119.70        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 
       38.20       130.65        92.75        49.91        13.32        12.59 
TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
      140.38         7.50        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      139.17         6.12        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
        1.55        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 
        0.53        35.41        19.43       107.67        28.21        82.39 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50V TCGA-NH-A5IV 
       91.79        46.75        47.15        52.80        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YX 
        5.98         5.59         1.32         5.19         5.49        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  5P LOSS MUTATED 5P LOSS WILD-TYPE 
             0.20              0.07 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
            65.00            140.38 
  5P LOSS MUTATED 5P LOSS WILD-TYPE 
           23.935            19.250 
[1] "0.2 - 65.0 (23.9)"  "0.1 - 140.4 (19.2)"
[1] "hr=" "1.6"
D49V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  5P LOSS MUTATED         6        0        3         8         0         1
  5P LOSS WILD-TYPE      66        1       25       123         8         0
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  5P LOSS MUTATED           2          4          9          8        4
  5P LOSS WILD-TYPE        19          8         46         30       39
                   vv
clus                STAGE IVA STAGE IVB
  5P LOSS MUTATED           6         0
  5P LOSS WILD-TYPE        12         2
D49V3, multiclass
            clus
vv           5P LOSS MUTATED 5P LOSS WILD-TYPE
  STAGE I                  6                66
  STAGE IA                 0                 1
  STAGE II                 3                25
  STAGE IIA                8               123
  STAGE IIB                0                 8
  STAGE IIC                1                 0
  STAGE III                2                19
  STAGE IIIA               4                 8
  STAGE IIIB               9                46
  STAGE IIIC               8                30
  STAGE IV                 4                39
  STAGE IVA                6                12
  STAGE IVB                0                 2
[1] 13  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     1   7  35  10
  5P LOSS WILD-TYPE  10  69 265  41
D49V4, multiclass
    clus
vv   5P LOSS MUTATED 5P LOSS WILD-TYPE
  T1               1                10
  T2               7                69
  T3              35               265
  T4              10                41
[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                 N0  N1  N2
  5P LOSS MUTATED    21  19  13
  5P LOSS WILD-TYPE 235  84  66
D49V5, multiclass
    clus
vv   5P LOSS MUTATED 5P LOSS WILD-TYPE
  N0              21               235
  N1              19                84
  N2              13                66
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  5P LOSS MUTATED    35   6   4   0   8
  5P LOSS WILD-TYPE 285  46   4   2  42
D49V6, multiclass
     clus
vv    5P LOSS MUTATED 5P LOSS WILD-TYPE
  M0               35               285
  M1                6                46
  M1A               4                 4
  M1B               0                 2
  MX                8                42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D49V7, binary
                   cls
clus                  0   1
  5P LOSS MUTATED    24  29
  5P LOSS WILD-TYPE 183 203
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED     24   29
  5P LOSS WILD-TYPE  183  203
        clus
vv       5P LOSS MUTATED 5P LOSS WILD-TYPE
  FEMALE              24               183
  MALE                29               203
[1] 2 2
[1] FALSE
D49V8, binary
                   cls
clus                  0   1
  5P LOSS MUTATED    48   5
  5P LOSS WILD-TYPE 330  54
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED     48    5
  5P LOSS WILD-TYPE  330   54
                               clus
vv                              5P LOSS MUTATED 5P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       48               330
  COLON MUCINOUS ADENOCARCINOMA               5                54
[1] 2 2
[1] FALSE
D49V9, binary
                   cls
clus                  0   1
  5P LOSS MUTATED     2  51
  5P LOSS WILD-TYPE   1 385
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5P LOSS MUTATED      2   51
  5P LOSS WILD-TYPE    1  385
     clus
vv    5P LOSS MUTATED 5P LOSS WILD-TYPE
  NO                2                 1
  YES              51               385
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  5P LOSS MUTATED    34   1   1   3
  5P LOSS WILD-TYPE 279   2  23  22
D49V10, multiclass
    clus
vv   5P LOSS MUTATED 5P LOSS WILD-TYPE
  R0              34               279
  R1               1                 2
  R2               1                23
  RX               3                22
[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"
D49V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  5P LOSS MUTATED                                  0     0
  5P LOSS WILD-TYPE                                1    11
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  5P LOSS MUTATED                           6    32
  5P LOSS WILD-TYPE                        44   179
D49V12, multiclass
                                  clus
vv                                 5P LOSS MUTATED 5P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          0                11
  BLACK OR AFRICAN AMERICAN                      6                44
  WHITE                                         32               179
[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"

Clustering(50) Variable = 5Q LOSS MUTATION ANALYSIS
D50V1, survival
                   sevent
clus2                 0   1
  5Q LOSS MUTATED    51  21
  5Q LOSS WILD-TYPE 284  66
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
               72               350 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
               21                66 
$`5Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-4105 
       37.02        43.76        13.94        16.04        36.53        14.53 
TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-6137 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6651 
       30.44        29.19        27.09        25.18        24.16        21.76 
TCGA-A6-6654 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3552 
       23.87         9.63         5.03        26.01        12.99        13.02 
TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3841 TCGA-AA-3848 
       19.99        50.04        85.05         0.99        36.95         0.99 
TCGA-AA-3851 TCGA-AA-3858 TCGA-AA-3867 TCGA-AA-3941 TCGA-AA-3966 TCGA-AA-A00F 
       33.07        31.07        24.03        24.00         2.01        34.03 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A01D TCGA-AA-A01T TCGA-AA-A02H TCGA-AA-A02W 
       27.02        42.02         0.99        33.04         2.01        41.00 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6965 TCGA-AY-4070 TCGA-AY-6196 TCGA-AZ-4614 
        1.02         0.10         0.20        16.31         0.20         5.65 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6605 TCGA-AZ-6608 TCGA-CA-5797 TCGA-CA-6719 
       65.00        62.79         5.23         1.94         3.29         1.35 
TCGA-CK-5912 TCGA-CM-4750 TCGA-CM-5344 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-6164 
       48.20         8.02        22.03         5.03        15.02        29.03 
TCGA-CM-6169 TCGA-D5-6536 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6929 
       13.02        17.85        10.13        12.43         9.04        13.41 
TCGA-DM-A1DB TCGA-DM-A285 TCGA-F4-6459 TCGA-F4-6704 TCGA-G4-6295 TCGA-G4-6297 
       44.32         6.12         8.61         1.55         8.35        82.39 
TCGA-G4-6317 TCGA-G4-6625 TCGA-NH-A50T TCGA-NH-A50U TCGA-QG-A5YV TCGA-RU-A8FL 
       36.00        91.79         4.11        10.98        26.99        30.28 

$`5Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-2684 
       42.28        44.91        35.11        45.60        15.52        37.05 
TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5661 
       37.25        34.65        32.45        32.91        31.63        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6138 
       23.61        22.09        22.06        32.71        29.16        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 
       24.13         8.38        25.08        20.61        24.69        24.39 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       20.12        19.66        20.28        16.24        24.92        61.84 
TCGA-A6-A56B TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
       52.44         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       38.99         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 
       29.95        23.01        20.98        19.99        13.94        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
        0.92        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 
       37.05        19.00        36.00         5.03        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        0.99        35.05         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3854 
       15.95        38.99        37.02        14.93        17.03        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3869 
       32.05         0.99        31.07        53.00        17.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 
       29.98        18.05        31.00         2.01        12.99        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 
       26.01        24.00         2.01        20.98        34.03        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 
       24.00        27.02        19.07         7.96        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        19.00        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
        4.01         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       15.02        15.02        32.02        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X 
       38.07         1.02        35.01         1.02        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02J 
       37.02        39.06        51.98         2.96        39.98         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
        0.92        22.03        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
        0.76         0.43         0.46         0.92        14.50        27.09 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
        0.95        15.75        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 
        6.87        75.25        50.37        58.39         1.41        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
        5.13        83.80        22.36        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5254 
       12.10       100.01        29.56        11.74         3.19         2.24 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        3.06         2.14         3.25         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        0.10        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 
       23.05        20.02        37.02         8.02        26.04        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       13.02        29.06        22.98        30.08        16.01        15.02 
TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 
       15.02        17.03        15.02        12.00        14.04        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 
       21.99        14.99        12.99        15.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       12.95        13.05        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 
       20.19        20.42        17.75        18.25         1.32         7.92 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       15.12         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6924 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 
        7.53        12.39        14.30         9.44        11.64         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DA TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 
        7.50       131.51       135.65         7.76       139.17        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
       26.47        81.37       119.93        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       98.24        95.18        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
        6.18        35.87        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       55.04        51.75        45.11        39.42        35.93        36.72 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       46.75        47.15        52.80        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 
        5.59         1.32         5.19         5.49        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
             0.10              0.07 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
            91.79            140.38 
  5Q LOSS MUTATED 5Q LOSS WILD-TYPE 
           17.080            19.825 
[1] "0.1 - 91.8 (17.1)"  "0.1 - 140.4 (19.8)"
[1] "hr=" "1.8"
D50V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  5Q LOSS MUTATED         8        0        3        14         0         0
  5Q LOSS WILD-TYPE      64        1       25       117         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  5Q LOSS MUTATED           3          4         10         13       10
  5Q LOSS WILD-TYPE        18          8         45         25       33
                   vv
clus                STAGE IVA STAGE IVB
  5Q LOSS MUTATED           6         0
  5Q LOSS WILD-TYPE        12         2
D50V3, multiclass
            clus
vv           5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  STAGE I                  8                64
  STAGE IA                 0                 1
  STAGE II                 3                25
  STAGE IIA               14               117
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                3                18
  STAGE IIIA               4                 8
  STAGE IIIB              10                45
  STAGE IIIC              13                25
  STAGE IV                10                33
  STAGE IVA                6                12
  STAGE IVB                0                 2
[1] 13  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     1   9  54  10
  5Q LOSS WILD-TYPE  10  67 246  41
D50V4, multiclass
    clus
vv   5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  T1               1                10
  T2               9                67
  T3              54               246
  T4              10                41
[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                 N0  N1  N2
  5Q LOSS MUTATED    30  19  25
  5Q LOSS WILD-TYPE 226  84  54
D50V5, multiclass
    clus
vv   5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  N0              30               226
  N1              19                84
  N2              25                54
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  5Q LOSS MUTATED    45  12   4   0  12
  5Q LOSS WILD-TYPE 275  40   4   2  38
D50V6, multiclass
     clus
vv    5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  M0               45               275
  M1               12                40
  M1A               4                 4
  M1B               0                 2
  MX               12                38
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D50V7, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED    30  44
  5Q LOSS WILD-TYPE 177 188
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED     30   44
  5Q LOSS WILD-TYPE  177  188
        clus
vv       5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  FEMALE              30               177
  MALE                44               188
[1] 2 2
[1] FALSE
D50V8, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED    67   7
  5Q LOSS WILD-TYPE 311  52
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED     67    7
  5Q LOSS WILD-TYPE  311   52
                               clus
vv                              5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       67               311
  COLON MUCINOUS ADENOCARCINOMA               7                52
[1] 2 2
[1] FALSE
D50V9, binary
                   cls
clus                  0   1
  5Q LOSS MUTATED     2  72
  5Q LOSS WILD-TYPE   1 364
[1] "tbl2"
                   cls
clus                [,1] [,2]
  5Q LOSS MUTATED      2   72
  5Q LOSS WILD-TYPE    1  364
     clus
vv    5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  NO                2                 1
  YES              72               364
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  5Q LOSS MUTATED    47   1   4   4
  5Q LOSS WILD-TYPE 266   2  20  21
D50V10, multiclass
    clus
vv   5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  R0              47               266
  R1               1                 2
  R2               4                20
  RX               4                21
[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"
D50V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  5Q LOSS MUTATED                                  1     2
  5Q LOSS WILD-TYPE                                0     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  5Q LOSS MUTATED                           8    40
  5Q LOSS WILD-TYPE                        42   171
D50V12, multiclass
                                  clus
vv                                 5Q LOSS MUTATED 5Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                      8                42
  WHITE                                         40               171
[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"

Clustering(51) Variable = 6P LOSS MUTATION ANALYSIS
D51V1, survival
                   sevent
clus2                 0   1
  6P LOSS MUTATED    22  10
  6P LOSS WILD-TYPE 313  77
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
               32               390 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
               10                77 
$`6P LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2678 TCGA-A6-2686 TCGA-A6-6649 TCGA-A6-6782 TCGA-AA-3561 
       37.02        42.28        16.04        24.16        20.28        13.94 
TCGA-AA-3666 TCGA-AA-3692 TCGA-AA-3715 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3875 
        2.01        36.00         0.99        38.99        36.95        18.05 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3966 TCGA-AA-A00J TCGA-AA-A01X TCGA-AD-6899 
       12.99        24.00         2.01        18.05        26.01         1.58 
TCGA-AD-A5EK TCGA-AZ-4614 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 
        0.43         5.65         3.19         2.24         3.06         2.14 
TCGA-CM-6676 TCGA-CM-6678 TCGA-D5-5537 TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6898 
       11.08        11.01        14.99        20.19        17.75         7.53 
TCGA-DM-A1D7 TCGA-F4-6808 
       13.32        33.67 

$`6P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       17.79        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.05        37.25        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 
       22.09        22.06        32.71        29.16        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 
       24.13         8.38        25.08        25.18        20.61        21.76 
TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 
       24.69        24.39        23.87        20.12        19.66        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       24.92        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 
        3.02         1.02        37.05         1.02        35.01        58.03 
TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 
       63.98         6.97         1.02        13.02        38.99         1.02 
TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        9.07        24.03        37.05        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        34.03        29.00        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 
        0.99        14.01        33.99        21.01        13.02        24.00 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3562 
       17.95        29.95        23.01        20.98        19.99        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 
       61.02        78.08         6.05         6.97        54.02        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
        5.98        37.05        19.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
       19.04         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       17.98        15.95        37.02        14.93        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 
       33.07        36.03        32.05         0.99        31.07        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3877 
       53.00        17.03        24.03        27.02        29.98        31.00 
TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 
        2.01        33.01        26.01        24.00         2.01        20.98 
TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
       34.03        21.99        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       26.01        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F 
       27.02        13.94        38.04        19.00        30.02        34.03 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R 
       18.05        17.03         4.01        27.02        42.02         0.99 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C 
       17.03        14.99        21.99        34.98        15.02        15.02 
TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
        0.99        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z 
        1.02        35.01         1.02        33.04        35.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 
        1.02         0.10         0.76         0.20         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 
       14.50        27.09        16.31         0.95        15.75         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 
       21.44        17.82         5.19         5.52         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       50.37        58.39         1.41        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 
       12.10       100.01        29.56         5.23        11.74         1.94 
TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 
        3.25         3.29         0.07         0.26         0.33         0.10 
TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        1.35        17.56       102.44        40.34        70.16        15.62 
TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       48.20        51.32        21.99        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 
      124.27        23.05        20.02        37.02         8.02        26.04 
TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 
        8.02        27.02        13.02        29.06        22.03        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 
       30.08        16.01        15.02         5.03        15.02        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
       17.03        15.02        12.00        14.04        29.03        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       21.99        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 
       11.01        12.95        13.05        11.08        10.06        12.03 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 
       12.26        19.59        13.51        11.51        20.42        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
        1.32         7.92        15.12        17.85         4.50        17.13 
TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       12.49        16.14        15.58        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
      130.65        92.75        49.91        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       29.59        16.24         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 
       45.11        39.42        35.93        36.72        36.00        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       46.75        47.15        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
        2.79         5.98         5.59         1.32         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        30.28        67.00 

  6P LOSS MUTATED 6P LOSS WILD-TYPE 
             0.43              0.07 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
            42.28            140.38 
  6P LOSS MUTATED 6P LOSS WILD-TYPE 
           14.465            20.270 
[1] "0.4 - 42.3 (14.5)"  "0.1 - 140.4 (20.3)"
[1] "hr=" "2.5"
D51V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  6P LOSS MUTATED         6        0        1        13         1         0
  6P LOSS WILD-TYPE      66        1       27       118         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  6P LOSS MUTATED           2          0          3          1        3
  6P LOSS WILD-TYPE        19         12         52         37       40
                   vv
clus                STAGE IVA STAGE IVB
  6P LOSS MUTATED           3         0
  6P LOSS WILD-TYPE        15         2
D51V3, multiclass
            clus
vv           6P LOSS MUTATED 6P LOSS WILD-TYPE
  STAGE I                  6                66
  STAGE IA                 0                 1
  STAGE II                 1                27
  STAGE IIA               13               118
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                2                19
  STAGE IIIA               0                12
  STAGE IIIB               3                52
  STAGE IIIC               1                37
  STAGE IV                 3                40
  STAGE IVA                3                15
  STAGE IVB                0                 2
[1] 13  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     2   5  19   7
  6P LOSS WILD-TYPE   9  71 281  44
D51V4, multiclass
    clus
vv   6P LOSS MUTATED 6P LOSS WILD-TYPE
  T1               2                 9
  T2               5                71
  T3              19               281
  T4               7                44
[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                 N0  N1  N2
  6P LOSS MUTATED    21   8   4
  6P LOSS WILD-TYPE 235  95  75
D51V5, multiclass
    clus
vv   6P LOSS MUTATED 6P LOSS WILD-TYPE
  N0              21               235
  N1               8                95
  N2               4                75
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  6P LOSS MUTATED    22   4   2   0   5
  6P LOSS WILD-TYPE 298  48   6   2  45
D51V6, multiclass
     clus
vv    6P LOSS MUTATED 6P LOSS WILD-TYPE
  M0               22               298
  M1                4                48
  M1A               2                 6
  M1B               0                 2
  MX                5                45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D51V7, binary
                   cls
clus                  0   1
  6P LOSS MUTATED    13  20
  6P LOSS WILD-TYPE 194 212
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED     13   20
  6P LOSS WILD-TYPE  194  212
        clus
vv       6P LOSS MUTATED 6P LOSS WILD-TYPE
  FEMALE              13               194
  MALE                20               212
[1] 2 2
[1] FALSE
D51V8, binary
                   cls
clus                  0   1
  6P LOSS MUTATED    28   5
  6P LOSS WILD-TYPE 350  54
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED     28    5
  6P LOSS WILD-TYPE  350   54
                               clus
vv                              6P LOSS MUTATED 6P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       28               350
  COLON MUCINOUS ADENOCARCINOMA               5                54
[1] 2 2
[1] FALSE
D51V9, binary
                   cls
clus                  0   1
  6P LOSS MUTATED     0  33
  6P LOSS WILD-TYPE   3 403
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6P LOSS MUTATED      0   33
  6P LOSS WILD-TYPE    3  403
     clus
vv    6P LOSS MUTATED 6P LOSS WILD-TYPE
  NO                0                 3
  YES              33               403
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  6P LOSS MUTATED    21   0   1   5
  6P LOSS WILD-TYPE 292   3  23  20
D51V10, multiclass
    clus
vv   6P LOSS MUTATED 6P LOSS WILD-TYPE
  R0              21               292
  R1               0                 3
  R2               1                23
  RX               5                20
[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"
D51V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  6P LOSS MUTATED                                  0     3
  6P LOSS WILD-TYPE                                1     8
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  6P LOSS MUTATED                           1    17
  6P LOSS WILD-TYPE                        49   194
D51V12, multiclass
                                  clus
vv                                 6P LOSS MUTATED 6P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          3                 8
  BLACK OR AFRICAN AMERICAN                      1                49
  WHITE                                         17               194
[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"

Clustering(52) Variable = 6Q LOSS MUTATION ANALYSIS
D52V1, survival
                   sevent
clus2                 0   1
  6Q LOSS MUTATED    32  12
  6Q LOSS WILD-TYPE 303  75
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
               44               378 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
               12                75 
$`6Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2678 TCGA-A6-4107 TCGA-A6-6649 TCGA-A6-6782 TCGA-AA-3552 
       37.02        42.28        32.45        24.16        20.28        13.02 
TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3666 TCGA-AA-3692 TCGA-AA-3715 TCGA-AA-3837 
       13.94        61.02         2.01        36.00         0.99        38.99 
TCGA-AA-3841 TCGA-AA-3860 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3939 TCGA-AA-3941 
       36.95        31.07        29.98        18.05        12.99        24.00 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-A00J TCGA-AA-A01D TCGA-AA-A01X TCGA-AA-A02H 
        2.01         2.01        18.05         0.99        26.01         2.01 
TCGA-AD-6899 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5255 
        1.58         0.43         0.46         3.19         2.24         3.06 
TCGA-CA-5256 TCGA-CM-6172 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6678 TCGA-D5-5537 
        2.14        11.01        13.05        11.08        11.01        14.99 
TCGA-D5-6529 TCGA-D5-6531 TCGA-D5-6535 TCGA-D5-6898 TCGA-DM-A1D7 TCGA-F4-6704 
       20.19        17.75        15.12         7.53        13.32         1.55 
TCGA-F4-6808 TCGA-NH-A6GA 
       33.67         5.98 

$`6Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       17.79        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       37.05        37.25        16.04        34.65        36.53        14.53 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 
       22.09        22.06        32.71        29.16        27.09        22.52 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 
       24.13         8.38        25.08        25.18        20.61        21.76 
TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 
       24.69        24.39        23.87        20.12        19.66        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       24.92        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 
        3.02         1.02        37.05         1.02        35.01        58.03 
TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 
       63.98         6.97         1.02        13.02        38.99         1.02 
TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        9.07        24.03        37.05        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        34.03        29.00        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3660 
       29.95        23.01        20.98        19.99        19.99        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
        6.05         6.97        54.02        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       47.05        47.01        15.02        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3811 
       19.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 
       32.05         0.99        31.07        53.00        17.03        24.03 
TCGA-AA-3869 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       27.02        31.00         2.01        33.01        26.01        24.00 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03        21.99        16.08        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q 
       34.03        18.05        17.03         4.01        27.02        42.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 
        0.99        17.03        14.99        21.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
       15.02        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z 
        1.02        35.01         1.02        33.04        35.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02J TCGA-AA-A02O 
       39.06        51.98         2.96        39.98         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
       22.03        41.00        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6901 
       21.37         4.21        56.55         0.79         0.72         1.02 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
        0.10         0.76         0.20         0.92        14.50        27.09 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 
       16.31         0.95        15.75         0.20        21.44        17.82 
TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
        5.19         5.52         6.87        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 
       65.00        62.79        61.41        49.41         6.77        12.10 
TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5796 
      100.01        29.56         5.23        11.74         1.94         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.29         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
       16.01        15.02         5.03        15.02        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        12.00        14.04        29.03        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6674 
       14.99        12.99        13.02        15.02        14.04        12.95 
TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 
       11.08        10.06        12.03        12.26        19.59        13.51 
TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 
       11.51        20.42        18.25         1.32         7.92        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 
        4.50        17.13        12.49        16.14        15.58        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       10.13        12.43        14.30         9.04         9.44        11.64 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       13.41         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D8 
       24.43        38.20       130.65        92.75        49.91        12.59 
TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
      140.38         7.50        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      139.17         6.12        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       16.31        29.59        16.24         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 
       51.75        45.11        39.42        35.93        36.72        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U 
       91.79        46.75        47.15        52.80         4.11        10.98 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 
       10.52         2.79         5.59         1.32         5.19         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        30.28        67.00 

  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
             0.43              0.07 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
            61.02            140.38 
  6Q LOSS MUTATED 6Q LOSS WILD-TYPE 
           13.185            20.795 
[1] "0.4 - 61.0 (13.2)"  "0.1 - 140.4 (20.8)"
[1] "hr=" "2.2"
D52V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  6Q LOSS MUTATED         6        0        2        12         1         0
  6Q LOSS WILD-TYPE      66        1       26       119         7         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  6Q LOSS MUTATED           2          0          7          6        5
  6Q LOSS WILD-TYPE        19         12         48         32       38
                   vv
clus                STAGE IVA STAGE IVB
  6Q LOSS MUTATED           3         1
  6Q LOSS WILD-TYPE        15         1
D52V3, multiclass
            clus
vv           6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  STAGE I                  6                66
  STAGE IA                 0                 1
  STAGE II                 2                26
  STAGE IIA               12               119
  STAGE IIB                1                 7
  STAGE IIC                0                 1
  STAGE III                2                19
  STAGE IIIA               0                12
  STAGE IIIB               7                48
  STAGE IIIC               6                32
  STAGE IV                 5                38
  STAGE IVA                3                15
  STAGE IVB                1                 1
[1] 13  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     2   5  30   8
  6Q LOSS WILD-TYPE   9  71 270  43
D52V4, multiclass
    clus
vv   6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  T1               2                 9
  T2               5                71
  T3              30               270
  T4               8                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                 N0  N1  N2
  6Q LOSS MUTATED    21  11  13
  6Q LOSS WILD-TYPE 235  92  66
D52V5, multiclass
    clus
vv   6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  N0              21               235
  N1              11                92
  N2              13                66
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  6Q LOSS MUTATED    28   6   2   1   8
  6Q LOSS WILD-TYPE 292  46   6   1  42
D52V6, multiclass
     clus
vv    6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  M0               28               292
  M1                6                46
  M1A               2                 6
  M1B               1                 1
  MX                8                42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D52V7, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED    19  26
  6Q LOSS WILD-TYPE 188 206
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED     19   26
  6Q LOSS WILD-TYPE  188  206
        clus
vv       6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  FEMALE              19               188
  MALE                26               206
[1] 2 2
[1] FALSE
D52V8, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED    38   7
  6Q LOSS WILD-TYPE 340  52
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED     38    7
  6Q LOSS WILD-TYPE  340   52
                               clus
vv                              6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       38               340
  COLON MUCINOUS ADENOCARCINOMA               7                52
[1] 2 2
[1] FALSE
D52V9, binary
                   cls
clus                  0   1
  6Q LOSS MUTATED     0  45
  6Q LOSS WILD-TYPE   3 391
[1] "tbl2"
                   cls
clus                [,1] [,2]
  6Q LOSS MUTATED      0   45
  6Q LOSS WILD-TYPE    3  391
     clus
vv    6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  NO                0                 3
  YES              45               391
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  6Q LOSS MUTATED    31   0   2   6
  6Q LOSS WILD-TYPE 282   3  22  19
D52V10, multiclass
    clus
vv   6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  R0              31               282
  R1               0                 3
  R2               2                22
  RX               6                19
[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"
D52V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  6Q LOSS MUTATED                                  1     3
  6Q LOSS WILD-TYPE                                0     8
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  6Q LOSS MUTATED                           3    19
  6Q LOSS WILD-TYPE                        47   192
D52V12, multiclass
                                  clus
vv                                 6Q LOSS MUTATED 6Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          3                 8
  BLACK OR AFRICAN AMERICAN                      3                47
  WHITE                                         19               192
[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"

Clustering(53) Variable = 8P LOSS MUTATION ANALYSIS
D53V1, survival
                   sevent
clus2                 0   1
  8P LOSS MUTATED   108  27
  8P LOSS WILD-TYPE 227  60
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
              135               287 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
               27                60 
$`8P LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 
       37.02        43.76        43.43        42.28        44.91        35.11 
TCGA-A6-2681 TCGA-A6-2683 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-5656 TCGA-A6-5659 
       45.60        15.52        34.65        36.53        32.91        30.44 
TCGA-A6-5662 TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 
       23.61        27.09        24.13        25.08        25.18        20.61 
TCGA-A6-6652 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3488 
       24.69        23.87        20.28        61.84        52.44         5.03 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3517 TCGA-AA-3520 TCGA-AA-3531 TCGA-AA-3538 
       37.05         1.02        38.99        24.03        34.03        26.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3556 TCGA-AA-3560 
       33.99        21.01        13.02        24.00        23.01        19.99 
TCGA-AA-3562 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3678 TCGA-AA-3679 
       19.99        78.08         6.05         2.01        47.01        15.02 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 
       11.01         5.98        37.05        19.00        36.00        85.05 
TCGA-AA-3842 TCGA-AA-3851 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       37.02        33.07        31.07        17.03        24.03        27.02 
TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3975 TCGA-AA-3976 
        2.01        24.00        34.03        16.08        34.06        26.01 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3989 TCGA-AA-A00D TCGA-AA-A00F TCGA-AA-A017 
       24.00        27.02         7.96        19.00        34.03        15.02 
TCGA-AA-A01G TCGA-AA-A01K TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A02W TCGA-AD-6901 
       12.00        31.00         1.02        33.04        41.00         1.02 
TCGA-AD-6965 TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-A69D TCGA-AZ-4308 
        0.20        16.31        15.75         0.20         5.52        75.25 
TCGA-AZ-4614 TCGA-AZ-4681 TCGA-AZ-5403 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6606 
        5.65        83.80        62.79        12.10        29.56        11.74 
TCGA-AZ-6608 TCGA-CA-5797 TCGA-CA-6719 TCGA-CK-4952 TCGA-CM-4752 TCGA-CM-5344 
        1.94         3.29         1.35        15.62        13.02        22.03 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-6163 TCGA-CM-6166 
       22.98        30.08        16.01         5.03        14.04        21.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-D5-5538 
       13.02        15.02        13.05        11.08        10.06        12.26 
TCGA-D5-5540 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6539 TCGA-D5-6541 TCGA-D5-6922 
       13.51         7.92        15.12        12.49        15.58        10.13 
TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1D0 TCGA-DM-A1D6 TCGA-DM-A1D7 
        9.04        13.41        11.38       130.65        49.91        13.32 
TCGA-DM-A1D9 TCGA-DM-A1HA TCGA-DM-A285 TCGA-DM-A28A TCGA-DM-A28G TCGA-F4-6460 
      140.38       131.51         6.12        26.47        60.79        13.38 
TCGA-F4-6463 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6854 TCGA-G4-6298 TCGA-G4-6314 
       13.64         1.55        16.31         0.53        23.51        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6625 TCGA-NH-A50U TCGA-NH-A50V 
       36.72        36.00        26.43        91.79        10.98        10.52 
TCGA-NH-A6GA TCGA-NH-A8F8 TCGA-RU-A8FL 
        5.98         5.49        30.28 

$`8P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2682 
        5.06         5.26        46.65        23.38        17.79        13.94 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5657 
       37.05        37.25        16.04        14.53        32.45        31.63 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       29.19        33.53        22.09        22.06        32.71        29.16 
TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6649 TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6780 
       22.52         8.38        24.16        21.76        24.39        20.12 
TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A5ZU TCGA-AA-3489 TCGA-AA-3492 
       19.66        16.24        24.92         9.63         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
       13.02         1.02         9.07        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 
       19.07        19.07        29.00        29.00        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3655 
       14.01        17.95        29.95        20.98        13.94        61.02 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
        6.97        54.02        14.01         0.92        50.04        47.05 
TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 
        5.03        26.99        19.04         0.99         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3855 
       36.95        14.93        17.03         0.99        36.03        32.05 
TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 
        0.99        31.07        53.00        29.98        18.05        31.00 
TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 
       12.99        33.01        26.01        24.00         2.01        20.98 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3977 TCGA-AA-3986 
        2.01        21.99        50.99        13.05        25.02        19.07 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K 
       27.02        13.94        38.04        30.02        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
       17.03         4.01        27.02        42.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       14.99        21.99        34.98        15.02         0.99        32.02 
TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01V TCGA-AA-A01X 
       31.00        38.07         1.02        35.01        35.01        26.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       37.02        39.06        51.98         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        5.03         0.92        22.03        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        1.58         0.10         0.76         0.43         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
       14.50        27.09         0.95        21.44        17.82         5.19 
TCGA-AY-A8YK TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 
        6.87        50.37        58.39         1.41        32.94         5.13 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 
       22.36        65.00        61.41        49.41         6.77       100.01 
TCGA-AZ-6605 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
        5.23         3.19         2.24         3.06         2.14         3.25 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 
        0.07         0.26         0.33         0.10        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       40.34        70.16        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-5341 TCGA-CM-5861 
        8.02        26.04         8.02        27.02        29.06        15.02 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6164 
       15.02        15.02        17.03        15.02        12.00        29.03 
TCGA-CM-6165 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       16.04        14.99        12.99        14.04        11.01        12.95 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5539 TCGA-D5-5541 
       11.08        11.01        12.03        14.99        19.59        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6536 
       20.19        20.42        17.75        18.25         1.32        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6540 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6923 
        4.50        17.13        16.14         7.53        12.39        12.43 
TCGA-D5-6924 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 
       14.30         9.44        11.64         1.51        12.00        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D8 TCGA-DM-A1DA 
      119.70        24.43        38.20        92.75        12.59         7.50 
TCGA-DM-A1DB TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28C 
       44.32       135.65         7.76       139.17        14.04        81.37 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
      119.93        35.97       117.07        98.24        95.18         8.61 
TCGA-F4-6461 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6806 TCGA-F4-6807 
       11.11        13.45         6.18        35.87        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
       33.67         1.28        35.41        19.43       107.67        28.21 
TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
        8.35        82.39        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6321 
       44.68        55.04        51.75        45.11        39.42        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6626 TCGA-G4-6627 
       26.04        13.78        35.80        26.17        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
       52.80         4.11         2.79         5.59         1.32         5.19 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        67.00 

  8P LOSS MUTATED 8P LOSS WILD-TYPE 
             0.20              0.07 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
           140.38            139.17 
  8P LOSS MUTATED 8P LOSS WILD-TYPE 
            22.03             18.25 
[1] "0.2 - 140.4 (22.0)" "0.1 - 139.2 (18.2)"
[1] "hr=" "1.1"
D53V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  8P LOSS MUTATED        15        0        6        34         2         0
  8P LOSS WILD-TYPE      57        1       22        97         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  8P LOSS MUTATED           9          6         15         15       22
  8P LOSS WILD-TYPE        12          6         40         23       21
                   vv
clus                STAGE IVA STAGE IVB
  8P LOSS MUTATED           9         1
  8P LOSS WILD-TYPE         9         1
D53V3, multiclass
            clus
vv           8P LOSS MUTATED 8P LOSS WILD-TYPE
  STAGE I                 15                57
  STAGE IA                 0                 1
  STAGE II                 6                22
  STAGE IIA               34                97
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                9                12
  STAGE IIIA               6                 6
  STAGE IIIB              15                40
  STAGE IIIC              15                23
  STAGE IV                22                21
  STAGE IVA                9                 9
  STAGE IVB                1                 1
[1] 13  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     1  19 100  17
  8P LOSS WILD-TYPE  10  57 200  34
D53V4, multiclass
    clus
vv   8P LOSS MUTATED 8P LOSS WILD-TYPE
  T1               1                10
  T2              19                57
  T3             100               200
  T4              17                34
[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                 N0  N1  N2
  8P LOSS MUTATED    64  36  37
  8P LOSS WILD-TYPE 192  67  42
D53V5, multiclass
    clus
vv   8P LOSS MUTATED 8P LOSS WILD-TYPE
  N0              64               192
  N1              36                67
  N2              37                42
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  8P LOSS MUTATED    90  26   5   1  13
  8P LOSS WILD-TYPE 230  26   3   1  37
D53V6, multiclass
     clus
vv    8P LOSS MUTATED 8P LOSS WILD-TYPE
  M0               90               230
  M1               26                26
  M1A               5                 3
  M1B               1                 1
  MX               13                37
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D53V7, binary
                   cls
clus                  0   1
  8P LOSS MUTATED    59  78
  8P LOSS WILD-TYPE 148 154
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED     59   78
  8P LOSS WILD-TYPE  148  154
        clus
vv       8P LOSS MUTATED 8P LOSS WILD-TYPE
  FEMALE              59               148
  MALE                78               154
[1] 2 2
[1] FALSE
D53V8, binary
                   cls
clus                  0   1
  8P LOSS MUTATED   124  12
  8P LOSS WILD-TYPE 254  47
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED    124   12
  8P LOSS WILD-TYPE  254   47
                               clus
vv                              8P LOSS MUTATED 8P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                      124               254
  COLON MUCINOUS ADENOCARCINOMA              12                47
[1] 2 2
[1] FALSE
D53V9, binary
                   cls
clus                  0   1
  8P LOSS MUTATED     1 136
  8P LOSS WILD-TYPE   2 300
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8P LOSS MUTATED      1  136
  8P LOSS WILD-TYPE    2  300
     clus
vv    8P LOSS MUTATED 8P LOSS WILD-TYPE
  NO                1                 2
  YES             136               300
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  8P LOSS MUTATED    95   1  11   3
  8P LOSS WILD-TYPE 218   2  13  22
D53V10, multiclass
    clus
vv   8P LOSS MUTATED 8P LOSS WILD-TYPE
  R0              95               218
  R1               1                 2
  R2              11                13
  RX               3                22
[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"
D53V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  8P LOSS MUTATED                                  1     2
  8P LOSS WILD-TYPE                                0     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  8P LOSS MUTATED                          18    66
  8P LOSS WILD-TYPE                        32   145
D53V12, multiclass
                                  clus
vv                                 8P LOSS MUTATED 8P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                     18                32
  WHITE                                         66               145
[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"

Clustering(54) Variable = 8Q LOSS MUTATION ANALYSIS
D54V1, survival
                   sevent
clus2                 0   1
  8Q LOSS MUTATED    18   5
  8Q LOSS WILD-TYPE 317  82
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
               23               399 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
                5                82 
$`8Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2679 TCGA-A6-2683 TCGA-A6-3807 TCGA-A6-6782 
       37.02        43.76        44.91        15.52        34.65        20.28 
TCGA-AA-3517 TCGA-AA-3531 TCGA-AA-3851 TCGA-AA-3941 TCGA-AA-3989 TCGA-AD-6901 
       38.99        34.03        33.07        24.00         7.96         1.02 
TCGA-AD-6965 TCGA-AY-6196 TCGA-AY-A69D TCGA-AZ-5403 TCGA-CM-5860 TCGA-CM-6679 
        0.20         0.20         5.52        62.79        16.01        10.06 
TCGA-D5-6539 TCGA-DM-A1D6 TCGA-F4-6704 TCGA-G4-6314 TCGA-G4-6625 
       12.49        49.91         1.55        35.93        91.79 

$`8Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 
       42.28        35.11        45.60        13.94        37.05        37.25 
TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 
       16.04        36.53        14.53        32.45        32.91        31.63 
TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       30.44        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       32.71        29.16        27.09        22.52        24.13         8.38 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
       25.08        25.18        24.16        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 
       24.39        23.87        20.12        19.66        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        6.97         1.02        13.02         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3532 
       37.05        36.03         8.05        19.07        19.07        29.00 
TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        26.01        12.99         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       21.01        13.02        24.00        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 
       20.98        19.99        13.94        19.99        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
        6.05         6.97        54.02         2.01        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 
       50.04        47.05        47.01        15.02        11.01         5.98 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 
       14.93        17.03         0.99        36.03        32.05         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 
       31.07        31.07        53.00        17.03        24.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 
       29.98        18.05        31.00         2.01        12.99        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 
       26.01        24.00         2.01        20.98        34.03         2.01 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A004 
       25.02        24.00        27.02        19.07        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K 
       38.04        19.00        30.02        34.03        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U 
       17.03         4.01        27.02        42.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       32.02        12.00        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
       35.01         1.02        33.04        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J 
        0.92        22.03        41.00        39.98        18.05        40.96 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        1.58         0.10         0.76         0.43         0.46         0.92 
TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 
       14.50        27.09        16.31         0.95        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.19         6.87        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
        1.41         5.65        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 
       65.00        61.41        49.41         6.77        12.10       100.01 
TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 
       29.56         5.23        11.74         3.19         1.94         2.24 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        3.06         2.14         3.25         3.29         0.07         0.26 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       70.16        15.62        48.20        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       22.03        22.98        30.08        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 
       15.02        17.03        15.02        12.00        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 
       16.04        21.99        14.99        12.99        13.02        15.02 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 
       14.04        11.01        12.95        13.05        11.08        11.08 
TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 
       11.01        12.03        14.99        12.26        19.59        13.51 
TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 
       11.51        20.19        20.42        17.75        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6540 
        7.92        15.12        17.85         4.50        17.13        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       15.58         7.53        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB 
       92.75        13.32        12.59       140.38         7.50        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 
      131.51       135.65         7.76       139.17         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
       26.47        81.37       119.93        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 
       98.24        95.18         8.61        13.38        11.11        13.64 
TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
       13.45         6.18        35.87        16.31        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 
       33.67         1.28         0.53        35.41        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
       28.21         8.35        82.39        23.51        74.56        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 
       61.87        53.62        44.68        55.04        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       39.42        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       13.78        35.80        26.17        46.75        47.15        52.80 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
        4.11        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
             0.20              0.07 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
            91.79            140.38 
  8Q LOSS MUTATED 8Q LOSS WILD-TYPE 
            24.00             19.43 
[1] "0.2 - 91.8 (24.0)"  "0.1 - 140.4 (19.4)"
[1] "hr=" "1"  
D54V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  8Q LOSS MUTATED         0        0        1         8         2         0
  8Q LOSS WILD-TYPE      72        1       27       123         6         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  8Q LOSS MUTATED           0          1          0          3        5
  8Q LOSS WILD-TYPE        21         11         55         35       38
                   vv
clus                STAGE IVA STAGE IVB
  8Q LOSS MUTATED           1         0
  8Q LOSS WILD-TYPE        17         2
D54V3, multiclass
            clus
vv           8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  STAGE I                  0                72
  STAGE IA                 0                 1
  STAGE II                 1                27
  STAGE IIA                8               123
  STAGE IIB                2                 6
  STAGE IIC                0                 1
  STAGE III                0                21
  STAGE IIIA               1                11
  STAGE IIIB               0                55
  STAGE IIIC               3                35
  STAGE IV                 5                38
  STAGE IVA                1                17
  STAGE IVB                0                 2
[1] 13  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     0   0  19   4
  8Q LOSS WILD-TYPE  11  76 281  47
D54V4, multiclass
    clus
vv   8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  T1               0                11
  T2               0                76
  T3              19               281
  T4               4                47
[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                 N0  N1  N2
  8Q LOSS MUTATED    14   1   8
  8Q LOSS WILD-TYPE 242 102  71
D54V5, multiclass
    clus
vv   8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  N0              14               242
  N1               1               102
  N2               8                71
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  8Q LOSS MUTATED    10   5   1   0   5
  8Q LOSS WILD-TYPE 310  47   7   2  45
D54V6, multiclass
     clus
vv    8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  M0               10               310
  M1                5                47
  M1A               1                 7
  M1B               0                 2
  MX                5                45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D54V7, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED     9  14
  8Q LOSS WILD-TYPE 198 218
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED      9   14
  8Q LOSS WILD-TYPE  198  218
        clus
vv       8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  FEMALE               9               198
  MALE                14               218
[1] 2 2
[1] FALSE
D54V8, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED    19   4
  8Q LOSS WILD-TYPE 359  55
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED     19    4
  8Q LOSS WILD-TYPE  359   55
                               clus
vv                              8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       19               359
  COLON MUCINOUS ADENOCARCINOMA               4                55
[1] 2 2
[1] FALSE
D54V9, binary
                   cls
clus                  0   1
  8Q LOSS MUTATED     0  23
  8Q LOSS WILD-TYPE   3 413
[1] "tbl2"
                   cls
clus                [,1] [,2]
  8Q LOSS MUTATED      0   23
  8Q LOSS WILD-TYPE    3  413
     clus
vv    8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  NO                0                 3
  YES              23               413
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  8Q LOSS MUTATED    17   0   1   0
  8Q LOSS WILD-TYPE 296   3  23  25
D54V10, multiclass
    clus
vv   8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  R0              17               296
  R1               0                 3
  R2               1                23
  RX               0                25
[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"
D54V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  8Q LOSS MUTATED                                  1     0
  8Q LOSS WILD-TYPE                                0    11
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  8Q LOSS MUTATED                           1    16
  8Q LOSS WILD-TYPE                        49   195
D54V12, multiclass
                                  clus
vv                                 8Q LOSS MUTATED 8Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               1                 0
  ASIAN                                          0                11
  BLACK OR AFRICAN AMERICAN                      1                49
  WHITE                                         16               195
[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"

Clustering(55) Variable = 9P LOSS MUTATION ANALYSIS
D55V1, survival
                   sevent
clus2                 0   1
  9P LOSS MUTATED    40   8
  9P LOSS WILD-TYPE 295  79
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
               48               374 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
                8                79 
$`9P LOSS MUTATED`
TCGA-A6-2675 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5667 TCGA-A6-6649 TCGA-A6-6651 
       43.43        36.53        14.53        29.16        24.16        21.76 
TCGA-A6-A567 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3553 TCGA-AA-3562 TCGA-AA-3685 
       61.84         6.97        38.99        24.00        19.99        37.05 
TCGA-AA-3697 TCGA-AA-3867 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3955 TCGA-AA-3972 
       85.05        24.03        12.99        24.00        20.98        50.99 
TCGA-AA-A004 TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A03J TCGA-AD-6888 TCGA-AD-6965 
       13.94        32.02        31.00        40.96         4.21         0.20 
TCGA-AU-3779 TCGA-AY-4070 TCGA-AZ-4614 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 
       14.50        16.31         5.65         5.23         3.19         1.94 
TCGA-CA-5797 TCGA-CA-6716 TCGA-CM-4750 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6676 
        3.29         0.26         8.02        13.02        15.02        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-D5-6529 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6898 
       11.01        10.06        20.19         1.32         7.92         7.53 
TCGA-DM-A0XF TCGA-F4-6808 TCGA-G4-6295 TCGA-G4-6297 TCGA-NH-A6GA TCGA-NH-A8F8 
       38.20        33.67         8.35        82.39         5.98         5.49 

$`9P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2676 
        5.06         5.26        37.02        46.65        43.76        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 
       17.79        42.28        44.91        35.11        45.60        13.94 
TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-4107 
       15.52        37.05        37.25        16.04        34.65        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.09        22.06        32.71        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 
        8.38        25.08        25.18        20.61        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 
       52.44         9.63         5.03         1.02         3.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 
       37.05         1.02        35.01        58.03        63.98         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       13.02         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 
       13.02        17.95        29.95        23.01        20.98        19.99 
TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 
       13.94        61.02        78.08         6.05         6.97        54.02 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
        2.01        14.01         0.92        50.04        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 
       15.02        11.01         5.98        19.00        36.00         5.03 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       32.05         0.99        31.07        31.07        53.00        17.03 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 
       27.02        29.98        18.05        31.00         2.01        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00         2.01        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       16.08        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A00A TCGA-AA-A00D 
       27.02        19.07         7.96        27.02        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       30.02        34.03        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
       27.02        42.02         0.99        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I 
       34.98        15.02        15.02         0.99        12.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V 
       38.07         1.02        35.01         1.02        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F 
       26.01        37.02        39.06        51.98         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y 
        2.01         5.03         0.92        22.03        41.00        39.98 
TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
       18.05         0.07        21.37        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK TCGA-AM-5820 
        1.58         1.02         0.10         0.76         0.43         0.46 
TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 
        0.92        27.09         0.95        15.75         0.20        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       17.82         5.19         5.52         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 
       58.39         1.41        32.94         5.13        83.80        22.36 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 
       65.00        62.79        61.41        49.41         6.77        12.10 
TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6606 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 
      100.01        29.56        11.74         2.24         3.06         2.14 
TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        3.25         0.07         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 
       20.02        37.02         8.02        26.04        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       29.06        22.03        22.98        30.08        16.01        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
        5.03        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       14.04        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6680 
       14.04        11.01        12.95        13.05        11.08        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 
       14.99        12.26        19.59        13.51        11.51        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
       17.75        18.25        15.12        17.85         4.50        17.13 
TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       12.49        16.14        15.58        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 
       12.00        11.38        10.26       119.70        24.43       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       29.59        16.24         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 
      107.67        28.21        23.51        74.56        43.07        61.87 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 
       53.62        44.68        55.04        51.75        45.11        39.42 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       35.93        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       13.78        35.80        26.17        91.79        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB 
       52.80         4.11        10.98        10.52         2.79         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        1.32         5.19        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  9P LOSS MUTATED 9P LOSS WILD-TYPE 
             0.20              0.07 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
            85.05            140.38 
  9P LOSS MUTATED 9P LOSS WILD-TYPE 
           14.775            20.005 
[1] "0.2 - 85.0 (14.8)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.1"
D55V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  9P LOSS MUTATED         7        0        3        13         0         0
  9P LOSS WILD-TYPE      65        1       25       118         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  9P LOSS MUTATED           2          2          8          5        7
  9P LOSS WILD-TYPE        19         10         47         33       36
                   vv
clus                STAGE IVA STAGE IVB
  9P LOSS MUTATED           3         0
  9P LOSS WILD-TYPE        15         2
D55V3, multiclass
            clus
vv           9P LOSS MUTATED 9P LOSS WILD-TYPE
  STAGE I                  7                65
  STAGE IA                 0                 1
  STAGE II                 3                25
  STAGE IIA               13               118
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                2                19
  STAGE IIIA               2                10
  STAGE IIIB               8                47
  STAGE IIIC               5                33
  STAGE IV                 7                36
  STAGE IVA                3                15
  STAGE IVB                0                 2
[1] 13  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     2   9  29  11
  9P LOSS WILD-TYPE   9  67 271  40
D55V4, multiclass
    clus
vv   9P LOSS MUTATED 9P LOSS WILD-TYPE
  T1               2                 9
  T2               9                67
  T3              29               271
  T4              11                40
[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                 N0  N1  N2
  9P LOSS MUTATED    25  12  13
  9P LOSS WILD-TYPE 231  91  66
D55V5, multiclass
    clus
vv   9P LOSS MUTATED 9P LOSS WILD-TYPE
  N0              25               231
  N1              12                91
  N2              13                66
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  9P LOSS MUTATED    35   8   2   0   6
  9P LOSS WILD-TYPE 285  44   6   2  44
D55V6, multiclass
     clus
vv    9P LOSS MUTATED 9P LOSS WILD-TYPE
  M0               35               285
  M1                8                44
  M1A               2                 6
  M1B               0                 2
  MX                6                44
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D55V7, binary
                   cls
clus                  0   1
  9P LOSS MUTATED    20  31
  9P LOSS WILD-TYPE 187 201
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED     20   31
  9P LOSS WILD-TYPE  187  201
        clus
vv       9P LOSS MUTATED 9P LOSS WILD-TYPE
  FEMALE              20               187
  MALE                31               201
[1] 2 2
[1] FALSE
D55V8, binary
                   cls
clus                  0   1
  9P LOSS MUTATED    49   2
  9P LOSS WILD-TYPE 329  57
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED     49    2
  9P LOSS WILD-TYPE  329   57
                               clus
vv                              9P LOSS MUTATED 9P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       49               329
  COLON MUCINOUS ADENOCARCINOMA               2                57
[1] 2 2
[1] FALSE
D55V9, binary
                   cls
clus                  0   1
  9P LOSS MUTATED     0  51
  9P LOSS WILD-TYPE   3 385
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9P LOSS MUTATED      0   51
  9P LOSS WILD-TYPE    3  385
     clus
vv    9P LOSS MUTATED 9P LOSS WILD-TYPE
  NO                0                 3
  YES              51               385
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  9P LOSS MUTATED    35   1   3   2
  9P LOSS WILD-TYPE 278   2  21  23
D55V10, multiclass
    clus
vv   9P LOSS MUTATED 9P LOSS WILD-TYPE
  R0              35               278
  R1               1                 2
  R2               3                21
  RX               2                23
[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"
D55V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  9P LOSS MUTATED                                  0     2
  9P LOSS WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  9P LOSS MUTATED                           5    27
  9P LOSS WILD-TYPE                        45   184
D55V12, multiclass
                                  clus
vv                                 9P LOSS MUTATED 9P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                      5                45
  WHITE                                         27               184
[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"

Clustering(56) Variable = 9Q LOSS MUTATION ANALYSIS
D56V1, survival
                   sevent
clus2                 0   1
  9Q LOSS MUTATED    38  10
  9Q LOSS WILD-TYPE 297  77
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
               48               374 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
               10                77 
$`9Q LOSS MUTATED`
TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-3810 TCGA-A6-5667 TCGA-A6-6142 TCGA-A6-6649 
       43.76        43.43        36.53        29.16        25.08        24.16 
TCGA-A6-6651 TCGA-A6-A567 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3553 TCGA-AA-3562 
       21.76        61.84         6.97        38.99        24.00        19.99 
TCGA-AA-3685 TCGA-AA-3697 TCGA-AA-3867 TCGA-AA-3939 TCGA-AA-3955 TCGA-AA-3972 
       37.05        85.05        24.03        12.99        20.98        50.99 
TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A03J TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-4071 
       32.02        31.00        40.96        14.50        16.31         0.95 
TCGA-AZ-4614 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5797 
        5.65        29.56         5.23         3.19         1.94         3.29 
TCGA-CA-6716 TCGA-CM-4750 TCGA-CM-5344 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6676 
        0.26         8.02        22.03        13.02        15.02        11.08 
TCGA-CM-6678 TCGA-CM-6679 TCGA-D5-6529 TCGA-D5-6533 TCGA-D5-6898 TCGA-DM-A0XF 
       11.01        10.06        20.19         1.32         7.53        38.20 
TCGA-F4-6808 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6303 TCGA-NH-A6GA TCGA-NH-A8F8 
       33.67         8.35        82.39        61.87         5.98         5.49 

$`9Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        37.02        46.65        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-4107 
       37.05        37.25        16.04        34.65        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       32.91        31.63        30.44        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.09        22.06        32.71        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 
        8.38        25.18        20.61        24.69        24.39        23.87 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B 
       20.12        19.66        20.28        16.24        24.92        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
        9.63         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 
        1.02        35.01        58.03        63.98         1.02        13.02 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 
       19.07        19.07        34.03        29.00        29.00        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       12.99         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 
       17.95        29.95        23.01        20.98        19.99        13.94 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 
       61.02        78.08         6.05         6.97        54.02         2.01 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 
       14.01         0.92        50.04        47.05        47.01        15.02 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 
       11.01         5.98        19.00        36.00         5.03        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 
       14.93        17.03         0.99        33.07        36.03        32.05 
TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3869 
        0.99        31.07        31.07        53.00        17.03        27.02 
TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 
       29.98        18.05        31.00         2.01        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00         2.01        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       16.08        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G 
       21.99        34.98        15.02        15.02         0.99        12.00 
TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       39.98        18.05         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 
        0.79         0.72         1.58         1.02         0.10         0.76 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-5543 
        0.20         0.43         0.46         0.92        27.09        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 
       75.25        50.37        58.39         1.41        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-CA-5254 TCGA-CA-5255 
        6.77        12.10       100.01        11.74         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        2.14         3.25         0.07         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 
       23.05        20.02        37.02         8.02        26.04        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       13.02        29.06        22.98        30.08        16.01        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
        5.03        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       14.04        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6680 
       14.04        11.01        12.95        13.05        11.08        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 
       14.99        12.26        19.59        13.51        11.51        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       17.75        18.25         7.92        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 
       17.13        12.49        16.14        15.58        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 
       12.43        14.30         9.04         9.44        11.64        13.41 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD 
        1.51        12.00        11.38        10.26       119.70        24.43 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
      130.65        92.75        49.91        13.32        12.59       140.38 
TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
        7.50        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
        6.12        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 
       60.79       117.07        98.24        95.18         8.61        13.38 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       16.31        29.59        16.24         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
       19.43       107.67        28.21        23.51        74.56        43.07 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 
       53.62        44.68        55.04        51.75        45.11        39.42 
TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       35.93        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       13.78        35.80        26.17        91.79        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB 
       52.80         4.11        10.98        10.52         2.79         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        1.32         5.19        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
             0.26              0.07 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
            85.05            140.38 
  9Q LOSS MUTATED 9Q LOSS WILD-TYPE 
           20.585            19.250 
[1] "0.3 - 85.0 (20.6)"  "0.1 - 140.4 (19.2)"
[1] "hr=" "1.1"
D56V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  9Q LOSS MUTATED         8        0        3        10         0         0
  9Q LOSS WILD-TYPE      64        1       25       121         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  9Q LOSS MUTATED           2          2          8          5        9
  9Q LOSS WILD-TYPE        19         10         47         33       34
                   vv
clus                STAGE IVA STAGE IVB
  9Q LOSS MUTATED           3         0
  9Q LOSS WILD-TYPE        15         2
D56V3, multiclass
            clus
vv           9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  STAGE I                  8                64
  STAGE IA                 0                 1
  STAGE II                 3                25
  STAGE IIA               10               121
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                2                19
  STAGE IIIA               2                10
  STAGE IIIB               8                47
  STAGE IIIC               5                33
  STAGE IV                 9                34
  STAGE IVA                3                15
  STAGE IVB                0                 2
[1] 13  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     3   9  30   9
  9Q LOSS WILD-TYPE   8  67 270  42
D56V4, multiclass
    clus
vv   9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  T1               3                 8
  T2               9                67
  T3              30               270
  T4               9                42
[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                 N0  N1  N2
  9Q LOSS MUTATED    23  15  13
  9Q LOSS WILD-TYPE 233  88  66
D56V5, multiclass
    clus
vv   9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  N0              23               233
  N1              15                88
  N2              13                66
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  9Q LOSS MUTATED    32  10   2   0   6
  9Q LOSS WILD-TYPE 288  42   6   2  44
D56V6, multiclass
     clus
vv    9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  M0               32               288
  M1               10                42
  M1A               2                 6
  M1B               0                 2
  MX                6                44
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D56V7, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED    23  28
  9Q LOSS WILD-TYPE 184 204
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED     23   28
  9Q LOSS WILD-TYPE  184  204
        clus
vv       9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  FEMALE              23               184
  MALE                28               204
[1] 2 2
[1] FALSE
D56V8, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED    48   2
  9Q LOSS WILD-TYPE 330  57
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED     48    2
  9Q LOSS WILD-TYPE  330   57
                               clus
vv                              9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       48               330
  COLON MUCINOUS ADENOCARCINOMA               2                57
[1] 2 2
[1] FALSE
D56V9, binary
                   cls
clus                  0   1
  9Q LOSS MUTATED     0  51
  9Q LOSS WILD-TYPE   3 385
[1] "tbl2"
                   cls
clus                [,1] [,2]
  9Q LOSS MUTATED      0   51
  9Q LOSS WILD-TYPE    3  385
     clus
vv    9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  NO                0                 3
  YES              51               385
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  9Q LOSS MUTATED    35   1   3   2
  9Q LOSS WILD-TYPE 278   2  21  23
D56V10, multiclass
    clus
vv   9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  R0              35               278
  R1               1                 2
  R2               3                21
  RX               2                23
[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"
D56V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  9Q LOSS MUTATED                                  0     2
  9Q LOSS WILD-TYPE                                1     9
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  9Q LOSS MUTATED                           5    29
  9Q LOSS WILD-TYPE                        45   182
D56V12, multiclass
                                  clus
vv                                 9Q LOSS MUTATED 9Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          2                 9
  BLACK OR AFRICAN AMERICAN                      5                45
  WHITE                                         29               182
[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"

Clustering(57) Variable = 10P LOSS MUTATION ANALYSIS
D57V1, survival
                    sevent
clus2                  0   1
  10P LOSS MUTATED    53  13
  10P LOSS WILD-TYPE 282  74
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                66                356 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
                13                 74 
$`10P LOSS MUTATED`
TCGA-A6-2677 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-5659 TCGA-A6-5666 TCGA-A6-5667 
       17.79        35.11        45.60        30.44        32.71        29.16 
TCGA-A6-6138 TCGA-A6-6648 TCGA-A6-6654 TCGA-A6-A5ZU TCGA-AA-3494 TCGA-AA-3511 
       22.52        25.18        23.87         9.63         1.02         6.97 
TCGA-AA-3548 TCGA-AA-3552 TCGA-AA-3562 TCGA-AA-3673 TCGA-AA-3685 TCGA-AA-3692 
       33.99        13.02        19.99        50.04        37.05        36.00 
TCGA-AA-3697 TCGA-AA-3848 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3972 
       85.05         0.99        31.07        17.03        24.03        50.99 
TCGA-AA-3989 TCGA-AA-A00F TCGA-AA-A00Q TCGA-AA-A01D TCGA-AA-A01X TCGA-AA-A02W 
        7.96        34.03        42.02         0.99        26.01        41.00 
TCGA-AD-6901 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-6196 TCGA-AZ-4614 TCGA-AZ-4616 
        1.02         0.43        14.50         0.20         5.65         5.13 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6603 TCGA-AZ-6607 TCGA-CA-5797 TCGA-CA-6716 
       65.00        62.79        29.56         3.19         3.29         0.26 
TCGA-CA-6719 TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5863 TCGA-CM-5864 
        1.35         8.02        29.06        22.03        15.02        15.02 
TCGA-CM-6164 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6676 TCGA-CM-6677 TCGA-D5-6531 
       29.03        13.02        15.02        11.08        11.08        17.75 
TCGA-D5-6898 TCGA-D5-6926 TCGA-D5-6929 TCGA-G4-6297 TCGA-G4-6303 TCGA-G4-6307 
        7.53         9.04        13.41        82.39        61.87        55.04 
TCGA-G4-6315 TCGA-G4-6322 TCGA-G4-6626 TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-RU-A8FL 
       36.72        26.04        46.75         1.32         5.19        30.28 

$`10P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 
       23.38        42.28        44.91        13.94        15.52        37.05 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.25        16.04        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       32.91        31.63        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6649 
       22.06        27.09        24.13         8.38        25.08        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 
       20.61        21.76        24.69        24.39        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3488 
       20.28        16.24        24.92        61.84        52.44         5.03 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 
        1.02         3.02        37.05         1.02        35.01        58.03 
TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
       63.98         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
       14.01        21.01        24.00        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       20.98        19.99        13.94        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 
        6.97        54.02         2.01        14.01         0.92        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3696 
       47.01        15.02        11.01         5.98        19.00         5.03 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 
       37.02        14.93        17.03        33.07        36.03        32.05 
TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
        0.99        31.07        53.00        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.00         2.01        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       24.00         2.01        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       16.08        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D 
       27.02        19.07        27.02        13.94        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       30.02        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 
        0.99        17.03        14.99        21.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P 
       15.02        32.02        12.00        31.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z 
        1.02        35.01         1.02        33.04        35.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J 
       39.06        51.98         2.96        39.98         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
        0.92        22.03        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
        0.10         0.76         0.20         0.46         0.92        27.09 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
       16.31         0.95        15.75        21.44        17.82         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.52         6.87        75.25        50.37        58.39         1.41 
TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       32.94        83.80        22.36        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 
       12.10       100.01         5.23        11.74         1.94         2.24 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 
        3.06         2.14         3.25         0.07         0.33         0.10 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 
       51.32        21.99        21.14         2.93         2.01       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 
       23.05        20.02        37.02         8.02        26.04        27.02 
TCGA-CM-4752 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 
       13.02        22.98        30.08        16.01        15.02         5.03 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 TCGA-CM-6166 
       17.03        15.02        12.00        14.04        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       14.99        12.99        14.04        11.01        12.95        13.05 
TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 
       11.01        10.06        12.03        14.99        12.26        19.59 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 
       13.51        11.51        20.19        20.42        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        7.92        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       16.14        15.58        12.39        10.13        12.43        14.30 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 
        9.44        11.64         1.51        12.00        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
        6.18        35.87         1.55        16.31        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 
       33.67         1.28         0.53        35.41        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 
       28.21         8.35        23.51        74.56        43.07        53.62 
TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6317 
       44.68        51.75        45.11        39.42        35.93        36.00 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       26.43        22.09        13.78        35.80        26.17        91.79 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       47.15        52.80         4.11        10.98        10.52         2.79 
TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        5.98         5.59         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  10P LOSS MUTATED 10P LOSS WILD-TYPE 
              0.20               0.07 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
             85.05             140.38 
  10P LOSS MUTATED 10P LOSS WILD-TYPE 
             21.01              19.51 
[1] "0.2 - 85.0 (21.0)"  "0.1 - 140.4 (19.5)"
[1] "hr=" "1"  
D57V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  10P LOSS MUTATED        10        0        5        11         0         1
  10P LOSS WILD-TYPE      62        1       23       120         8         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  10P LOSS MUTATED           2          3          9          8       12
  10P LOSS WILD-TYPE        19          9         46         30       31
                    vv
clus                 STAGE IVA STAGE IVB
  10P LOSS MUTATED           3         1
  10P LOSS WILD-TYPE        15         1
D57V3, multiclass
            clus
vv           10P LOSS MUTATED 10P LOSS WILD-TYPE
  STAGE I                  10                 62
  STAGE IA                  0                  1
  STAGE II                  5                 23
  STAGE IIA                11                120
  STAGE IIB                 0                  8
  STAGE IIC                 1                  0
  STAGE III                 2                 19
  STAGE IIIA                3                  9
  STAGE IIIB                9                 46
  STAGE IIIC                8                 30
  STAGE IV                 12                 31
  STAGE IVA                 3                 15
  STAGE IVB                 1                  1
[1] 13  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     1  13  46   7
  10P LOSS WILD-TYPE  10  63 254  44
D57V4, multiclass
    clus
vv   10P LOSS MUTATED 10P LOSS WILD-TYPE
  T1                1                 10
  T2               13                 63
  T3               46                254
  T4                7                 44
[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                  N0  N1  N2
  10P LOSS MUTATED    31  19  17
  10P LOSS WILD-TYPE 225  84  62
D57V5, multiclass
    clus
vv   10P LOSS MUTATED 10P LOSS WILD-TYPE
  N0               31                225
  N1               19                 84
  N2               17                 62
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  10P LOSS MUTATED    42  14   1   1   8
  10P LOSS WILD-TYPE 278  38   7   1  42
D57V6, multiclass
     clus
vv    10P LOSS MUTATED 10P LOSS WILD-TYPE
  M0                42                278
  M1                14                 38
  M1A                1                  7
  M1B                1                  1
  MX                 8                 42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D57V7, binary
                    cls
clus                   0   1
  10P LOSS MUTATED    33  34
  10P LOSS WILD-TYPE 174 198
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED     33   34
  10P LOSS WILD-TYPE  174  198
        clus
vv       10P LOSS MUTATED 10P LOSS WILD-TYPE
  FEMALE               33                174
  MALE                 34                198
[1] 2 2
[1] FALSE
D57V8, binary
                    cls
clus                   0   1
  10P LOSS MUTATED    61   6
  10P LOSS WILD-TYPE 317  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED     61    6
  10P LOSS WILD-TYPE  317   53
                               clus
vv                              10P LOSS MUTATED 10P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        61                317
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D57V9, binary
                    cls
clus                   0   1
  10P LOSS MUTATED     2  65
  10P LOSS WILD-TYPE   1 371
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10P LOSS MUTATED      2   65
  10P LOSS WILD-TYPE    1  371
     clus
vv    10P LOSS MUTATED 10P LOSS WILD-TYPE
  NO                 2                  1
  YES               65                371
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  10P LOSS MUTATED    47   0   6   4
  10P LOSS WILD-TYPE 266   3  18  21
D57V10, multiclass
    clus
vv   10P LOSS MUTATED 10P LOSS WILD-TYPE
  R0               47                266
  R1                0                  3
  R2                6                 18
  RX                4                 21
[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"
D57V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  10P LOSS MUTATED                                  0     3
  10P LOSS WILD-TYPE                                1     8
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  10P LOSS MUTATED                           7    36
  10P LOSS WILD-TYPE                        43   175
D57V12, multiclass
                                  clus
vv                                 10P LOSS MUTATED 10P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           3                  8
  BLACK OR AFRICAN AMERICAN                       7                 43
  WHITE                                          36                175
[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"

Clustering(58) Variable = 10Q LOSS MUTATION ANALYSIS
D58V1, survival
                    sevent
clus2                  0   1
  10Q LOSS MUTATED    57  12
  10Q LOSS WILD-TYPE 278  75
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                69                353 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
                12                 75 
$`10Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2677 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-5659 TCGA-A6-5666 
       37.02        17.79        35.11        45.60        30.44        32.71 
TCGA-A6-5667 TCGA-A6-6138 TCGA-A6-6648 TCGA-A6-6654 TCGA-A6-A5ZU TCGA-AA-3494 
       29.16        22.52        25.18        23.87         9.63         1.02 
TCGA-AA-3511 TCGA-AA-3548 TCGA-AA-3552 TCGA-AA-3562 TCGA-AA-3662 TCGA-AA-3673 
        6.97        33.99        13.02        19.99         6.05        50.04 
TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3841 TCGA-AA-3848 TCGA-AA-3858 
       37.05        36.00        85.05        36.95         0.99        31.07 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3972 TCGA-AA-A00F TCGA-AA-A00Q TCGA-AA-A01D 
       17.03        24.03        50.99        34.03        42.02         0.99 
TCGA-AA-A01X TCGA-AA-A02W TCGA-AD-6901 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-4070 
       26.01        41.00         1.02         0.43        14.50        16.31 
TCGA-AZ-4614 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6603 TCGA-AZ-6607 TCGA-CA-5797 
        5.65        65.00        62.79        29.56         3.19         3.29 
TCGA-CA-6716 TCGA-CA-6719 TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5862 
        0.26         1.35         8.02        29.06        22.03         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6164 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6676 
       15.02        15.02        29.03        13.02        15.02        11.08 
TCGA-CM-6677 TCGA-CM-6679 TCGA-D5-6531 TCGA-D5-6534 TCGA-D5-6898 TCGA-D5-6926 
       11.08        10.06        17.75         7.92         7.53         9.04 
TCGA-D5-6929 TCGA-F4-6808 TCGA-G4-6307 TCGA-G4-6315 TCGA-G4-6322 TCGA-G4-6625 
       13.41        33.67        55.04        36.72        26.04        91.79 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-RU-A8FL 
        1.32         5.19        30.28 

$`10Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 
       42.28        44.91        13.94        15.52        37.05        37.25 
TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       16.04        34.65        36.53        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       31.63        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6649 TCGA-A6-6650 
       27.09        24.13         8.38        25.08        24.16        20.61 
TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 
       21.76        24.69        24.39        20.12        19.66        20.28 
TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-AA-3488 TCGA-AA-3489 
       16.24        24.92        61.84        52.44         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        3.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       21.01        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 
       19.99        13.94        61.02        78.08         6.97        54.02 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 
        2.01        14.01         0.92        47.05        47.01        15.02 
TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 
       11.01         5.98        19.00         5.03        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       17.98        15.95        38.99        37.02        14.93        17.03 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 
       33.07        36.03        32.05         0.99        31.07        53.00 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 
       27.02        29.98        18.05        31.00         2.01        12.99 
TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 
       24.00        33.01        26.01        24.00         2.01        20.98 
TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 
       34.03         2.01        21.99        16.08        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       26.01        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J 
       27.02        13.94        38.04        19.00        30.02        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U 
       18.05        17.03         4.01        27.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F 
       14.99        21.99        34.98        15.02        15.02        32.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       12.00        31.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
        1.02        33.04        35.01        37.02        39.06        51.98 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
        2.96        39.98         2.01         5.03         0.92        22.03 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 
       56.55         0.79         0.72         1.58         0.10         0.76 
TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 
        0.20         0.46         0.92        27.09         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 
       75.25        50.37        58.39         1.41        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 
       83.80        22.36        61.41        49.41         6.77        12.10 
TCGA-AZ-6601 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
      100.01         5.23        11.74         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 
        2.14         3.25         0.07         0.33         0.10        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 
       20.02        37.02         8.02        26.04        27.02        13.02 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5868 TCGA-CM-6161 
       22.98        30.08        16.01        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       12.00        14.04        16.04        21.99        14.99        12.99 
TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6678 TCGA-CM-6680 
       14.04        11.01        12.95        13.05        11.01        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 
       14.99        12.26        19.59        13.51        11.51        20.19 
TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       20.42        18.25         1.32        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 
       17.13        12.49        16.14        15.58        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 
       12.43        14.30         9.44        11.64         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       29.59        16.24         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6310 
       43.07        61.87        53.62        44.68        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6323 
       39.42        35.93        36.00        26.43        22.09        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       35.80        26.17        46.75        47.15        52.80         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F8 
       10.98        10.52         2.79         5.98         5.59         5.49 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        67.00 

  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
              0.26               0.07 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
             91.79             140.38 
  10Q LOSS MUTATED 10Q LOSS WILD-TYPE 
             19.99              19.59 
[1] "0.3 - 91.8 (20.0)"  "0.1 - 140.4 (19.6)"
[1] "hr=" "1.1"
D58V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  10Q LOSS MUTATED        11        0        5        14         0         1
  10Q LOSS WILD-TYPE      61        1       23       117         8         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  10Q LOSS MUTATED           2          3          9          8       11
  10Q LOSS WILD-TYPE        19          9         46         30       32
                    vv
clus                 STAGE IVA STAGE IVB
  10Q LOSS MUTATED           4         1
  10Q LOSS WILD-TYPE        14         1
D58V3, multiclass
            clus
vv           10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  STAGE I                  11                 61
  STAGE IA                  0                  1
  STAGE II                  5                 23
  STAGE IIA                14                117
  STAGE IIB                 0                  8
  STAGE IIC                 1                  0
  STAGE III                 2                 19
  STAGE IIIA                3                  9
  STAGE IIIB                9                 46
  STAGE IIIC                8                 30
  STAGE IV                 11                 32
  STAGE IVA                 4                 14
  STAGE IVB                 1                  1
[1] 13  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     2  13  47   9
  10Q LOSS WILD-TYPE   9  63 253  42
D58V4, multiclass
    clus
vv   10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  T1                2                  9
  T2               13                 63
  T3               47                253
  T4                9                 42
[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                  N0  N1  N2
  10Q LOSS MUTATED    35  19  17
  10Q LOSS WILD-TYPE 221  84  62
D58V5, multiclass
    clus
vv   10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  N0               35                221
  N1               19                 84
  N2               17                 62
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  10Q LOSS MUTATED    47  13   2   1   8
  10Q LOSS WILD-TYPE 273  39   6   1  42
D58V6, multiclass
     clus
vv    10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  M0                47                273
  M1                13                 39
  M1A                2                  6
  M1B                1                  1
  MX                 8                 42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D58V7, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED    35  36
  10Q LOSS WILD-TYPE 172 196
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED     35   36
  10Q LOSS WILD-TYPE  172  196
        clus
vv       10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  FEMALE               35                172
  MALE                 36                196
[1] 2 2
[1] FALSE
D58V8, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED    65   6
  10Q LOSS WILD-TYPE 313  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED     65    6
  10Q LOSS WILD-TYPE  313   53
                               clus
vv                              10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        65                313
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D58V9, binary
                    cls
clus                   0   1
  10Q LOSS MUTATED     2  69
  10Q LOSS WILD-TYPE   1 367
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  10Q LOSS MUTATED      2   69
  10Q LOSS WILD-TYPE    1  367
     clus
vv    10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  NO                 2                  1
  YES               69                367
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  10Q LOSS MUTATED    50   1   7   4
  10Q LOSS WILD-TYPE 263   2  17  21
D58V10, multiclass
    clus
vv   10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  R0               50                263
  R1                1                  2
  R2                7                 17
  RX                4                 21
[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"
D58V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  10Q LOSS MUTATED                                  0     3
  10Q LOSS WILD-TYPE                                1     8
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  10Q LOSS MUTATED                           8    37
  10Q LOSS WILD-TYPE                        42   174
D58V12, multiclass
                                  clus
vv                                 10Q LOSS MUTATED 10Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           3                  8
  BLACK OR AFRICAN AMERICAN                       8                 42
  WHITE                                          37                174
[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"

Clustering(59) Variable = 11P LOSS MUTATION ANALYSIS
D59V1, survival
                    sevent
clus2                  0   1
  11P LOSS MUTATED    38  10
  11P LOSS WILD-TYPE 297  77
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                48                374 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
                10                 77 
$`11P LOSS MUTATED`
TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5659 TCGA-A6-6138 TCGA-A6-6649 TCGA-A6-6651 
       36.53        32.45        30.44        22.52        24.16        21.76 
TCGA-AA-3519 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3685 TCGA-AA-3692 TCGA-AA-3855 
        9.07         6.05         2.01        37.05        36.00        32.05 
TCGA-AA-3860 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3968 
       31.07        12.99        24.00         2.01         2.01        21.99 
TCGA-AA-3972 TCGA-AA-A00Q TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01T TCGA-AA-A02E 
       50.99        42.02        32.02        31.00        33.04         2.96 
TCGA-AA-A03J TCGA-AD-6899 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-6196 TCGA-AY-A69D 
       40.96         1.58         0.43        14.50         0.20         5.52 
TCGA-AZ-4323 TCGA-CA-5256 TCGA-CA-6716 TCGA-CK-5912 TCGA-CM-5862 TCGA-CM-5863 
        1.41         2.14         0.26        48.20         5.03        15.02 
TCGA-CM-5864 TCGA-CM-6163 TCGA-CM-6678 TCGA-D5-5537 TCGA-D5-6529 TCGA-D5-6534 
       15.02        14.04        11.01        14.99        20.19         7.92 
TCGA-D5-6924 TCGA-DM-A1DA TCGA-G4-6315 TCGA-G4-6317 TCGA-NH-A50T TCGA-NH-A6GC 
       14.30         7.50        36.72        36.00         4.11         1.32 

$`11P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-4105 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 
       14.53        32.91        31.63        29.19        33.53        23.61 
TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6140 
       22.09        22.06        32.71        29.16        27.09        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 
        8.38        25.08        25.18        20.61        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3520 
        6.97         1.02        13.02        38.99         1.02        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 
       29.00        29.00        26.01        12.99         0.99        14.01 
TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       33.99        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       23.01        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
       78.08         6.97        54.02        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 
       47.05        47.01        15.02        11.01         5.98        19.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        5.03        85.05        26.99        19.04         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 
       38.99        36.95        37.02        14.93        17.03         0.99 
TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3866 
       33.07        36.03         0.99        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       24.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 
       33.01        26.01        24.00        20.98        34.03        16.08 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 
       13.05        34.06        26.01        25.02        24.00        27.02 
TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D 
       19.07         7.96        27.02        13.94        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N 
       30.02        34.03        18.05        18.05        17.03         4.01 
TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       27.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P 
       15.02        15.02         0.99        12.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z 
        1.02        35.01         1.02        35.01        26.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       39.06        51.98        39.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 
       22.03        41.00        39.98        18.05         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6901 TCGA-AD-6963 
        4.21        56.55         0.79         0.72         1.02         0.10 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 
        0.76         0.20         0.46         0.92        27.09        16.31 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK 
        0.95        15.75        21.44        17.82         5.19         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       75.25        50.37        58.39         5.65        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 
        6.77        12.10       100.01        29.56         5.23        11.74 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-5797 
        3.19         1.94         2.24         3.06         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.07         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       40.34        70.16        15.62        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
        2.93         2.01       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5868 
       22.03        22.98        30.08        16.01        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       15.02        12.00        29.03        16.04        21.99        14.99 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 
       13.05        11.08        11.08        10.06        12.03        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 
       19.59        13.51        11.51        20.42        17.75        18.25 
TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        1.32        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB 
       92.75        49.91        13.32        12.59       140.38        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 
      131.51       135.65         7.76       139.17         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
       26.47        81.37       119.93        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 
       98.24        95.18         8.61        13.38        11.11        13.64 
TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 
       13.45         6.18        35.87         1.55        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       16.24        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       45.11        39.42        35.93        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       13.78        35.80        26.17        91.79        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
       52.80        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.19         5.49        26.99        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  11P LOSS MUTATED 11P LOSS WILD-TYPE 
              0.20               0.07 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
             50.99             140.38 
  11P LOSS MUTATED 11P LOSS WILD-TYPE 
            15.005             19.990 
[1] "0.2 - 51.0 (15.0)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.4"
D59V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  11P LOSS MUTATED         9        0        1        12         0         0
  11P LOSS WILD-TYPE      63        1       27       119         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  11P LOSS MUTATED           4          0          7          6        7
  11P LOSS WILD-TYPE        17         12         48         32       36
                    vv
clus                 STAGE IVA STAGE IVB
  11P LOSS MUTATED           3         1
  11P LOSS WILD-TYPE        15         1
D59V3, multiclass
            clus
vv           11P LOSS MUTATED 11P LOSS WILD-TYPE
  STAGE I                   9                 63
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                12                119
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 4                 17
  STAGE IIIA                0                 12
  STAGE IIIB                7                 48
  STAGE IIIC                6                 32
  STAGE IV                  7                 36
  STAGE IVA                 3                 15
  STAGE IVB                 1                  1
[1] 13  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     1   8  33   8
  11P LOSS WILD-TYPE  10  68 267  43
D59V4, multiclass
    clus
vv   11P LOSS MUTATED 11P LOSS WILD-TYPE
  T1                1                 10
  T2                8                 68
  T3               33                267
  T4                8                 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                  N0  N1  N2
  11P LOSS MUTATED    22  17  11
  11P LOSS WILD-TYPE 234  86  68
D59V5, multiclass
    clus
vv   11P LOSS MUTATED 11P LOSS WILD-TYPE
  N0               22                234
  N1               17                 86
  N2               11                 68
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  11P LOSS MUTATED    31   7   3   1   7
  11P LOSS WILD-TYPE 289  45   5   1  43
D59V6, multiclass
     clus
vv    11P LOSS MUTATED 11P LOSS WILD-TYPE
  M0                31                289
  M1                 7                 45
  M1A                3                  5
  M1B                1                  1
  MX                 7                 43
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D59V7, binary
                    cls
clus                   0   1
  11P LOSS MUTATED    23  27
  11P LOSS WILD-TYPE 184 205
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED     23   27
  11P LOSS WILD-TYPE  184  205
        clus
vv       11P LOSS MUTATED 11P LOSS WILD-TYPE
  FEMALE               23                184
  MALE                 27                205
[1] 2 2
[1] FALSE
D59V8, binary
                    cls
clus                   0   1
  11P LOSS MUTATED    43   7
  11P LOSS WILD-TYPE 335  52
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED     43    7
  11P LOSS WILD-TYPE  335   52
                               clus
vv                              11P LOSS MUTATED 11P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        43                335
  COLON MUCINOUS ADENOCARCINOMA                7                 52
[1] 2 2
[1] FALSE
D59V9, binary
                    cls
clus                   0   1
  11P LOSS MUTATED     0  50
  11P LOSS WILD-TYPE   3 386
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11P LOSS MUTATED      0   50
  11P LOSS WILD-TYPE    3  386
     clus
vv    11P LOSS MUTATED 11P LOSS WILD-TYPE
  NO                 0                  3
  YES               50                386
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  11P LOSS MUTATED    35   0   5   3
  11P LOSS WILD-TYPE 278   3  19  22
D59V10, multiclass
    clus
vv   11P LOSS MUTATED 11P LOSS WILD-TYPE
  R0               35                278
  R1                0                  3
  R2                5                 19
  RX                3                 22
[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"
D59V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  11P LOSS MUTATED                                  0     2
  11P LOSS WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  11P LOSS MUTATED                           4    23
  11P LOSS WILD-TYPE                        46   188
D59V12, multiclass
                                  clus
vv                                 11P LOSS MUTATED 11P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                       4                 46
  WHITE                                          23                188
[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"

Clustering(60) Variable = 11Q LOSS MUTATION ANALYSIS
D60V1, survival
                    sevent
clus2                  0   1
  11Q LOSS MUTATED    46  13
  11Q LOSS WILD-TYPE 289  74
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                59                363 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
                13                 74 
$`11Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2683 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5659 TCGA-A6-6138 
       37.02        15.52        36.53        32.45        30.44        22.52 
TCGA-A6-6649 TCGA-A6-6651 TCGA-A6-6654 TCGA-AA-3511 TCGA-AA-3519 TCGA-AA-3662 
       24.16        21.76        23.87         6.97         9.07         6.05 
TCGA-AA-3666 TCGA-AA-3692 TCGA-AA-3855 TCGA-AA-3860 TCGA-AA-3875 TCGA-AA-3939 
        2.01        36.00        32.05        31.07        18.05        12.99 
TCGA-AA-3941 TCGA-AA-3952 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-A00Q TCGA-AA-A01F 
       24.00         2.01        21.99        50.99        42.02        32.02 
TCGA-AA-A01K TCGA-AA-A01T TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A03J TCGA-AD-6899 
       31.00        33.04         2.96        39.98        40.96         1.58 
TCGA-AD-6901 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-4071 TCGA-AY-6196 TCGA-AY-A69D 
        1.02         0.43        14.50         0.95         0.20         5.52 
TCGA-AZ-4323 TCGA-CA-5256 TCGA-CA-6716 TCGA-CK-6748 TCGA-CM-5349 TCGA-CM-5862 
        1.41         2.14         0.26         2.01        30.08         5.03 
TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6163 TCGA-CM-6172 TCGA-CM-6678 TCGA-D5-5537 
       15.02        15.02        14.04        11.01        11.01        14.99 
TCGA-D5-6529 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6924 TCGA-DM-A1D0 TCGA-DM-A1D6 
       20.19         7.92        17.85        14.30       130.65        49.91 
TCGA-DM-A1DA TCGA-G4-6315 TCGA-G4-6317 TCGA-NH-A50T TCGA-NH-A6GC 
        7.50        36.72        36.00         4.11         1.32 

$`11Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 
       17.79        42.28        44.91        35.11        45.60        13.94 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-5656 
       37.05        37.25        16.04        34.65        14.53        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       31.63        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       32.71        29.16        27.09        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 
       25.18        20.61        24.69        24.39        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.28        16.24        24.92        61.84        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       35.01        58.03        63.98         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        1.02        24.03        37.05        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 
       19.07        34.03        29.00        29.00        26.01        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 
        0.99        14.01        33.99        21.01        13.02        24.00 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 
       17.95        29.95        23.01        20.98        19.99        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 
       19.99        61.02        78.08         6.97        54.02        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
        5.98        37.05        19.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
        1.02        17.98        15.95        38.99        36.95        37.02 
TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3856 
       14.93        17.03         0.99        33.07        36.03         0.99 
TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       31.07        53.00        17.03        24.03        27.02        29.98 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 
       31.00         2.01        33.01        26.01        24.00        20.98 
TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       34.03         2.01        16.08        13.05        34.06        26.01 
TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       25.02        24.00        27.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J 
       13.94        38.04        19.00        30.02        34.03        18.05 
TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U 
       18.05        17.03         4.01        27.02         0.99        17.03 
TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       14.99        21.99        34.98        15.02        15.02         0.99 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       12.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02H 
       35.01        26.01        37.02        39.06        51.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
        0.10         0.76         0.20         0.46         0.92        27.09 
TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK 
       16.31        15.75        21.44        17.82         5.19         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       75.25        50.37        58.39         5.65        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 
        6.77        12.10       100.01        29.56         5.23        11.74 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-5797 
        3.19         1.94         2.24         3.06         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.07         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
       21.14         2.93       124.27        23.05        20.02        37.02 
TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
        8.02        26.04         8.02        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5868 TCGA-CM-6161 
       22.03        22.98        16.01        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       12.00        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 
       13.02        15.02        14.04        12.95        13.05        11.08 
TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 
       11.08        10.06        12.03        12.26        19.59        13.51 
TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 
       11.51        20.42        17.75        18.25         1.32        15.12 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       12.39        10.13        12.43         9.04         9.44        11.64 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       13.41         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
       24.43        38.20        92.75        13.32        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 
       44.32       131.51       135.65         7.76       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G 
       14.04        26.47        81.37       119.93        35.97        60.79 
TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
      117.07        98.24        95.18         8.61        13.38        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       29.59        16.24        33.67         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 
       19.43       107.67        28.21         8.35        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6320 TCGA-G4-6321 
       51.75        45.11        39.42        35.93        26.43        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       26.04        13.78        35.80        26.17        91.79        46.75 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       47.15        52.80        10.98        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        5.59         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
              0.20               0.07 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
            130.65             140.38 
  11Q LOSS MUTATED 11Q LOSS WILD-TYPE 
             15.02              20.02 
[1] "0.2 - 130.7 (15.0)" "0.1 - 140.4 (20.0)"
[1] "hr=" "1.4"
D60V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  11Q LOSS MUTATED        10        0        1        15         0         0
  11Q LOSS WILD-TYPE      62        1       27       116         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  11Q LOSS MUTATED           4          0          9          6       11
  11Q LOSS WILD-TYPE        17         12         46         32       32
                    vv
clus                 STAGE IVA STAGE IVB
  11Q LOSS MUTATED           3         1
  11Q LOSS WILD-TYPE        15         1
D60V3, multiclass
            clus
vv           11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  STAGE I                  10                 62
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                15                116
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 4                 17
  STAGE IIIA                0                 12
  STAGE IIIB                9                 46
  STAGE IIIC                6                 32
  STAGE IV                 11                 32
  STAGE IVA                 3                 15
  STAGE IVB                 1                  1
[1] 13  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     3   7  41  10
  11Q LOSS WILD-TYPE   8  69 259  41
D60V4, multiclass
    clus
vv   11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  T1                3                  8
  T2                7                 69
  T3               41                259
  T4               10                 41
[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                  N0  N1  N2
  11Q LOSS MUTATED    28  21  12
  11Q LOSS WILD-TYPE 228  82  67
D60V5, multiclass
    clus
vv   11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  N0               28                228
  N1               21                 82
  N2               12                 67
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  11Q LOSS MUTATED    37  11   3   1   7
  11Q LOSS WILD-TYPE 283  41   5   1  43
D60V6, multiclass
     clus
vv    11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  M0                37                283
  M1                11                 41
  M1A                3                  5
  M1B                1                  1
  MX                 7                 43
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D60V7, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED    31  30
  11Q LOSS WILD-TYPE 176 202
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED     31   30
  11Q LOSS WILD-TYPE  176  202
        clus
vv       11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  FEMALE               31                176
  MALE                 30                202
[1] 2 2
[1] FALSE
D60V8, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED    52   8
  11Q LOSS WILD-TYPE 326  51
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED     52    8
  11Q LOSS WILD-TYPE  326   51
                               clus
vv                              11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        52                326
  COLON MUCINOUS ADENOCARCINOMA                8                 51
[1] 2 2
[1] FALSE
D60V9, binary
                    cls
clus                   0   1
  11Q LOSS MUTATED     0  61
  11Q LOSS WILD-TYPE   3 375
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  11Q LOSS MUTATED      0   61
  11Q LOSS WILD-TYPE    3  375
     clus
vv    11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  NO                 0                  3
  YES               61                375
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  11Q LOSS MUTATED    42   0   6   3
  11Q LOSS WILD-TYPE 271   3  18  22
D60V10, multiclass
    clus
vv   11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  R0               42                271
  R1                0                  3
  R2                6                 18
  RX                3                 22
[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"
D60V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  11Q LOSS MUTATED                                  0     2
  11Q LOSS WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  11Q LOSS MUTATED                           4    33
  11Q LOSS WILD-TYPE                        46   178
D60V12, multiclass
                                  clus
vv                                 11Q LOSS MUTATED 11Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                       4                 46
  WHITE                                          33                178
[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"

Clustering(61) Variable = 12P LOSS MUTATION ANALYSIS
D61V1, survival
                    sevent
clus2                  0   1
  12P LOSS MUTATED    34  12
  12P LOSS WILD-TYPE 301  75
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                46                376 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
                12                 75 
$`12P LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2681 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-5659 TCGA-A6-6782 
       37.02        45.60        34.65        36.53        30.44        20.28 
TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3538 TCGA-AA-3548 TCGA-AA-3552 TCGA-AA-3666 
       61.84         9.63        26.01        33.99        13.02         2.01 
TCGA-AA-3673 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3952 TCGA-AA-3972 
       50.04        31.07        17.03        24.03         2.01        50.99 
TCGA-AA-A01F TCGA-AA-A01T TCGA-AA-A02E TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-A5EK 
       32.02        33.04         2.96         1.58         1.02         0.43 
TCGA-AZ-4684 TCGA-CA-5256 TCGA-CK-5912 TCGA-CM-4750 TCGA-CM-5862 TCGA-CM-6163 
       65.00         2.14        48.20         8.02         5.03        14.04 
TCGA-CM-6164 TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6677 TCGA-CM-6679 TCGA-D5-6533 
       29.03        15.02        11.01        11.08        10.06         1.32 
TCGA-D5-6932 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-F4-6460 TCGA-F4-6807 TCGA-G4-6303 
       11.38        12.59         7.50        13.38        16.24        61.87 
TCGA-G4-6315 TCGA-G4-6317 TCGA-NH-A8F7 TCGA-RU-A8FL 
       36.72        36.00         5.19        30.28 

$`12P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 
       17.79        42.28        44.91        35.11        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.05        37.25        16.04        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 
       31.63        29.19        33.53        23.61        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 
       32.71        29.16        27.09        22.52        24.13         8.38 
TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
       25.08        25.18        24.16        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 
       24.39        23.87        20.12        19.66        16.24        24.92 
TCGA-A6-A56B TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 
       52.44         5.03         1.02         3.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 
        1.02        35.01        58.03        63.98         6.97         1.02 
TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
       13.02        38.99         1.02         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3553 
       29.00        12.99         0.99        14.01        21.01        24.00 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 
       17.95        29.95        23.01        20.98        19.99        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 
       19.99        61.02        78.08         6.05         6.97        54.02 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
       14.01         0.92        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
        5.98        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 
       32.05         0.99        31.07        53.00        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       18.05        31.00         2.01        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       16.08        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G 
       21.99        34.98        15.02        15.02         0.99        12.00 
TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       31.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F 
       35.01        26.01        37.02        39.06        51.98        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y 
        2.01         5.03         0.92        22.03        41.00        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 
        0.79         0.72         0.10         0.76         0.20         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.92        14.50        27.09        16.31         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
        5.13        83.80        22.36        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 
        6.77        12.10       100.01        29.56         5.23        11.74 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-5797 
        3.19         1.94         2.24         3.06         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        0.07         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 
      102.44        40.34        70.16        15.62        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
       37.02         8.02        26.04        27.02        13.02        29.06 
TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 
       22.03        22.98        30.08        16.01        15.02        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 
       15.02        17.03        15.02        12.00        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 
       14.99        12.99        13.02        14.04        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 
       11.08        11.01        12.03        14.99        12.26        19.59 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 
       13.51        11.51        20.19        20.42        17.75        18.25 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        7.92        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       12.00        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA 
       92.75        49.91        13.32       140.38        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 
       95.18         8.61        11.11        13.64        13.45         6.18 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6808 TCGA-F4-6809 
       35.87         1.55        16.31        29.59        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 
       82.39        23.51        74.56        43.07        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6320 
       55.04        51.75        45.11        39.42        35.93        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       46.75        47.15        52.80         4.11        10.98        10.52 
TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F8 TCGA-QG-A5YV 
        2.79         5.98         5.59         1.32         5.49        26.99 
TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       17.29         6.64        14.76        67.00 

  12P LOSS MUTATED 12P LOSS WILD-TYPE 
              0.43               0.07 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
             65.00             140.38 
  12P LOSS MUTATED 12P LOSS WILD-TYPE 
            16.635             19.825 
[1] "0.4 - 65.0 (16.6)"  "0.1 - 140.4 (19.8)"
[1] "hr=" "1.5"
D61V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  12P LOSS MUTATED         8        0        1         8         1         0
  12P LOSS WILD-TYPE      64        1       27       123         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  12P LOSS MUTATED           2          1          6          8        7
  12P LOSS WILD-TYPE        19         11         49         30       36
                    vv
clus                 STAGE IVA STAGE IVB
  12P LOSS MUTATED           2         0
  12P LOSS WILD-TYPE        16         2
D61V3, multiclass
            clus
vv           12P LOSS MUTATED 12P LOSS WILD-TYPE
  STAGE I                   8                 64
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 8                123
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 2                 19
  STAGE IIIA                1                 11
  STAGE IIIB                6                 49
  STAGE IIIC                8                 30
  STAGE IV                  7                 36
  STAGE IVA                 2                 16
  STAGE IVB                 0                  2
[1] 13  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     2   7  34   3
  12P LOSS WILD-TYPE   9  69 266  48
D61V4, multiclass
    clus
vv   12P LOSS MUTATED 12P LOSS WILD-TYPE
  T1                2                  9
  T2                7                 69
  T3               34                266
  T4                3                 48
[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                  N0  N1  N2
  12P LOSS MUTATED    20  14  12
  12P LOSS WILD-TYPE 236  89  67
D61V5, multiclass
    clus
vv   12P LOSS MUTATED 12P LOSS WILD-TYPE
  N0               20                236
  N1               14                 89
  N2               12                 67
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  12P LOSS MUTATED    28   8   1   0   8
  12P LOSS WILD-TYPE 292  44   7   2  42
D61V6, multiclass
     clus
vv    12P LOSS MUTATED 12P LOSS WILD-TYPE
  M0                28                292
  M1                 8                 44
  M1A                1                  7
  M1B                0                  2
  MX                 8                 42
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D61V7, binary
                    cls
clus                   0   1
  12P LOSS MUTATED    22  24
  12P LOSS WILD-TYPE 185 208
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED     22   24
  12P LOSS WILD-TYPE  185  208
        clus
vv       12P LOSS MUTATED 12P LOSS WILD-TYPE
  FEMALE               22                185
  MALE                 24                208
[1] 2 2
[1] FALSE
D61V8, binary
                    cls
clus                   0   1
  12P LOSS MUTATED    45   1
  12P LOSS WILD-TYPE 333  58
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED     45    1
  12P LOSS WILD-TYPE  333   58
                               clus
vv                              12P LOSS MUTATED 12P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        45                333
  COLON MUCINOUS ADENOCARCINOMA                1                 58
[1] 2 2
[1] FALSE
D61V9, binary
                    cls
clus                   0   1
  12P LOSS MUTATED     1  45
  12P LOSS WILD-TYPE   2 391
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12P LOSS MUTATED      1   45
  12P LOSS WILD-TYPE    2  391
     clus
vv    12P LOSS MUTATED 12P LOSS WILD-TYPE
  NO                 1                  2
  YES               45                391
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  12P LOSS MUTATED    34   0   3   2
  12P LOSS WILD-TYPE 279   3  21  23
D61V10, multiclass
    clus
vv   12P LOSS MUTATED 12P LOSS WILD-TYPE
  R0               34                279
  R1                0                  3
  R2                3                 21
  RX                2                 23
[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"
D61V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  12P LOSS MUTATED                                  0     1
  12P LOSS WILD-TYPE                                1    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  12P LOSS MUTATED                           5    27
  12P LOSS WILD-TYPE                        45   184
D61V12, multiclass
                                  clus
vv                                 12P LOSS MUTATED 12P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       5                 45
  WHITE                                          27                184
[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"

Clustering(62) Variable = 12Q LOSS MUTATION ANALYSIS
D62V1, survival
                    sevent
clus2                  0   1
  12Q LOSS MUTATED    37  11
  12Q LOSS WILD-TYPE 298  76
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                48                374 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
                11                 76 
$`12Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2681 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-5659 TCGA-A6-5662 
       37.02        45.60        34.65        36.53        30.44        23.61 
TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3538 TCGA-AA-3548 TCGA-AA-3552 
       20.28        61.84         9.63        26.01        33.99        13.02 
TCGA-AA-3673 TCGA-AA-3858 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3952 TCGA-AA-3972 
       50.04        31.07        17.03        24.03         2.01        50.99 
TCGA-AA-A01F TCGA-AA-A01T TCGA-AA-A02E TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-A5EK 
       32.02        33.04         2.96         1.58         1.02         0.43 
TCGA-AU-3779 TCGA-AY-6196 TCGA-CA-5256 TCGA-CA-6716 TCGA-CK-5912 TCGA-CM-4750 
       14.50         0.20         2.14         0.26        48.20         8.02 
TCGA-CM-5341 TCGA-CM-5862 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6170 TCGA-CM-6172 
       29.06         5.03        14.04        29.03        15.02        11.01 
TCGA-CM-6677 TCGA-D5-6533 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1D8 TCGA-DM-A1DA 
       11.08         1.32        13.41        11.38        12.59         7.50 
TCGA-F4-6460 TCGA-F4-6807 TCGA-G4-6303 TCGA-G4-6315 TCGA-G4-6317 TCGA-RU-A8FL 
       13.38        16.24        61.87        36.72        36.00        30.28 

$`12Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2682 TCGA-A6-2683 
       17.79        42.28        44.91        35.11        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 
       37.05        37.25        16.04        14.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       31.63        29.19        33.53        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B 
       23.87        20.12        19.66        16.24        24.92        52.44 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 
       38.99         1.02         9.07        24.03        37.05        36.03 
TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 
        8.05        19.07        19.07        34.03        29.00        29.00 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
       12.99         0.99        14.01        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 
       29.95        23.01        20.98        19.99        13.94        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 
       61.02        78.08         6.05         6.97        54.02         2.01 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
       14.01         0.92        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
        5.98        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 
       32.05         0.99        31.07        53.00        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 
       18.05        31.00         2.01        12.99        24.00        33.01 
TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 
       26.01        24.00        20.98        34.03         2.01        21.99 
TCGA-AA-3971 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 
       16.08        13.05        34.06        26.01        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A 
       27.02        19.07         7.96        27.02        13.94        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G 
       21.99        34.98        15.02        15.02         0.99        12.00 
TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       31.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F 
       35.01        26.01        37.02        39.06        51.98        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y 
        2.01         5.03         0.92        22.03        41.00        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 
        0.79         0.72         0.10         0.76         0.20         0.46 
TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 
        0.92        27.09        16.31         0.95        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       17.82         5.19         5.52         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        1.94         2.24         3.06         3.25         3.29         0.07 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 
       70.16        15.62        51.32        21.99        21.14         2.93 
TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 
        2.01       124.27        23.05        20.02        37.02         8.02 
TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       26.04        27.02        13.02        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 
       16.01        15.02        15.02        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 
       12.00        16.04        21.99        14.99        12.99        13.02 
TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6678 TCGA-CM-6679 
       14.04        12.95        13.05        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 
       12.03        14.99        12.26        19.59        13.51        11.51 
TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 
       20.19        20.42        17.75        18.25         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       17.85         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 
        7.53        12.39        10.13        12.43        14.30         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 
        9.44        11.64         1.51        12.00        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 
      140.38        44.32       131.51       135.65         7.76       139.17 
TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
        6.12        14.04        26.47        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6461 
       60.79       117.07        98.24        95.18         8.61        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 
       13.64        13.45         6.18        35.87         1.55        16.31 
TCGA-F4-6806 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       29.59        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 
       43.07        53.62        44.68        55.04        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       39.42        35.93        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB 
        4.11        10.98        10.52         2.79         5.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
              0.20               0.07 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
             61.87             140.38 
  12Q LOSS MUTATED 12Q LOSS WILD-TYPE 
            16.635             19.825 
[1] "0.2 - 61.9 (16.6)"  "0.1 - 140.4 (19.8)"
[1] "hr=" "1.3"
D62V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  12Q LOSS MUTATED         8        0        1         8         1         0
  12Q LOSS WILD-TYPE      64        1       27       123         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  12Q LOSS MUTATED           1          2          6          9        8
  12Q LOSS WILD-TYPE        20         10         49         29       35
                    vv
clus                 STAGE IVA STAGE IVB
  12Q LOSS MUTATED           2         0
  12Q LOSS WILD-TYPE        16         2
D62V3, multiclass
            clus
vv           12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  STAGE I                   8                 64
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 8                123
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 1                 20
  STAGE IIIA                2                 10
  STAGE IIIB                6                 49
  STAGE IIIC                9                 29
  STAGE IV                  8                 35
  STAGE IVA                 2                 16
  STAGE IVB                 0                  2
[1] 13  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     2   8  35   3
  12Q LOSS WILD-TYPE   9  68 265  48
D62V4, multiclass
    clus
vv   12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  T1                2                  9
  T2                8                 68
  T3               35                265
  T4                3                 48
[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                  N0  N1  N2
  12Q LOSS MUTATED    20  15  13
  12Q LOSS WILD-TYPE 236  88  66
D62V5, multiclass
    clus
vv   12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  N0               20                236
  N1               15                 88
  N2               13                 66
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  12Q LOSS MUTATED    29   9   1   0   7
  12Q LOSS WILD-TYPE 291  43   7   2  43
D62V6, multiclass
     clus
vv    12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  M0                29                291
  M1                 9                 43
  M1A                1                  7
  M1B                0                  2
  MX                 7                 43
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D62V7, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED    24  24
  12Q LOSS WILD-TYPE 183 208
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED     24   24
  12Q LOSS WILD-TYPE  183  208
        clus
vv       12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  FEMALE               24                183
  MALE                 24                208
[1] 2 2
[1] FALSE
D62V8, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED    46   2
  12Q LOSS WILD-TYPE 332  57
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED     46    2
  12Q LOSS WILD-TYPE  332   57
                               clus
vv                              12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        46                332
  COLON MUCINOUS ADENOCARCINOMA                2                 57
[1] 2 2
[1] FALSE
D62V9, binary
                    cls
clus                   0   1
  12Q LOSS MUTATED     0  48
  12Q LOSS WILD-TYPE   3 388
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  12Q LOSS MUTATED      0   48
  12Q LOSS WILD-TYPE    3  388
     clus
vv    12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  NO                 0                  3
  YES               48                388
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  12Q LOSS MUTATED    35   0   3   3
  12Q LOSS WILD-TYPE 278   3  21  22
D62V10, multiclass
    clus
vv   12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  R0               35                278
  R1                0                  3
  R2                3                 21
  RX                3                 22
[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"
D62V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  12Q LOSS MUTATED                                  0     2
  12Q LOSS WILD-TYPE                                1     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  12Q LOSS MUTATED                           4    30
  12Q LOSS WILD-TYPE                        46   181
D62V12, multiclass
                                  clus
vv                                 12Q LOSS MUTATED 12Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                       4                 46
  WHITE                                          30                181
[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"

Clustering(63) Variable = 13Q LOSS MUTATION ANALYSIS
D63V1, survival
                    sevent
clus2                  0   1
  13Q LOSS MUTATED     8   3
  13Q LOSS WILD-TYPE 327  84
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                11                411 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
                 3                 84 
$`13Q LOSS MUTATED`
TCGA-AA-3556 TCGA-AA-3875 TCGA-AA-A01D TCGA-AU-3779 TCGA-AY-6196 TCGA-AZ-4681 
       23.01        18.05         0.99        14.50         0.20        83.80 
TCGA-AZ-6607 TCGA-CA-5797 TCGA-F4-6704 TCGA-G4-6314 TCGA-QG-A5Z1 
        3.19         3.29         1.55        35.93         6.64 

$`13Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       14.01        33.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       29.95        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
        5.98        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       32.05         0.99        31.07        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 
       24.03        27.02        29.98        31.00         2.01        12.99 
TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 
       24.00        33.01        26.01        24.00         2.01        20.98 
TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       34.03         2.01        21.99        16.08        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       15.02        15.02        32.02        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V 
       38.07         1.02        35.01         1.02        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F 
       26.01        37.02        39.06        51.98         2.96        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y 
        2.01         5.03         0.92        22.03        41.00        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 
        0.79         0.72         1.58         1.02         0.10         0.76 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 
        0.20         0.43         0.46         0.92        27.09        16.31 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
        0.95        15.75        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 
        6.87        75.25        50.37        58.39         1.41         5.65 
TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
       32.94         5.13        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
       11.74         1.94         2.24         3.06         2.14         3.25 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        0.07         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 
       20.02        37.02         8.02        26.04         8.02        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       13.02        29.06        22.03        22.98        30.08        16.01 
TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 
       15.02         5.03        15.02        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       12.00        14.04        29.03        16.04        21.99        14.99 
TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 
       12.99        13.02        15.02        14.04        11.01        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 
       13.05        11.08        11.08        11.01        10.06        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 
       14.99        12.26        19.59        13.51        11.51        20.19 
TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 
       20.42        17.75        18.25         1.32         7.92        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 
       17.85         4.50        17.13        12.49        16.14        15.58 
TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 
        7.53        12.39        10.13        12.43        14.30         9.04 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 
        9.44        11.64        13.41         1.51        12.00        11.38 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.26       119.70        24.43        38.20       130.65        92.75 
TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB 
       49.91        13.32        12.59       140.38         7.50        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 
      131.51       135.65         7.76       139.17         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
       26.47        81.37       119.93        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 
       98.24        95.18         8.61        13.38        11.11        13.64 
TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
       13.45         6.18        35.87        16.31        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 
       33.67         1.28         0.53        35.41        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
       28.21         8.35        82.39        23.51        74.56        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 
       61.87        53.62        44.68        55.04        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       39.42        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       13.78        35.80        26.17        91.79        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       52.80         4.11        10.98        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.59         1.32         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
       14.76        30.28        67.00 

  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
              0.20               0.07 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
             83.80             140.38 
  13Q LOSS MUTATED 13Q LOSS WILD-TYPE 
              6.64              19.99 
[1] "0.2 - 83.8 (6.6)"   "0.1 - 140.4 (20.0)"
[1] "hr=" "1.9"
D63V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  13Q LOSS MUTATED         3        0        0         3         0         0
  13Q LOSS WILD-TYPE      69        1       28       128         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  13Q LOSS MUTATED           0          0          1          3        2
  13Q LOSS WILD-TYPE        21         12         54         35       41
                    vv
clus                 STAGE IVA STAGE IVB
  13Q LOSS MUTATED           0         0
  13Q LOSS WILD-TYPE        18         2
D63V3, multiclass
            clus
vv           13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  STAGE I                   3                 69
  STAGE IA                  0                  1
  STAGE II                  0                 28
  STAGE IIA                 3                128
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                0                 12
  STAGE IIIB                1                 54
  STAGE IIIC                3                 35
  STAGE IV                  2                 41
  STAGE IVA                 0                 18
  STAGE IVB                 0                  2
[1] 13  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     1   2   8   1
  13Q LOSS WILD-TYPE  10  74 292  50
D63V4, multiclass
    clus
vv   13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  T1                1                 10
  T2                2                 74
  T3                8                292
  T4                1                 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                  N0  N1  N2
  13Q LOSS MUTATED     6   1   5
  13Q LOSS WILD-TYPE 250 102  74
D63V5, multiclass
    clus
vv   13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  N0                6                250
  N1                1                102
  N2                5                 74
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  13Q LOSS MUTATED     6   2   0   0   3
  13Q LOSS WILD-TYPE 314  50   8   2  47
D63V6, multiclass
     clus
vv    13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  M0                 6                314
  M1                 2                 50
  M1A                0                  8
  M1B                0                  2
  MX                 3                 47
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D63V7, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED     5   7
  13Q LOSS WILD-TYPE 202 225
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED      5    7
  13Q LOSS WILD-TYPE  202  225
        clus
vv       13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  FEMALE                5                202
  MALE                  7                225
[1] 2 2
[1] FALSE
D63V8, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED     8   3
  13Q LOSS WILD-TYPE 370  56
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED      8    3
  13Q LOSS WILD-TYPE  370   56
                               clus
vv                              13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                         8                370
  COLON MUCINOUS ADENOCARCINOMA                3                 56
[1] 2 2
[1] FALSE
D63V9, binary
                    cls
clus                   0   1
  13Q LOSS MUTATED     0  12
  13Q LOSS WILD-TYPE   3 424
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  13Q LOSS MUTATED      0   12
  13Q LOSS WILD-TYPE    3  424
     clus
vv    13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  NO                 0                  3
  YES               12                424
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  13Q LOSS MUTATED    10   0   0   1
  13Q LOSS WILD-TYPE 303   3  24  24
D63V10, multiclass
    clus
vv   13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  R0               10                303
  R1                0                  3
  R2                0                 24
  RX                1                 24
[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"
D63V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  13Q LOSS MUTATED                                  1     1
  13Q LOSS WILD-TYPE                                0    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  13Q LOSS MUTATED                           1     6
  13Q LOSS WILD-TYPE                        49   205
D63V12, multiclass
                                  clus
vv                                 13Q LOSS MUTATED 13Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       1                 49
  WHITE                                           6                205
[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"

Clustering(64) Variable = 14Q LOSS MUTATION ANALYSIS
D64V1, survival
                    sevent
clus2                  0   1
  14Q LOSS MUTATED   103  26
  14Q LOSS WILD-TYPE 232  61
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
               129                293 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
                26                 61 
$`14Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-2683 TCGA-A6-3807 TCGA-A6-3810 
       37.02        42.28        35.11        15.52        34.65        36.53 
TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5662 TCGA-A6-6138 
       14.53        32.45        32.91        30.44        23.61        22.52 
TCGA-A6-6140 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6654 
       24.13        25.08        20.61        21.76        24.69        23.87 
TCGA-A6-6782 TCGA-A6-A567 TCGA-AA-3488 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 
       20.28        61.84         5.03         6.97        38.99         9.07 
TCGA-AA-3520 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3552 TCGA-AA-3556 TCGA-AA-3561 
       24.03        19.07        34.03        13.02        23.01        13.94 
TCGA-AA-3562 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3678 TCGA-AA-3685 
       19.99         2.01        14.01        50.04        47.01        37.05 
TCGA-AA-3688 TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3819 TCGA-AA-3841 TCGA-AA-3842 
       19.00        85.05         0.99        25.02        36.95        37.02 
TCGA-AA-3846 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3875 TCGA-AA-3939 
       17.03        31.07        17.03        24.03        18.05        12.99 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3979 
       21.99        16.08        50.99        34.06        26.01        24.00 
TCGA-AA-3989 TCGA-AA-A00L TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00W TCGA-AA-A00Z 
        7.96        17.03        27.02        42.02        14.99        21.99 
TCGA-AA-A017 TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A02E 
       15.02        32.02        31.00        33.04        26.01         2.96 
TCGA-AA-A02H TCGA-AA-A03J TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-A5EK 
        2.01        40.96         1.58         1.02         0.10         0.43 
TCGA-AU-3779 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 
       14.50         0.95        15.75         5.52         6.87        75.25 
TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4682 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6608 
        1.41         5.65        22.36        29.56         5.23         1.94 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-6715 TCGA-CA-6716 TCGA-CK-5912 TCGA-CK-6748 
        3.06         2.14         0.07         0.26        48.20         2.01 
TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6169 
        8.02         8.02        17.03        14.04        29.03        13.02 
TCGA-CM-6170 TCGA-CM-6676 TCGA-CM-6679 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 
       15.02        11.08        10.06        14.99        12.26        13.51 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6924 TCGA-D5-6929 TCGA-D5-6932 
       18.25         1.32        15.12        14.30        13.41        11.38 
TCGA-DM-A0XF TCGA-DM-A1D7 TCGA-DM-A1D9 TCGA-DM-A288 TCGA-DM-A28E TCGA-F4-6460 
       38.20        13.32       140.38        14.04       119.93        13.38 
TCGA-F4-6806 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-G4-6294 TCGA-G4-6295 
       29.59        33.67         1.28         0.53        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6315 TCGA-G4-6625 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A6GB 
       82.39        36.72        91.79         4.11        10.52         5.59 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-RU-A8FL 
        5.19         5.49        30.28 

$`14Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 
       17.79        44.91        45.60        13.94        37.05        37.25 
TCGA-A6-2686 TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 
       16.04        31.63        29.19        33.53        22.09        22.06 
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 
       32.71        29.16        27.09         8.38        25.18        24.16 
TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B 
       24.39        20.12        19.66        16.24        24.92        52.44 
TCGA-A6-A5ZU TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        9.63         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 
       35.01        58.03        63.98         1.02        13.02         1.02 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3532 TCGA-AA-3534 
       37.05        36.03         8.05        19.07        29.00        29.00 
TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       26.01        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3655 
       24.00        17.95        29.95        20.98        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3675 
       78.08         6.05         6.97        54.02         0.92        47.05 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 
       15.02        11.01         5.98        36.00         5.03        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3821 TCGA-AA-3831 
       19.04         0.99        35.05         0.99         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3844 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       15.95        38.99        14.93         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 
       32.05         0.99        31.07        53.00        27.02        29.98 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        24.00        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3973 TCGA-AA-3977 
        2.01        20.98        34.03         2.01        13.05        25.02 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D 
       27.02        19.07        27.02        13.94        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00N TCGA-AA-A00R 
       30.02        34.03        18.05        18.05         4.01         0.99 
TCGA-AA-A00U TCGA-AA-A010 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I 
       17.03        34.98        15.02         0.99        12.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z 
       38.07         1.02        35.01         1.02        35.01        37.02 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R 
       39.06        51.98        39.98         5.03         0.92        22.03 
TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       41.00        39.98        18.05         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6964 TCGA-AD-6965 TCGA-AM-5820 
       56.55         0.79         0.72         0.76         0.20         0.46 
TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 
        0.92        27.09        16.31         0.20        21.44        17.82 
TCGA-AY-A54L TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
        5.19        50.37        58.39        32.94         5.13        83.80 
TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 
       65.00        62.79        61.41        49.41         6.77        12.10 
TCGA-AZ-6601 TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5254 TCGA-CA-5796 TCGA-CA-5797 
      100.01        11.74         3.19         2.24         3.25         3.29 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 
       70.16        15.62        51.32        21.99        21.14         2.93 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4751 
      124.27        23.05        20.02        37.02        26.04        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       13.02        29.06        22.03        22.98        30.08        16.01 
TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-6161 TCGA-CM-6162 
       15.02         5.03        15.02        15.02        15.02        12.00 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6172 
       16.04        21.99        14.99        12.99        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-5539 
       12.95        13.05        11.08        11.01        12.03        19.59 
TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6534 TCGA-D5-6536 
       11.51        20.19        20.42        17.75         7.92        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       12.39        10.13        12.43         9.04         9.44        11.64 
TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 
        1.51        12.00        10.26       119.70        24.43       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       92.75        49.91        12.59         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A28A TCGA-DM-A28C 
      135.65         7.76       139.17         6.12        26.47        81.37 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 
       11.11        13.64        13.45         6.18        35.87         1.55 
TCGA-F4-6805 TCGA-F4-6807 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6298 
       16.31        16.24        35.41        19.43       107.67        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6317 TCGA-G4-6320 
       51.75        45.11        39.42        35.93        36.00        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6626 
       22.09        26.04        13.78        35.80        26.17        46.75 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GC 
       47.15        52.80        10.98         2.79         5.98         1.32 
TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
       26.99        17.29         6.64        14.76        67.00 

  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
              0.07               0.07 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
            140.38             139.17 
  14Q LOSS MUTATED 14Q LOSS WILD-TYPE 
             17.03              20.19 
[1] "0.1 - 140.4 (17.0)" "0.1 - 139.2 (20.2)"
[1] "hr=" "1.1"
D64V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  14Q LOSS MUTATED        20        0        7        35         1         0
  14Q LOSS WILD-TYPE      52        1       21        96         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  14Q LOSS MUTATED           9          4         16          9       19
  14Q LOSS WILD-TYPE        12          8         39         29       24
                    vv
clus                 STAGE IVA STAGE IVB
  14Q LOSS MUTATED          10         0
  14Q LOSS WILD-TYPE         8         2
D64V3, multiclass
            clus
vv           14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  STAGE I                  20                 52
  STAGE IA                  0                  1
  STAGE II                  7                 21
  STAGE IIA                35                 96
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 9                 12
  STAGE IIIA                4                  8
  STAGE IIIB               16                 39
  STAGE IIIC                9                 29
  STAGE IV                 19                 24
  STAGE IVA                10                  8
  STAGE IVB                 0                  2
[1] 13  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     6  21  92  14
  14Q LOSS WILD-TYPE   5  55 208  37
D64V4, multiclass
    clus
vv   14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  T1                6                  5
  T2               21                 55
  T3               92                208
  T4               14                 37
[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                  N0  N1  N2
  14Q LOSS MUTATED    70  39  24
  14Q LOSS WILD-TYPE 186  64  55
D64V5, multiclass
    clus
vv   14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  N0               70                186
  N1               39                 64
  N2               24                 55
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  14Q LOSS MUTATED    89  26   3   0  14
  14Q LOSS WILD-TYPE 231  26   5   2  36
D64V6, multiclass
     clus
vv    14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  M0                89                231
  M1                26                 26
  M1A                3                  5
  M1B                0                  2
  MX                14                 36
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D64V7, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED    63  70
  14Q LOSS WILD-TYPE 144 162
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED     63   70
  14Q LOSS WILD-TYPE  144  162
        clus
vv       14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  FEMALE               63                144
  MALE                 70                162
[1] 2 2
[1] FALSE
D64V8, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED   127   4
  14Q LOSS WILD-TYPE 251  55
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED    127    4
  14Q LOSS WILD-TYPE  251   55
                               clus
vv                              14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       127                251
  COLON MUCINOUS ADENOCARCINOMA                4                 55
[1] 2 2
[1] FALSE
D64V9, binary
                    cls
clus                   0   1
  14Q LOSS MUTATED     0 133
  14Q LOSS WILD-TYPE   3 303
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  14Q LOSS MUTATED      0  133
  14Q LOSS WILD-TYPE    3  303
     clus
vv    14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  NO                 0                  3
  YES              133                303
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  14Q LOSS MUTATED    91   0   9   8
  14Q LOSS WILD-TYPE 222   3  15  17
D64V10, multiclass
    clus
vv   14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  R0               91                222
  R1                0                  3
  R2                9                 15
  RX                8                 17
[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"
D64V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  14Q LOSS MUTATED                                  0     4
  14Q LOSS WILD-TYPE                                1     7
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  14Q LOSS MUTATED                          15    62
  14Q LOSS WILD-TYPE                        35   149
D64V12, multiclass
                                  clus
vv                                 14Q LOSS MUTATED 14Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           4                  7
  BLACK OR AFRICAN AMERICAN                      15                 35
  WHITE                                          62                149
[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"

Clustering(65) Variable = 15Q LOSS MUTATION ANALYSIS
D65V1, survival
                    sevent
clus2                  0   1
  15Q LOSS MUTATED   119  27
  15Q LOSS WILD-TYPE 216  60
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
               146                276 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
                27                 60 
$`15Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2681 
       37.02        43.76        43.43        17.79        44.91        45.60 
TCGA-A6-2683 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5659 TCGA-A6-5660 
       15.52        34.65        36.53        32.45        30.44        29.19 
TCGA-A6-5667 TCGA-A6-6138 TCGA-A6-6142 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6782 
       29.16        22.52        25.08        20.61        21.76        20.28 
TCGA-A6-A567 TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3494 TCGA-AA-3511 TCGA-AA-3519 
       61.84         5.03         1.02         1.02         6.97         9.07 
TCGA-AA-3522 TCGA-AA-3532 TCGA-AA-3542 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       37.05        29.00        12.99        33.99        21.01        13.02 
TCGA-AA-3556 TCGA-AA-3560 TCGA-AA-3562 TCGA-AA-3666 TCGA-AA-3673 TCGA-AA-3685 
       23.01        19.99        19.99         2.01        50.04        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
       19.00        36.00        85.05        38.99        36.95        37.02 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3866 
       17.03         0.99        36.03         0.99        31.07        17.03 
TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3939 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 
       24.03        29.98        12.99         2.01        21.99        50.99 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-A00D TCGA-AA-A00F 
       13.05        34.06        24.00        27.02        19.00        34.03 
TCGA-AA-A00Q TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01K 
       42.02        17.03        14.99        15.02        15.02        31.00 
TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A02E TCGA-AA-A02W TCGA-AD-6899 TCGA-AD-6901 
       33.04        26.01         2.96        41.00         1.58         1.02 
TCGA-AD-6963 TCGA-AU-3779 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-A69D 
        0.10        14.50         0.95        15.75         0.20         5.52 
TCGA-AY-A8YK TCGA-AZ-4681 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6603 
        6.87        83.80        65.00        62.79        61.41        29.56 
TCGA-AZ-6605 TCGA-AZ-6607 TCGA-CA-5256 TCGA-CA-6716 TCGA-CA-6719 TCGA-CK-4948 
        5.23         3.19         2.14         0.26         1.35       102.44 
TCGA-CK-5912 TCGA-CK-6748 TCGA-CM-4747 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 
       48.20         2.01         8.02        27.02        13.02        29.06 
TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
        5.03        15.02        17.03        14.04        29.03        16.04 
TCGA-CM-6170 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 
       15.02        11.08        11.08        11.01        10.06        12.03 
TCGA-D5-6529 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6898 
       20.19         1.32        15.12        17.13        12.49         7.53 
TCGA-D5-6922 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A1D0 TCGA-DM-A1D4 
       10.13         9.04        13.41        11.38       130.65        92.75 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1HA TCGA-DM-A285 TCGA-DM-A28M 
       13.32        12.59       140.38       131.51         6.12        95.18 
TCGA-F4-6460 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
       13.38        35.87         1.55        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-G4-6295 TCGA-G4-6303 TCGA-G4-6307 TCGA-G4-6310 
        0.53        35.41         8.35        61.87        55.04        45.11 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A50V 
       36.72        36.00        91.79        46.75        10.98        10.52 
TCGA-NH-A6GC TCGA-RU-A8FL 
        1.32        30.28 

$`15Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2678 TCGA-A6-2680 
        5.06         5.26        46.65        23.38        42.28        35.11 
TCGA-A6-2682 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4105 TCGA-A6-5656 
       13.94        37.05        37.25        16.04        14.53        32.91 
TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       31.63        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6652 
       27.09        24.13         8.38        25.18        24.16        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 
       24.39        23.87        20.12        19.66        16.24        24.92 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
       52.44         9.63         3.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 
       58.03        63.98         1.02        13.02        38.99         1.02 
TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       24.03        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3553 TCGA-AA-3554 
       29.00        26.01         0.99        14.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       29.95        20.98        13.94        61.02        78.08         6.05 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 
        6.97        54.02        14.01         0.92        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 
       15.02        11.01         5.98         5.03        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3844 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3860 
       17.98        15.95        14.93        33.07        32.05        31.07 
TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3941 
       53.00        27.02        18.05        31.00         2.01        24.00 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       33.01        26.01        24.00         2.01        20.98        34.03 
TCGA-AA-3971 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 
       16.08        26.01        25.02        19.07         7.96        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       13.94        38.04        30.02        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A01D 
        4.01        27.02         0.99        21.99        34.98         0.99 
TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R 
       32.02        12.00        31.00        38.07         1.02        35.01 
TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02F 
        1.02        35.01        37.02        39.06        51.98        39.98 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F 
        2.01         5.03         0.92        22.03        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       40.96         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 
        0.72         0.76         0.20         0.43         0.46         0.92 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AZ-4308 
       27.09        16.31        21.44        17.82         5.19        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       50.37        58.39         1.41         5.65        32.94         5.13 
TCGA-AZ-4682 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6606 
       22.36        49.41         6.77        12.10       100.01        11.74 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        1.94         2.24         3.06         3.25         3.29         0.07 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 
        0.33         0.10        17.56        40.34        70.16        15.62 
TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 
       51.32        21.99        21.14         2.93       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-5344 TCGA-CM-5348 
       20.02        37.02        26.04         8.02        22.03        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-6161 TCGA-CM-6162 
       30.08        16.01        15.02        15.02        15.02        12.00 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6172 
       21.99        14.99        12.99        13.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 
       12.95        13.05        14.99        12.26        19.59        13.51 
TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6536 
       11.51        20.42        17.75        18.25         7.92        17.85 
TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6923 TCGA-D5-6924 
        4.50        16.14        15.58        12.39        12.43        14.30 
TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 
        9.44        11.64         1.51        12.00        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D6 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HB 
       24.43        38.20        49.91         7.50        44.32       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
        7.76       139.17        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-F4-6459 TCGA-F4-6461 
       35.97        60.79       117.07        98.24         8.61        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6856 
       13.64        13.45         6.18        16.31        29.59        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
      107.67        28.21        82.39        23.51        74.56        43.07 
TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6320 
       53.62        44.68        51.75        39.42        35.93        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6627 
       22.09        26.04        13.78        35.80        26.17        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A8F7 
       52.80         4.11         2.79         5.98         5.59         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.49        26.99        17.29         6.64        14.76        67.00 

  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
              0.10               0.07 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
            140.38             139.17 
  15Q LOSS MUTATED 15Q LOSS WILD-TYPE 
            19.495             19.625 
[1] "0.1 - 140.4 (19.5)" "0.1 - 139.2 (19.6)"
[1] "hr=" "1.2"
D65V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  15Q LOSS MUTATED        22        0        6        37         2         0
  15Q LOSS WILD-TYPE      50        1       22        94         6         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  15Q LOSS MUTATED           5          7         17         17       22
  15Q LOSS WILD-TYPE        16          5         38         21       21
                    vv
clus                 STAGE IVA STAGE IVB
  15Q LOSS MUTATED          10         1
  15Q LOSS WILD-TYPE         8         1
D65V3, multiclass
            clus
vv           15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  STAGE I                  22                 50
  STAGE IA                  0                  1
  STAGE II                  6                 22
  STAGE IIA                37                 94
  STAGE IIB                 2                  6
  STAGE IIC                 0                  1
  STAGE III                 5                 16
  STAGE IIIA                7                  5
  STAGE IIIB               17                 38
  STAGE IIIC               17                 21
  STAGE IV                 22                 21
  STAGE IVA                10                  8
  STAGE IVB                 1                  1
[1] 13  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     5  22 106  17
  15Q LOSS WILD-TYPE   6  54 194  34
D65V4, multiclass
    clus
vv   15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  T1                5                  6
  T2               22                 54
  T3              106                194
  T4               17                 34
[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                  N0  N1  N2
  15Q LOSS MUTATED    75  42  33
  15Q LOSS WILD-TYPE 181  61  46
D65V5, multiclass
    clus
vv   15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  N0               75                181
  N1               42                 61
  N2               33                 46
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  15Q LOSS MUTATED    98  26   6   1  15
  15Q LOSS WILD-TYPE 222  26   2   1  35
D65V6, multiclass
     clus
vv    15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  M0                98                222
  M1                26                 26
  M1A                6                  2
  M1B                1                  1
  MX                15                 35
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D65V7, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED    69  81
  15Q LOSS WILD-TYPE 138 151
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED     69   81
  15Q LOSS WILD-TYPE  138  151
        clus
vv       15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  FEMALE               69                138
  MALE                 81                151
[1] 2 2
[1] FALSE
D65V8, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED   136  12
  15Q LOSS WILD-TYPE 242  47
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED    136   12
  15Q LOSS WILD-TYPE  242   47
                               clus
vv                              15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       136                242
  COLON MUCINOUS ADENOCARCINOMA               12                 47
[1] 2 2
[1] FALSE
D65V9, binary
                    cls
clus                   0   1
  15Q LOSS MUTATED     3 147
  15Q LOSS WILD-TYPE   0 289
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  15Q LOSS MUTATED      3  147
  15Q LOSS WILD-TYPE    0  289
     clus
vv    15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  NO                 3                  0
  YES              147                289
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  15Q LOSS MUTATED   105   0  11   7
  15Q LOSS WILD-TYPE 208   3  13  18
D65V10, multiclass
    clus
vv   15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  R0              105                208
  R1                0                  3
  R2               11                 13
  RX                7                 18
[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"
D65V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  15Q LOSS MUTATED                                  1     3
  15Q LOSS WILD-TYPE                                0     8
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  15Q LOSS MUTATED                          11    81
  15Q LOSS WILD-TYPE                        39   130
D65V12, multiclass
                                  clus
vv                                 15Q LOSS MUTATED 15Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           3                  8
  BLACK OR AFRICAN AMERICAN                      11                 39
  WHITE                                          81                130
[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"

Clustering(66) Variable = 16P LOSS MUTATION ANALYSIS
D66V1, survival
                    sevent
clus2                  0   1
  16P LOSS MUTATED    21   8
  16P LOSS WILD-TYPE 314  79
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                29                393 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
                 8                 79 
$`16P LOSS MUTATED`
TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-6651 TCGA-A6-A567 TCGA-AA-3685 TCGA-AA-3837 
       34.65        14.53        21.76        61.84        37.05        38.99 
TCGA-AA-3860 TCGA-AA-3966 TCGA-AA-A02W TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 
       31.07         2.01        41.00         0.43         0.46        14.50 
TCGA-AY-4070 TCGA-AY-6196 TCGA-AY-A69D TCGA-AZ-4614 TCGA-AZ-6607 TCGA-CM-5344 
       16.31         0.20         5.52         5.65         3.19        22.03 
TCGA-CM-5863 TCGA-CM-6169 TCGA-CM-6172 TCGA-CM-6678 TCGA-D5-6529 TCGA-D5-6531 
       15.02        13.02        11.01        11.01        20.19        17.75 
TCGA-DM-A1D6 TCGA-DM-A1DA TCGA-NH-A50T TCGA-NH-A50U TCGA-RU-A8FL 
       49.91         7.50         4.11        10.98        30.28 

$`16P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3810 
       13.94        15.52        37.05        37.25        16.04        36.53 
TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 
       32.45        32.91        31.63        30.44        29.19        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       23.61        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       22.52        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       20.61        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 
       20.28        16.24        24.92        52.44         9.63         5.03 
TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        1.02         3.02         1.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 
       19.07        19.07        34.03        29.00        29.00        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       12.99         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 
       24.00        17.95        29.95        23.01        20.98        19.99 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 
       13.94        19.99        61.02        78.08         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       54.02         2.01        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 
       47.01        15.02        11.01         5.98        19.00        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        5.03        85.05        26.99        19.04         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       36.95        37.02        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3866 
       36.03        32.05         0.99        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       24.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03        21.99        16.08        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y 
       39.98         2.01         5.03         0.92        22.03        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 
        0.79         0.72         1.58         1.02         0.10         0.76 
TCGA-AD-6965 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 
        0.20         0.92        27.09         0.95        15.75        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 
       17.82         5.19         6.87        75.25        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 
        1.41        32.94         5.13        83.80        22.36        65.00 
TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 
       62.79        61.41        49.41         6.77        12.10       100.01 
TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 
       29.56         5.23        11.74         1.94         2.24         3.06 
TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        2.14         3.25         3.29         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 
        0.10         1.35        17.56       102.44        40.34        70.16 
TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 
       15.62        48.20        51.32        21.99        21.14         2.93 
TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 
        2.01       124.27        23.05        20.02        37.02         8.02 
TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5348 
       26.04         8.02        27.02        13.02        29.06        22.98 
TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-5868 
       30.08        16.01        15.02         5.03        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        12.00        14.04        29.03        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 
       14.99        12.99        15.02        14.04        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.08        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6532 TCGA-D5-6533 
       19.59        13.51        11.51        20.42        18.25         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 
        7.92        15.12        17.85         4.50        17.13        12.49 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB 
      130.65        92.75        13.32        12.59       140.38        44.32 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 
      131.51       135.65         7.76       139.17         6.12        14.04 
TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H 
       26.47        81.37       119.93        35.97        60.79       117.07 
TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 
       98.24        95.18         8.61        13.38        11.11        13.64 
TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 
       13.45         6.18        35.87         1.55        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       16.24        33.67         1.28         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
      107.67        28.21         8.35        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 
       45.11        39.42        35.93        36.72        36.00        26.43 
TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 
       22.09        26.04        13.78        35.80        26.17        91.79 
TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       46.75        47.15        52.80        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.59         1.32         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        6.64        14.76        67.00 

  16P LOSS MUTATED 16P LOSS WILD-TYPE 
              0.20               0.07 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
             61.84             140.38 
  16P LOSS MUTATED 16P LOSS WILD-TYPE 
             14.53              20.02 
[1] "0.2 - 61.8 (14.5)"  "0.1 - 140.4 (20.0)"
[1] "hr=" "1.8"
D66V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  16P LOSS MUTATED         3        0        1        10         0         0
  16P LOSS WILD-TYPE      69        1       27       121         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  16P LOSS MUTATED           0          0          6          4        2
  16P LOSS WILD-TYPE        21         12         49         34       41
                    vv
clus                 STAGE IVA STAGE IVB
  16P LOSS MUTATED           4         0
  16P LOSS WILD-TYPE        14         2
D66V3, multiclass
            clus
vv           16P LOSS MUTATED 16P LOSS WILD-TYPE
  STAGE I                   3                 69
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                10                121
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                0                 12
  STAGE IIIB                6                 49
  STAGE IIIC                4                 34
  STAGE IV                  2                 41
  STAGE IVA                 4                 14
  STAGE IVB                 0                  2
[1] 13  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     0   3  22   5
  16P LOSS WILD-TYPE  11  73 278  46
D66V4, multiclass
    clus
vv   16P LOSS MUTATED 16P LOSS WILD-TYPE
  T1                0                 11
  T2                3                 73
  T3               22                278
  T4                5                 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                  N0  N1  N2
  16P LOSS MUTATED    15   8   7
  16P LOSS WILD-TYPE 241  95  72
D66V5, multiclass
    clus
vv   16P LOSS MUTATED 16P LOSS WILD-TYPE
  N0               15                241
  N1                8                 95
  N2                7                 72
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  16P LOSS MUTATED    18   4   2   0   5
  16P LOSS WILD-TYPE 302  48   6   2  45
D66V6, multiclass
     clus
vv    16P LOSS MUTATED 16P LOSS WILD-TYPE
  M0                18                302
  M1                 4                 48
  M1A                2                  6
  M1B                0                  2
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D66V7, binary
                    cls
clus                   0   1
  16P LOSS MUTATED    16  14
  16P LOSS WILD-TYPE 191 218
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED     16   14
  16P LOSS WILD-TYPE  191  218
        clus
vv       16P LOSS MUTATED 16P LOSS WILD-TYPE
  FEMALE               16                191
  MALE                 14                218
[1] 2 2
[1] FALSE
D66V8, binary
                    cls
clus                   0   1
  16P LOSS MUTATED    24   6
  16P LOSS WILD-TYPE 354  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED     24    6
  16P LOSS WILD-TYPE  354   53
                               clus
vv                              16P LOSS MUTATED 16P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        24                354
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D66V9, binary
                    cls
clus                   0   1
  16P LOSS MUTATED     0  30
  16P LOSS WILD-TYPE   3 406
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16P LOSS MUTATED      0   30
  16P LOSS WILD-TYPE    3  406
     clus
vv    16P LOSS MUTATED 16P LOSS WILD-TYPE
  NO                 0                  3
  YES               30                406
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  16P LOSS MUTATED    21   1   0   1
  16P LOSS WILD-TYPE 292   2  24  24
D66V10, multiclass
    clus
vv   16P LOSS MUTATED 16P LOSS WILD-TYPE
  R0               21                292
  R1                1                  2
  R2                0                 24
  RX                1                 24
[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"
D66V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  16P LOSS MUTATED                                  0     0
  16P LOSS WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  16P LOSS MUTATED                           8    17
  16P LOSS WILD-TYPE                        42   194
D66V12, multiclass
                                  clus
vv                                 16P LOSS MUTATED 16P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       8                 42
  WHITE                                          17                194
[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"

Clustering(67) Variable = 16Q LOSS MUTATION ANALYSIS
D67V1, survival
                    sevent
clus2                  0   1
  16Q LOSS MUTATED    20   6
  16Q LOSS WILD-TYPE 315  81
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                26                396 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
                 6                 81 
$`16Q LOSS MUTATED`
TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-6651 TCGA-AA-3494 TCGA-AA-3685 TCGA-AA-3837 
       34.65        14.53        21.76         1.02        37.05        38.99 
TCGA-AA-3860 TCGA-AA-3966 TCGA-AA-A02W TCGA-AD-A5EK TCGA-AY-4070 TCGA-AY-6196 
       31.07         2.01        41.00         0.43        16.31         0.20 
TCGA-AY-A69D TCGA-AZ-4614 TCGA-AZ-6607 TCGA-CM-5344 TCGA-CM-5863 TCGA-CM-6169 
        5.52         5.65         3.19        22.03        15.02        13.02 
TCGA-CM-6172 TCGA-CM-6678 TCGA-D5-6529 TCGA-D5-6531 TCGA-DM-A1DA TCGA-NH-A50T 
       11.01        11.01        20.19        17.75         7.50         4.11 
TCGA-NH-A50U TCGA-RU-A8FL 
       10.98        30.28 

$`16Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3810 
       13.94        15.52        37.05        37.25        16.04        36.53 
TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 
       32.45        32.91        31.63        30.44        29.19        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       23.61        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       22.52        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       20.61        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.28        16.24        24.92        61.84        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 
        5.03         1.02         3.02        37.05         1.02        35.01 
TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       58.03        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 
       19.07        19.07        34.03        29.00        29.00        26.01 
TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 
       12.99         0.99        14.01        33.99        21.01        13.02 
TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 
       24.00        17.95        29.95        23.01        20.98        19.99 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 
       13.94        19.99        61.02        78.08         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 
       54.02         2.01        14.01         0.92        50.04        47.05 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 
       47.01        15.02        11.01         5.98        19.00        36.00 
TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 
        5.03        85.05        26.99        19.04         0.99         0.99 
TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 
       35.05         0.99        25.02         1.02        17.98        15.95 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       36.95        37.02        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 TCGA-AA-3866 
       36.03        32.05         0.99        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       24.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3952 
       12.99        24.00        33.01        26.01        24.00         2.01 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03        21.99        16.08        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y 
       39.98         2.01         5.03         0.92        22.03        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 
        0.79         0.72         1.58         1.02         0.10         0.76 
TCGA-AD-6965 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4071 
        0.20         0.46         0.92        14.50        27.09         0.95 
TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 
       15.75        21.44        17.82         5.19         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       50.37        58.39         1.41        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6608 
       12.10       100.01        29.56         5.23        11.74         1.94 
TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 TCGA-CA-6715 
        2.24         3.06         2.14         3.25         3.29         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 
        0.26         0.33         0.10         1.35        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 TCGA-CK-5914 
       40.34        70.16        15.62        48.20        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 
       37.02         8.02        26.04         8.02        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 
       29.06        22.98        30.08        16.01        15.02         5.03 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 
       15.02        17.03        15.02        12.00        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6170 TCGA-CM-6171 
       16.04        21.99        14.99        12.99        15.02        14.04 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6679 TCGA-CM-6680 
       12.95        13.05        11.08        11.08        10.06        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6530 
       14.99        12.26        19.59        13.51        11.51        20.42 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       18.25         1.32         7.92        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 
       17.13        12.49        16.14        15.58         7.53        12.39 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 
       10.13        12.43        14.30         9.04         9.44        11.64 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 
       13.41         1.51        12.00        11.38        10.26       119.70 
TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 
       24.43        38.20       130.65        92.75        49.91        13.32 
TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
       12.59       140.38        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      139.17         6.12        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 
        1.55        16.31        29.59        16.24        33.67         1.28 
TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6295 
        0.53        35.41        19.43       107.67        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
       82.39        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       44.68        55.04        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 
       36.72        36.00        26.43        22.09        26.04        13.78 
TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 
       35.80        26.17        91.79        46.75        47.15        52.80 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
       10.52         2.79         5.98         5.59         1.32         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.49        26.99        17.29         6.64        14.76        67.00 

  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
              0.20               0.07 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
             41.00             140.38 
  16Q LOSS MUTATED 16Q LOSS WILD-TYPE 
            13.775             20.070 
[1] "0.2 - 41.0 (13.8)"  "0.1 - 140.4 (20.1)"
[1] "hr=" "1.8"
D67V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  16Q LOSS MUTATED         3        0        1         8         0         0
  16Q LOSS WILD-TYPE      69        1       27       123         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  16Q LOSS MUTATED           0          0          6          4        2
  16Q LOSS WILD-TYPE        21         12         49         34       41
                    vv
clus                 STAGE IVA STAGE IVB
  16Q LOSS MUTATED           3         0
  16Q LOSS WILD-TYPE        15         2
D67V3, multiclass
            clus
vv           16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  STAGE I                   3                 69
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 8                123
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 0                 21
  STAGE IIIA                0                 12
  STAGE IIIB                6                 49
  STAGE IIIC                4                 34
  STAGE IV                  2                 41
  STAGE IVA                 3                 15
  STAGE IVB                 0                  2
[1] 13  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     0   3  20   4
  16Q LOSS WILD-TYPE  11  73 280  47
D67V4, multiclass
    clus
vv   16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  T1                0                 11
  T2                3                 73
  T3               20                280
  T4                4                 47
[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                  N0  N1  N2
  16Q LOSS MUTATED    14   7   6
  16Q LOSS WILD-TYPE 242  96  73
D67V5, multiclass
    clus
vv   16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  N0               14                242
  N1                7                 96
  N2                6                 73
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  16Q LOSS MUTATED    16   3   2   0   5
  16Q LOSS WILD-TYPE 304  49   6   2  45
D67V6, multiclass
     clus
vv    16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  M0                16                304
  M1                 3                 49
  M1A                2                  6
  M1B                0                  2
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D67V7, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED    14  13
  16Q LOSS WILD-TYPE 193 219
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED     14   13
  16Q LOSS WILD-TYPE  193  219
        clus
vv       16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  FEMALE               14                193
  MALE                 13                219
[1] 2 2
[1] FALSE
D67V8, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED    22   5
  16Q LOSS WILD-TYPE 356  54
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED     22    5
  16Q LOSS WILD-TYPE  356   54
                               clus
vv                              16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        22                356
  COLON MUCINOUS ADENOCARCINOMA                5                 54
[1] 2 2
[1] FALSE
D67V9, binary
                    cls
clus                   0   1
  16Q LOSS MUTATED     0  27
  16Q LOSS WILD-TYPE   3 409
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  16Q LOSS MUTATED      0   27
  16Q LOSS WILD-TYPE    3  409
     clus
vv    16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  NO                 0                  3
  YES               27                409
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  16Q LOSS MUTATED    19   1   1   1
  16Q LOSS WILD-TYPE 294   2  23  24
D67V10, multiclass
    clus
vv   16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  R0               19                294
  R1                1                  2
  R2                1                 23
  RX                1                 24
[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"
D67V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  16Q LOSS MUTATED                                  0     0
  16Q LOSS WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  16Q LOSS MUTATED                           7    14
  16Q LOSS WILD-TYPE                        43   197
D67V12, multiclass
                                  clus
vv                                 16Q LOSS MUTATED 16Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       7                 43
  WHITE                                          14                197
[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"

Clustering(68) Variable = 17P LOSS MUTATION ANALYSIS
D68V1, survival
                    sevent
clus2                  0   1
  17P LOSS MUTATED   172  52
  17P LOSS WILD-TYPE 163  35
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
               224                198 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
                52                 35 
$`17P LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2680 
       37.02        43.76        43.43        17.79        42.28        35.11 
TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-4105 TCGA-A6-4107 
       15.52        37.05        37.25        34.65        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5666 TCGA-A6-5667 
       32.91        31.63        30.44        29.19        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 
       27.09        22.52        24.13        25.18        24.16        20.61 
TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3494 
       23.87        20.28        61.84         5.03         1.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3520 
       37.05         1.02         6.97        38.99         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3532 TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3548 
       37.05        36.03        29.00        12.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3556 TCGA-AA-3560 TCGA-AA-3561 
       21.01        13.02        24.00        23.01        19.99        13.94 
TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3667 
       19.99        61.02        78.08         6.05         2.01        14.01 
TCGA-AA-3673 TCGA-AA-3678 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 
       50.04        47.01         5.98        37.05        19.00        36.00 
TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3819 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 
       85.05         0.99        25.02        38.99        36.95        37.02 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3866 
        0.99        33.07        32.05         0.99        31.07        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3930 TCGA-AA-3941 
       24.03        27.02        29.98        18.05         2.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3976 
        2.01        20.98        34.03        16.08        50.99        26.01 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3989 TCGA-AA-A00D TCGA-AA-A00F TCGA-AA-A00L 
       24.00        27.02         7.96        19.00        34.03        17.03 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A01C 
       27.02        42.02        17.03        14.99        21.99        15.02 
TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01Z 
        0.99        32.02        12.00         1.02        33.04        37.02 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02W TCGA-AA-A03J 
        2.96        39.98         2.01         5.03        41.00        40.96 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6890 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       21.37         4.21         0.79         1.58         1.02         0.10 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-4071 
        0.20         0.43         0.46        14.50        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-A69D TCGA-AZ-4308 TCGA-AZ-4323 TCGA-AZ-4614 
       15.75         0.20         5.52        75.25         1.41         5.65 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5407 TCGA-AZ-6600 
        5.13        83.80        22.36        65.00        61.41        12.10 
TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 
       29.56         5.23         3.19         1.94         2.24         2.14 
TCGA-CA-5797 TCGA-CA-6716 TCGA-CA-6719 TCGA-CK-5912 TCGA-CK-5914 TCGA-CK-6748 
        3.29         0.26         1.35        48.20        21.99         2.01 
TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5862 
        8.02         8.02        27.02        13.02        29.06         5.03 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6164 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6169 
       15.02        17.03        29.03        21.99        14.99        13.02 
TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-D5-5537 
       15.02        11.01        13.05        11.08        10.06        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6531 TCGA-D5-6532 
       12.26        19.59        13.51        11.51        17.75        18.25 
TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6541 TCGA-D5-6898 
        1.32         7.92        17.13        12.49        15.58         7.53 
TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6932 TCGA-DM-A0XD 
       10.13        12.43        14.30         9.04        11.38        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
       38.20       130.65        92.75        13.32        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
       44.32       131.51       139.17         6.12        14.04        26.47 
TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28H TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6805 
      119.93        35.97       117.07        13.38        11.11        16.31 
TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6809 TCGA-G4-6295 TCGA-G4-6298 TCGA-G4-6303 
       16.24        33.67         1.28         8.35        23.51        61.87 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 
       44.68        55.04        45.11        39.42        35.93        36.72 
TCGA-G4-6320 TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A6GA 
       26.43        91.79        46.75        10.98        10.52         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.59         1.32         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z1 TCGA-RU-A8FL 
        6.64        30.28 

$`17P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2679 TCGA-A6-2681 
        5.06         5.26        46.65        23.38        44.91        45.60 
TCGA-A6-2682 TCGA-A6-2686 TCGA-A6-3810 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       13.94        16.04        36.53        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       22.06         8.38        25.08        21.76        24.69        24.39 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.12        19.66        16.24        24.92        52.44         9.63 
TCGA-AA-3492 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 
        3.02        35.01        58.03        63.98         1.02        13.02 
TCGA-AA-3518 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3534 
        1.02         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3663 
       26.01         0.99        17.95        29.95        20.98         6.97 
TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3696 
       54.02         0.92        47.05        15.02        11.01         5.03 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3821 
       26.99        19.04         0.99        35.05         0.99         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3854 TCGA-AA-3860 
       17.98        15.95        14.93        17.03        36.03        31.07 
TCGA-AA-3864 TCGA-AA-3877 TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       53.00        31.00        12.99        33.01        26.01        24.00 
TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3986 
        2.01        21.99        13.05        34.06        25.02        19.07 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K 
       27.02        13.94        38.04        30.02        18.05        18.05 
TCGA-AA-A00N TCGA-AA-A00R TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01I TCGA-AA-A01K 
        4.01         0.99        34.98        15.02        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A024 
       38.07         1.02        35.01        35.01        26.01        39.06 
TCGA-AA-A029 TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 
       51.98         0.92        22.03        39.98        18.05         0.07 
TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6964 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-6197 
       56.55         0.72         0.76         0.92        27.09        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4615 
       17.82         5.19         6.87        50.37        58.39        32.94 
TCGA-AZ-5403 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-CA-5255 
       62.79        49.41         6.77       100.01        11.74         3.06 
TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 
        3.25         0.07         0.33         0.10        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 
       40.34        70.16        15.62        51.32        21.14         2.93 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-5344 
      124.27        23.05        20.02        37.02        26.04        22.03 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-6161 
       22.98        30.08        16.01        15.02        15.02        15.02 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6165 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6674 
       12.00        14.04        16.04        12.99        14.04        12.95 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6680 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6535 
       11.08        11.01        12.03        20.19        20.42        15.12 
TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6920 TCGA-D5-6927 TCGA-D5-6928 
       17.85         4.50        16.14        12.39         9.44        11.64 
TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A1D6 
       13.41         1.51        12.00        10.26       119.70        49.91 
TCGA-DM-A1DA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A28C TCGA-DM-A28G TCGA-DM-A28K 
        7.50       135.65         7.76        81.37        60.79        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       95.18         8.61        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6806 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 
        1.55        29.59         0.53        35.41        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6309 
       28.21        82.39        74.56        43.07        53.62        51.75 
TCGA-G4-6317 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       36.00        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A5IV TCGA-QG-A5Z2 TCGA-WS-AB45 
       47.15        52.80         4.11         2.79        14.76        67.00 

  17P LOSS MUTATED 17P LOSS WILD-TYPE 
              0.10               0.07 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
            140.38             135.65 
  17P LOSS MUTATED 17P LOSS WILD-TYPE 
            18.625             20.155 
[1] "0.1 - 140.4 (18.6)" "0.1 - 135.7 (20.2)"
[1] "hr=" "1.4"
D68V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  17P LOSS MUTATED        31        0       13        54         1         1
  17P LOSS WILD-TYPE      41        1       15        77         7         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  17P LOSS MUTATED          11         10         30         27       32
  17P LOSS WILD-TYPE        10          2         25         11       11
                    vv
clus                 STAGE IVA STAGE IVB
  17P LOSS MUTATED          12         2
  17P LOSS WILD-TYPE         6         0
D68V3, multiclass
            clus
vv           17P LOSS MUTATED 17P LOSS WILD-TYPE
  STAGE I                  31                 41
  STAGE IA                  0                  1
  STAGE II                 13                 15
  STAGE IIA                54                 77
  STAGE IIB                 1                  7
  STAGE IIC                 1                  0
  STAGE III                11                 10
  STAGE IIIA               10                  2
  STAGE IIIB               30                 25
  STAGE IIIC               27                 11
  STAGE IV                 32                 11
  STAGE IVA                12                  6
  STAGE IVB                 2                  0
[1] 13  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     7  36 158  29
  17P LOSS WILD-TYPE   4  40 142  22
D68V4, multiclass
    clus
vv   17P LOSS MUTATED 17P LOSS WILD-TYPE
  T1                7                  4
  T2               36                 40
  T3              158                142
  T4               29                 22
[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                  N0  N1  N2
  17P LOSS MUTATED   112  63  54
  17P LOSS WILD-TYPE 144  40  25
D68V5, multiclass
    clus
vv   17P LOSS MUTATED 17P LOSS WILD-TYPE
  N0              112                144
  N1               63                 40
  N2               54                 25
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  17P LOSS MUTATED   157  38   6   2  24
  17P LOSS WILD-TYPE 163  14   2   0  26
D68V6, multiclass
     clus
vv    17P LOSS MUTATED 17P LOSS WILD-TYPE
  M0               157                163
  M1                38                 14
  M1A                6                  2
  M1B                2                  0
  MX                24                 26
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D68V7, binary
                    cls
clus                   0   1
  17P LOSS MUTATED    98 132
  17P LOSS WILD-TYPE 109 100
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED     98  132
  17P LOSS WILD-TYPE  109  100
        clus
vv       17P LOSS MUTATED 17P LOSS WILD-TYPE
  FEMALE               98                109
  MALE                132                100
[1] 2 2
[1] FALSE
D68V8, binary
                    cls
clus                   0   1
  17P LOSS MUTATED   213  15
  17P LOSS WILD-TYPE 165  44
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED    213   15
  17P LOSS WILD-TYPE  165   44
                               clus
vv                              17P LOSS MUTATED 17P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       213                165
  COLON MUCINOUS ADENOCARCINOMA               15                 44
[1] 2 2
[1] FALSE
D68V9, binary
                    cls
clus                   0   1
  17P LOSS MUTATED     3 227
  17P LOSS WILD-TYPE   0 209
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17P LOSS MUTATED      3  227
  17P LOSS WILD-TYPE    0  209
     clus
vv    17P LOSS MUTATED 17P LOSS WILD-TYPE
  NO                 3                  0
  YES              227                209
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  17P LOSS MUTATED   159   1  17   8
  17P LOSS WILD-TYPE 154   2   7  17
D68V10, multiclass
    clus
vv   17P LOSS MUTATED 17P LOSS WILD-TYPE
  R0              159                154
  R1                1                  2
  R2               17                  7
  RX                8                 17
[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"
D68V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  17P LOSS MUTATED                                  0     5
  17P LOSS WILD-TYPE                                1     6
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  17P LOSS MUTATED                          27   112
  17P LOSS WILD-TYPE                        23    99
D68V12, multiclass
                                  clus
vv                                 17P LOSS MUTATED 17P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           5                  6
  BLACK OR AFRICAN AMERICAN                      27                 23
  WHITE                                         112                 99
[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"

Clustering(69) Variable = 17Q LOSS MUTATION ANALYSIS
D69V1, survival
                    sevent
clus2                  0   1
  17Q LOSS MUTATED    48  16
  17Q LOSS WILD-TYPE 287  71
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                64                358 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
                16                 71 
$`17Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2684 TCGA-A6-4107 TCGA-A6-6649 TCGA-AA-3495 
       37.02        43.76        37.05        32.45        24.16        37.05 
TCGA-AA-3520 TCGA-AA-3542 TCGA-AA-3549 TCGA-AA-3560 TCGA-AA-3662 TCGA-AA-3666 
       24.03        12.99        21.01        19.99         6.05         2.01 
TCGA-AA-3673 TCGA-AA-3685 TCGA-AA-3811 TCGA-AA-3842 TCGA-AA-3869 TCGA-AA-3941 
       50.04        37.05         0.99        37.02        27.02        24.00 
TCGA-AA-3956 TCGA-AA-3976 TCGA-AA-3982 TCGA-AA-3989 TCGA-AA-A00F TCGA-AA-A00Q 
       34.03        26.01        27.02         7.96        34.03        42.02 
TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01T TCGA-AA-A01Z TCGA-AA-A02E TCGA-AA-A02F 
        0.99        32.02        33.04        37.02         2.96        39.98 
TCGA-AA-A02W TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6965 TCGA-AU-3779 TCGA-AY-6196 
       41.00         1.58         1.02         0.20        14.50         0.20 
TCGA-AY-A69D TCGA-AZ-6600 TCGA-CA-5797 TCGA-CA-6716 TCGA-CK-5912 TCGA-CM-4751 
        5.52        12.10         3.29         0.26        48.20        27.02 
TCGA-CM-4752 TCGA-CM-5862 TCGA-CM-5864 TCGA-D5-5537 TCGA-D5-6534 TCGA-D5-6539 
       13.02         5.03        15.02        14.99         7.92        12.49 
TCGA-D5-6924 TCGA-D5-6932 TCGA-DM-A0XF TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-F4-6460 
       14.30        11.38        38.20        12.59       140.38        13.38 
TCGA-F4-6704 TCGA-F4-6809 TCGA-G4-6295 TCGA-G4-6314 TCGA-NH-A50U TCGA-NH-A6GB 
        1.55         1.28         8.35        35.93        10.98         5.59 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-QG-A5YX 
        1.32         5.19        26.99        17.29 

$`17Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5656 
       37.25        16.04        34.65        36.53        14.53        32.91 
TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 
       31.63        30.44        29.19        33.53        23.61        22.09 
TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 
       22.06        32.71        29.16        27.09        22.52        24.13 
TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 
        8.38        25.08        25.18        20.61        21.76        24.69 
TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 
       24.39        23.87        20.12        19.66        20.28        16.24 
TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 
       24.92        61.84        52.44         9.63         5.03         1.02 
TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        3.02         1.02         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        29.00        26.01         0.99        14.01        33.99 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       13.02        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 
       13.94        19.99        61.02        78.08         6.97        54.02 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
       14.01         0.92        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
        5.98        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
       19.04         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3844 TCGA-AA-3846 
       17.98        15.95        38.99        36.95        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3870 TCGA-AA-3875 
       31.07        53.00        17.03        24.03        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        12.99        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 
        2.01        20.98         2.01        21.99        16.08        50.99 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3986 TCGA-AA-3994 
       13.05        34.06        25.02        24.00        19.07        27.02 
TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K 
       13.94        38.04        19.00        30.02        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
       17.03         4.01        27.02         0.99        17.03        14.99 
TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01G TCGA-AA-A01I 
       21.99        34.98        15.02        15.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V 
       31.00        38.07         1.02        35.01         1.02        35.01 
TCGA-AA-A01X TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       26.01        39.06        51.98         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 
       22.03        39.98        18.05        40.96         0.07        21.37 
TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 
        4.21        56.55         0.79         0.72         0.10         0.76 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.43         0.46         0.92        27.09        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 
       15.75        21.44        17.82         5.19         6.87        75.25 
TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 
       50.37        58.39         1.41         5.65        32.94         5.13 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
        6.77       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 
        1.94         2.24         3.06         2.14         3.25         0.07 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 
       70.16        15.62        51.32        21.99        21.14         2.93 
TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 
        2.01       124.27        23.05        20.02        37.02         8.02 
TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       26.04         8.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
       16.01        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       14.04        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       13.02        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 
       11.08        11.08        11.01        10.06        12.03        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       19.59        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
       18.25         1.32        15.12        17.85         4.50        17.13 
TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 
       16.14        15.58         7.53        12.39        10.13        12.43 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
       10.26       119.70        24.43       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 
       13.32         7.50        44.32       131.51       135.65         7.76 
TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
      139.17         6.12        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 
       11.11        13.64        13.45         6.18        35.87        16.31 
TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 
       29.59        16.24        33.67         0.53        35.41        19.43 
TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
      107.67        28.21        82.39        23.51        74.56        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 
       61.87        53.62        44.68        55.04        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       39.42        36.72        36.00        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       13.78        35.80        26.17        91.79        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A8F8 
       52.80         4.11        10.52         2.79         5.98         5.49 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
              0.20               0.07 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
            140.38             139.17 
  17Q LOSS MUTATED 17Q LOSS WILD-TYPE 
            15.005             20.005 
[1] "0.2 - 140.4 (15.0)" "0.1 - 139.2 (20.0)"
[1] "hr=" "1.6"
D69V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  17Q LOSS MUTATED         7        0        5        13         0         0
  17Q LOSS WILD-TYPE      65        1       23       118         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  17Q LOSS MUTATED           3          3          7         10        9
  17Q LOSS WILD-TYPE        18          9         48         28       34
                    vv
clus                 STAGE IVA STAGE IVB
  17Q LOSS MUTATED           4         1
  17Q LOSS WILD-TYPE        14         1
D69V3, multiclass
            clus
vv           17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  STAGE I                   7                 65
  STAGE IA                  0                  1
  STAGE II                  5                 23
  STAGE IIA                13                118
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 3                 18
  STAGE IIIA                3                  9
  STAGE IIIB                7                 48
  STAGE IIIC               10                 28
  STAGE IV                  9                 34
  STAGE IVA                 4                 14
  STAGE IVB                 1                  1
[1] 13  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     0   9  46  10
  17Q LOSS WILD-TYPE  11  67 254  41
D69V4, multiclass
    clus
vv   17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  T1                0                 11
  T2                9                 67
  T3               46                254
  T4               10                 41
[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                  N0  N1  N2
  17Q LOSS MUTATED    28  20  17
  17Q LOSS WILD-TYPE 228  83  62
D69V5, multiclass
    clus
vv   17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  N0               28                228
  N1               20                 83
  N2               17                 62
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  17Q LOSS MUTATED    38  10   3   1  11
  17Q LOSS WILD-TYPE 282  42   5   1  39
D69V6, multiclass
     clus
vv    17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  M0                38                282
  M1                10                 42
  M1A                3                  5
  M1B                1                  1
  MX                11                 39
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D69V7, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED    30  35
  17Q LOSS WILD-TYPE 177 197
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED     30   35
  17Q LOSS WILD-TYPE  177  197
        clus
vv       17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  FEMALE               30                177
  MALE                 35                197
[1] 2 2
[1] FALSE
D69V8, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED    56   9
  17Q LOSS WILD-TYPE 322  50
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED     56    9
  17Q LOSS WILD-TYPE  322   50
                               clus
vv                              17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        56                322
  COLON MUCINOUS ADENOCARCINOMA                9                 50
[1] 2 2
[1] FALSE
D69V9, binary
                    cls
clus                   0   1
  17Q LOSS MUTATED     0  65
  17Q LOSS WILD-TYPE   3 371
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  17Q LOSS MUTATED      0   65
  17Q LOSS WILD-TYPE    3  371
     clus
vv    17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  NO                 0                  3
  YES               65                371
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  17Q LOSS MUTATED    46   0   5   4
  17Q LOSS WILD-TYPE 267   3  19  21
D69V10, multiclass
    clus
vv   17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  R0               46                267
  R1                0                  3
  R2                5                 19
  RX                4                 21
[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"
D69V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  17Q LOSS MUTATED                                  1     2
  17Q LOSS WILD-TYPE                                0     9
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  17Q LOSS MUTATED                           9    27
  17Q LOSS WILD-TYPE                        41   184
D69V12, multiclass
                                  clus
vv                                 17Q LOSS MUTATED 17Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           2                  9
  BLACK OR AFRICAN AMERICAN                       9                 41
  WHITE                                          27                184
[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"

Clustering(70) Variable = 18P LOSS MUTATION ANALYSIS
D70V1, survival
                    sevent
clus2                  0   1
  18P LOSS MUTATED   192  49
  18P LOSS WILD-TYPE 143  38
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
               241                181 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
                49                 38 
$`18P LOSS MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2677 
        5.06         5.26        37.02        43.76        43.43        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 
       37.05        37.25        34.65        36.53        14.53        32.45 
TCGA-A6-5656 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5666 
       32.91        30.44        29.19        23.61        22.09        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6648 TCGA-A6-6650 TCGA-A6-6651 
       29.16        27.09        24.13        25.18        20.61        21.76 
TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 TCGA-A6-A56B 
       24.69        24.39        23.87        20.28        61.84        52.44 
TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        9.63         5.03         1.02         1.02        37.05         1.02 
TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3522 TCGA-AA-3526 TCGA-AA-3530 
        6.97        38.99         9.07        37.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3548 
       34.03        29.00        26.01        12.99        14.01        33.99 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3556 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 
       13.02        24.00        23.01        19.99        13.94        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3673 
       61.02        78.08         6.05         2.01        14.01        50.04 
TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 
       47.01        15.02        37.05        19.00        36.00        85.05 
TCGA-AA-3819 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       25.02        38.99        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3866 
        0.99        33.07         0.99        31.07        31.07        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3939 TCGA-AA-3941 
       24.03        27.02        29.98        18.05        12.99        24.00 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       20.98        34.03        21.99        16.08        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3989 TCGA-AA-A00D 
       34.06        26.01        24.00        27.02         7.96        19.00 
TCGA-AA-A00F TCGA-AA-A00L TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00W TCGA-AA-A00Z 
       34.03        17.03        27.02        42.02        14.99        21.99 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01S TCGA-AA-A01T 
       15.02        15.02        32.02        31.00         1.02        33.04 
TCGA-AA-A01X TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02W 
       26.01         2.96        39.98         2.01         5.03        41.00 
TCGA-AA-A03J TCGA-AD-6888 TCGA-AD-6890 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       40.96         4.21         0.79         1.58         1.02         0.10 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-A54L 
        0.20         0.43        14.50         0.95        15.75         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4614 TCGA-AZ-4616 TCGA-AZ-4681 
        5.52         6.87        75.25         5.65         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 
       22.36        65.00        62.79        12.10        29.56         5.23 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 
        1.94         2.24         2.14         3.29         0.07         0.26 
TCGA-CA-6719 TCGA-CK-5912 TCGA-CK-5914 TCGA-CK-6748 TCGA-CM-4747 TCGA-CM-4750 
        1.35        48.20        21.99         2.01         8.02         8.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5349 TCGA-CM-5862 TCGA-CM-5864 
       13.02        29.06        22.03        30.08         5.03        15.02 
TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6169 
       17.03        14.04        29.03        16.04        21.99        13.02 
TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 
       15.02        11.01        11.08        11.01        10.06        12.03 
TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6532 
       14.99        12.26        13.51        11.51        20.19        18.25 
TCGA-D5-6533 TCGA-D5-6536 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6898 TCGA-D5-6922 
        1.32        17.85        17.13        12.49         7.53        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A0XD 
       12.43        14.30         9.04        13.41        11.38        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 
       38.20       130.65        49.91        13.32        12.59       140.38 
TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28E 
       44.32       131.51       139.17        14.04        26.47       119.93 
TCGA-DM-A28F TCGA-DM-A28H TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 
       35.97       117.07        95.18         8.61        13.38        11.11 
TCGA-F4-6569 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 
       13.45         1.55        16.31        29.59        16.24        33.67 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 
        1.28         0.53        35.41        28.21         8.35        82.39 
TCGA-G4-6298 TCGA-G4-6303 TCGA-G4-6307 TCGA-G4-6310 TCGA-G4-6314 TCGA-G4-6315 
       23.51        61.87        55.04        45.11        35.93        36.72 
TCGA-G4-6317 TCGA-G4-6626 TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V 
       36.00        46.75        47.15         4.11        10.98        10.52 
TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        1.32         5.19         5.49        26.99        17.29         6.64 
TCGA-RU-A8FL 
       30.28 

$`18P LOSS WILD-TYPE`
TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-2686 TCGA-A6-5657 TCGA-A6-5661 TCGA-A6-5665 
       46.65        23.38        16.04        31.63        33.53        22.06 
TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6649 TCGA-A6-6780 TCGA-A6-6781 
       22.52         8.38        25.08        24.16        20.12        19.66 
TCGA-A6-A565 TCGA-A6-A566 TCGA-AA-3492 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
       16.24        24.92         3.02        35.01        58.03        63.98 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 
        1.02        13.02         1.02        24.03        36.03         8.05 
TCGA-AA-3534 TCGA-AA-3543 TCGA-AA-3549 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3558 
       29.00         0.99        21.01        17.95        29.95        20.98 
TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3680 TCGA-AA-3681 
        6.97        54.02         0.92        47.05        11.01         5.98 
TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 
        5.03        26.99        19.04         0.99         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3854 TCGA-AA-3855 
        0.99         1.02        17.98        15.95        36.03        32.05 
TCGA-AA-3864 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       53.00        31.00         2.01        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3977 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A004 
        2.01         2.01        25.02        19.07        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00N TCGA-AA-A00R 
       38.04        30.02        18.05        18.05         4.01         0.99 
TCGA-AA-A00U TCGA-AA-A010 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P 
       17.03        34.98         0.99        12.00        31.00        38.07 
TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
        1.02        35.01        35.01        37.02        39.06        51.98 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 
        0.92        22.03        39.98        18.05         0.07        21.37 
TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6964 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
       56.55         0.72         0.76         0.46         0.92        27.09 
TCGA-AY-4070 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AZ-4313 TCGA-AZ-4315 
       16.31         0.20        21.44        17.82        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 
        1.41        32.94        61.41        49.41         6.77       100.01 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-6717 TCGA-CA-6718 
       11.74         3.19         3.06         3.25         0.33         0.10 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 
       17.56       102.44        40.34        70.16        15.62        51.32 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 
       21.14         2.93       124.27        23.05        20.02        37.02 
TCGA-CM-4748 TCGA-CM-4751 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 
       26.04        27.02        22.98        16.01        15.02        15.02 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6674 
       15.02        12.00        14.99        12.99        14.04        12.95 
TCGA-CM-6675 TCGA-CM-6676 TCGA-D5-5539 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6534 
       13.05        11.08        19.59        20.42        17.75         7.92 
TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6927 
       15.12         4.50        16.14        15.58        12.39         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A1D4 
       11.64         1.51        12.00        10.26       119.70        92.75 
TCGA-DM-A1DA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A285 TCGA-DM-A28C TCGA-DM-A28G 
        7.50       135.65         7.76         6.12        81.37        60.79 
TCGA-DM-A28K TCGA-F4-6463 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6856 TCGA-G4-6293 
       98.24        13.64         6.18        35.87        19.43       107.67 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6309 TCGA-G4-6311 
       74.56        43.07        53.62        44.68        51.75        39.42 
TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 
       26.43        22.09        26.04        13.78        35.80        26.17 
TCGA-G4-6625 TCGA-G4-6628 TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-QG-A5Z2 
       91.79        52.80         2.79         5.98         5.59        14.76 
TCGA-WS-AB45 
       67.00 

  18P LOSS MUTATED 18P LOSS WILD-TYPE 
              0.07               0.07 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
            140.38             135.65 
  18P LOSS MUTATED 18P LOSS WILD-TYPE 
             19.99              19.59 
[1] "0.1 - 140.4 (20.0)" "0.1 - 135.7 (19.6)"
[1] "hr=" "1"  
D70V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  18P LOSS MUTATED        36        0       11        64         2         1
  18P LOSS WILD-TYPE      36        1       17        67         6         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  18P LOSS MUTATED           9          9         34         25       34
  18P LOSS WILD-TYPE        12          3         21         13        9
                    vv
clus                 STAGE IVA STAGE IVB
  18P LOSS MUTATED          15         1
  18P LOSS WILD-TYPE         3         1
D70V3, multiclass
            clus
vv           18P LOSS MUTATED 18P LOSS WILD-TYPE
  STAGE I                  36                 36
  STAGE IA                  0                  1
  STAGE II                 11                 17
  STAGE IIA                64                 67
  STAGE IIB                 2                  6
  STAGE IIC                 1                  0
  STAGE III                 9                 12
  STAGE IIIA                9                  3
  STAGE IIIB               34                 21
  STAGE IIIC               25                 13
  STAGE IV                 34                  9
  STAGE IVA                15                  3
  STAGE IVB                 1                  1
[1] 13  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     7  41 170  29
  18P LOSS WILD-TYPE   4  35 130  22
D70V4, multiclass
    clus
vv   18P LOSS MUTATED 18P LOSS WILD-TYPE
  T1                7                  4
  T2               41                 35
  T3              170                130
  T4               29                 22
[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                  N0  N1  N2
  18P LOSS MUTATED   127  67  52
  18P LOSS WILD-TYPE 129  36  27
D70V5, multiclass
    clus
vv   18P LOSS MUTATED 18P LOSS WILD-TYPE
  N0              127                129
  N1               67                 36
  N2               52                 27
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  18P LOSS MUTATED   167  42   7   1  27
  18P LOSS WILD-TYPE 153  10   1   1  23
D70V6, multiclass
     clus
vv    18P LOSS MUTATED 18P LOSS WILD-TYPE
  M0               167                153
  M1                42                 10
  M1A                7                  1
  M1B                1                  1
  MX                27                 23
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D70V7, binary
                    cls
clus                   0   1
  18P LOSS MUTATED   112 135
  18P LOSS WILD-TYPE  95  97
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED    112  135
  18P LOSS WILD-TYPE   95   97
        clus
vv       18P LOSS MUTATED 18P LOSS WILD-TYPE
  FEMALE              112                 95
  MALE                135                 97
[1] 2 2
[1] FALSE
D70V8, binary
                    cls
clus                   0   1
  18P LOSS MUTATED   233  12
  18P LOSS WILD-TYPE 145  47
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED    233   12
  18P LOSS WILD-TYPE  145   47
                               clus
vv                              18P LOSS MUTATED 18P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       233                145
  COLON MUCINOUS ADENOCARCINOMA               12                 47
[1] 2 2
[1] FALSE
D70V9, binary
                    cls
clus                   0   1
  18P LOSS MUTATED     3 244
  18P LOSS WILD-TYPE   0 192
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18P LOSS MUTATED      3  244
  18P LOSS WILD-TYPE    0  192
     clus
vv    18P LOSS MUTATED 18P LOSS WILD-TYPE
  NO                 3                  0
  YES              244                192
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  18P LOSS MUTATED   172   0  18  11
  18P LOSS WILD-TYPE 141   3   6  14
D70V10, multiclass
    clus
vv   18P LOSS MUTATED 18P LOSS WILD-TYPE
  R0              172                141
  R1                0                  3
  R2               18                  6
  RX               11                 14
[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"
D70V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  18P LOSS MUTATED                                  1     6
  18P LOSS WILD-TYPE                                0     5
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  18P LOSS MUTATED                          30   121
  18P LOSS WILD-TYPE                        20    90
D70V12, multiclass
                                  clus
vv                                 18P LOSS MUTATED 18P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           6                  5
  BLACK OR AFRICAN AMERICAN                      30                 20
  WHITE                                         121                 90
[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"

Clustering(71) Variable = 18Q LOSS MUTATION ANALYSIS
D71V1, survival
                    sevent
clus2                  0   1
  18Q LOSS MUTATED   204  54
  18Q LOSS WILD-TYPE 131  33
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
               258                164 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
                54                 33 
$`18Q LOSS MUTATED`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2677 
        5.06         5.26        37.02        43.76        43.43        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       37.05        37.25        16.04        34.65        36.53        14.53 
TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5662 
       32.45        32.91        31.63        30.44        29.19        23.61 
TCGA-A6-5664 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6140 TCGA-A6-6648 
       22.09        32.71        29.16        27.09        24.13        25.18 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6782 TCGA-A6-A567 
       20.61        21.76        24.39        23.87        20.28        61.84 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3494 TCGA-AA-3495 
       52.44         9.63         5.03         1.02         1.02        37.05 
TCGA-AA-3496 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 
        1.02         6.97        38.99         9.07        24.03        37.05 
TCGA-AA-3524 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3538 
       36.03        19.07        19.07        34.03        29.00        26.01 
TCGA-AA-3542 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3556 
       12.99        14.01        33.99        13.02        24.00        23.01 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 
       19.99        13.94        19.99        61.02        78.08         6.05 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3673 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3685 
        2.01        14.01        50.04        47.01        15.02        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3697 TCGA-AA-3819 TCGA-AA-3837 TCGA-AA-3841 
       19.00        36.00        85.05        25.02        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3856 
       37.02        14.93        17.03         0.99        33.07         0.99 
TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 
       31.07        31.07        17.03        24.03        27.02        29.98 
TCGA-AA-3875 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3952 TCGA-AA-3955 TCGA-AA-3956 
       18.05        12.99        24.00         2.01        20.98        34.03 
TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 
       21.99        16.08        50.99        13.05        34.06        26.01 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3989 TCGA-AA-A00D TCGA-AA-A00F TCGA-AA-A00Q 
       24.00        27.02         7.96        19.00        34.03        42.02 
TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D 
       17.03        14.99        21.99        15.02        15.02         0.99 
TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A01Z 
       32.02        31.00         1.02        33.04        26.01        37.02 
TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02W TCGA-AA-A03J 
        2.96        39.98         2.01         5.03        41.00        40.96 
TCGA-AD-6888 TCGA-AD-6890 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6965 
        4.21         0.79         1.58         1.02         0.10         0.20 
TCGA-AD-A5EK TCGA-AM-5820 TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-A54L 
        0.43         0.46        14.50        16.31        15.75         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4614 TCGA-AZ-4616 TCGA-AZ-4681 
        5.52         6.87        75.25         5.65         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6600 TCGA-AZ-6603 
       22.36        65.00        62.79        61.41        12.10        29.56 
TCGA-AZ-6605 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5797 TCGA-CA-6715 
        5.23         1.94         2.24         2.14         3.29         0.07 
TCGA-CA-6716 TCGA-CA-6719 TCGA-CK-4948 TCGA-CK-5912 TCGA-CK-5914 TCGA-CK-6748 
        0.26         1.35       102.44        48.20        21.99         2.01 
TCGA-CM-4747 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 
        8.02         8.02        27.02        13.02        29.06        22.03 
TCGA-CM-5349 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6163 TCGA-CM-6164 
       30.08         5.03        15.02        17.03        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6172 TCGA-CM-6676 
       16.04        21.99        13.02        15.02        11.01        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 
       11.08        11.01        10.06        12.03        14.99        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6532 TCGA-D5-6533 
       19.59        13.51        11.51        20.19        18.25         1.32 
TCGA-D5-6536 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6922 
       17.85        17.13        12.49        15.58         7.53        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6929 TCGA-D5-6932 TCGA-DM-A0XD 
       12.43        14.30         9.04        13.41        11.38        24.43 
TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 
       38.20       130.65        92.75        49.91        13.32        12.59 
TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA TCGA-DM-A282 TCGA-DM-A285 
      140.38         7.50        44.32       131.51       139.17         6.12 
TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28E TCGA-DM-A28H TCGA-DM-A28M TCGA-F4-6459 
       14.04        26.47       119.93       117.07        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6569 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 
       13.38        11.11        13.45         1.55        16.31        29.59 
TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-G4-6294 TCGA-G4-6295 
       16.24         1.28         0.53        35.41        28.21         8.35 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6303 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6310 
       82.39        23.51        61.87        44.68        55.04        45.11 
TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6625 TCGA-G4-6626 
       39.42        35.93        36.72        36.00        91.79        46.75 
TCGA-G4-6627 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A6GA TCGA-NH-A6GC 
       47.15         4.11        10.98        10.52         5.98         1.32 
TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-RU-A8FL 
        5.19         5.49        26.99        17.29         6.64        30.28 

$`18Q LOSS WILD-TYPE`
TCGA-A6-2672 TCGA-A6-2676 TCGA-A6-5661 TCGA-A6-5665 TCGA-A6-6138 TCGA-A6-6141 
       46.65        23.38        33.53        22.06        22.52         8.38 
TCGA-A6-6142 TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 
       25.08        24.16        24.69        20.12        19.66        16.24 
TCGA-A6-A566 TCGA-AA-3492 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 
       24.92         3.02        35.01        58.03        63.98         1.02 
TCGA-AA-3516 TCGA-AA-3518 TCGA-AA-3525 TCGA-AA-3534 TCGA-AA-3543 TCGA-AA-3549 
       13.02         1.02         8.05        29.00         0.99        21.01 
TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3672 
       17.95        29.95        20.98         6.97        54.02         0.92 
TCGA-AA-3675 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 
       47.05        11.01         5.98         5.03        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3821 TCGA-AA-3831 
        0.99         0.99        35.05         0.99         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3864 TCGA-AA-3877 TCGA-AA-3930 
       15.95        36.03        32.05        53.00        31.00         2.01 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3966 TCGA-AA-3977 TCGA-AA-3986 
       33.01        26.01        24.00         2.01        25.02        19.07 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K 
       27.02        13.94        38.04        30.02        18.05        18.05 
TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00R TCGA-AA-A010 TCGA-AA-A01G 
       17.03         4.01        27.02         0.99        34.98        12.00 
TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01V TCGA-AA-A024 
       31.00        38.07         1.02        35.01        35.01        39.06 
TCGA-AA-A029 TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 
       51.98         0.92        22.03        39.98        18.05         0.07 
TCGA-AD-6548 TCGA-AD-6889 TCGA-AD-6895 TCGA-AD-6964 TCGA-AM-5821 TCGA-AU-6004 
       21.37        56.55         0.72         0.76         0.92        27.09 
TCGA-AY-4071 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AZ-4313 TCGA-AZ-4315 
        0.95         0.20        21.44        17.82        50.37        58.39 
TCGA-AZ-4323 TCGA-AZ-4615 TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6606 
        1.41        32.94        49.41         6.77       100.01        11.74 
TCGA-AZ-6607 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 
        3.19         3.06         3.25         0.33         0.10        17.56 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 
       40.34        70.16        15.62        51.32        21.14         2.93 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 TCGA-CM-5348 
      124.27        23.05        20.02        37.02        26.04        22.98 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6167 
       16.01        15.02        15.02        15.02        12.00        14.99 
TCGA-CM-6168 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 TCGA-D5-6530 TCGA-D5-6531 
       12.99        14.04        12.95        13.05        20.42        17.75 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6537 TCGA-D5-6540 TCGA-D5-6920 TCGA-D5-6927 
        7.92        15.12         4.50        16.14        12.39         9.44 
TCGA-D5-6928 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A1HB 
       11.64         1.51        12.00        10.26       119.70       135.65 
TCGA-DM-A280 TCGA-DM-A28C TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28K TCGA-F4-6463 
        7.76        81.37        35.97        60.79        98.24        13.64 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6808 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6299 
        6.18        35.87        33.67        19.43       107.67        74.56 
TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6309 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 
       43.07        53.62        51.75        26.43        22.09        26.04 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6628 TCGA-NH-A5IV TCGA-NH-A6GB 
       13.78        35.80        26.17        52.80         2.79         5.59 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
              0.07               0.07 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
            140.38             135.65 
  18Q LOSS MUTATED 18Q LOSS WILD-TYPE 
             19.33              19.84 
[1] "0.1 - 140.4 (19.3)" "0.1 - 135.7 (19.8)"
[1] "hr=" "1"  
D71V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  18Q LOSS MUTATED        36        0       14        68         2         1
  18Q LOSS WILD-TYPE      36        1       14        63         6         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  18Q LOSS MUTATED          10         11         36         29       35
  18Q LOSS WILD-TYPE        11          1         19          9        8
                    vv
clus                 STAGE IVA STAGE IVB
  18Q LOSS MUTATED          15         1
  18Q LOSS WILD-TYPE         3         1
D71V3, multiclass
            clus
vv           18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  STAGE I                  36                 36
  STAGE IA                  0                  1
  STAGE II                 14                 14
  STAGE IIA                68                 63
  STAGE IIB                 2                  6
  STAGE IIC                 1                  0
  STAGE III                10                 11
  STAGE IIIA               11                  1
  STAGE IIIB               36                 19
  STAGE IIIC               29                  9
  STAGE IV                 35                  8
  STAGE IVA                15                  3
  STAGE IVB                 1                  1
[1] 13  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     6  43 184  31
  18Q LOSS WILD-TYPE   5  33 116  20
D71V4, multiclass
    clus
vv   18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  T1                6                  5
  T2               43                 33
  T3              184                116
  T4               31                 20
[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                  N0  N1  N2
  18Q LOSS MUTATED   133  72  58
  18Q LOSS WILD-TYPE 123  31  21
D71V5, multiclass
    clus
vv   18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  N0              133                123
  N1               72                 31
  N2               58                 21
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  18Q LOSS MUTATED   182  43   7   1  29
  18Q LOSS WILD-TYPE 138   9   1   1  21
D71V6, multiclass
     clus
vv    18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  M0               182                138
  M1                43                  9
  M1A                7                  1
  M1B                1                  1
  MX                29                 21
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D71V7, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED   119 145
  18Q LOSS WILD-TYPE  88  87
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED    119  145
  18Q LOSS WILD-TYPE   88   87
        clus
vv       18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  FEMALE              119                 88
  MALE                145                 87
[1] 2 2
[1] FALSE
D71V8, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED   248  15
  18Q LOSS WILD-TYPE 130  44
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED    248   15
  18Q LOSS WILD-TYPE  130   44
                               clus
vv                              18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       248                130
  COLON MUCINOUS ADENOCARCINOMA               15                 44
[1] 2 2
[1] FALSE
D71V9, binary
                    cls
clus                   0   1
  18Q LOSS MUTATED     3 261
  18Q LOSS WILD-TYPE   0 175
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  18Q LOSS MUTATED      3  261
  18Q LOSS WILD-TYPE    0  175
     clus
vv    18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  NO                 3                  0
  YES              261                175
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  18Q LOSS MUTATED   186   1  18  11
  18Q LOSS WILD-TYPE 127   2   6  14
D71V10, multiclass
    clus
vv   18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  R0              186                127
  R1                1                  2
  R2               18                  6
  RX               11                 14
[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"
D71V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  18Q LOSS MUTATED                                  1     6
  18Q LOSS WILD-TYPE                                0     5
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  18Q LOSS MUTATED                          32   132
  18Q LOSS WILD-TYPE                        18    79
D71V12, multiclass
                                  clus
vv                                 18Q LOSS MUTATED 18Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           6                  5
  BLACK OR AFRICAN AMERICAN                      32                 18
  WHITE                                         132                 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"

Clustering(72) Variable = 19P LOSS MUTATION ANALYSIS
D72V1, survival
                    sevent
clus2                  0   1
  19P LOSS MUTATED    25  13
  19P LOSS WILD-TYPE 310  74
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                38                384 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
                13                 74 
$`19P LOSS MUTATED`
TCGA-A6-3807 TCGA-A6-6142 TCGA-A6-A567 TCGA-AA-3506 TCGA-AA-3538 TCGA-AA-3552 
       34.65        25.08        61.84        58.03        26.01        13.02 
TCGA-AA-3556 TCGA-AA-3562 TCGA-AA-3666 TCGA-AA-3692 TCGA-AA-3866 TCGA-AA-3867 
       23.01        19.99         2.01        36.00        17.03        24.03 
TCGA-AA-3941 TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01T 
       24.00         2.01         2.01         0.99        12.00        33.04 
TCGA-AA-A01X TCGA-AA-A02F TCGA-AA-A02W TCGA-AY-6196 TCGA-AZ-4616 TCGA-AZ-4684 
       26.01        39.98        41.00         0.20         5.13        65.00 
TCGA-CA-5797 TCGA-CK-4948 TCGA-CK-5912 TCGA-CM-6675 TCGA-D5-5537 TCGA-D5-6533 
        3.29       102.44        48.20        13.05        14.99         1.32 
TCGA-D5-6537 TCGA-DM-A1DB TCGA-DM-A285 TCGA-F4-6808 TCGA-G4-6295 TCGA-G4-6317 
        4.50        44.32         6.12        33.67         8.35        36.00 
TCGA-NH-A50U TCGA-RU-A8FL 
       10.98        30.28 

$`19P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3810 
       13.94        15.52        37.05        37.25        16.04        36.53 
TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       14.53        32.45        32.91        31.63        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6648 TCGA-A6-6649 
       27.09        22.52        24.13         8.38        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-A6-A5ZU 
       19.66        20.28        16.24        24.92        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 
       35.01        63.98         6.97         1.02        13.02        38.99 
TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 
        1.02         9.07        24.03        37.05        36.03         8.05 
TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 
       19.07        19.07        34.03        29.00        29.00        12.99 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3553 TCGA-AA-3554 
        0.99        14.01        33.99        21.01        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 
       29.95        20.98        19.99        13.94        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 
        6.05         6.97        54.02        14.01         0.92        50.04 
TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       47.05        47.01        15.02        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 
       19.00         5.03        85.05        26.99        19.04         0.99 
TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        0.99        35.05         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       15.95        38.99        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 
       31.07        53.00        27.02        29.98        18.05        31.00 
TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 
        2.01        12.99        33.01        26.01        24.00        20.98 
TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
       34.03        21.99        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 
       26.01        25.02        24.00        27.02        19.07         7.96 
TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F 
       27.02        13.94        38.04        19.00        30.02        34.03 
TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q 
       18.05        18.05        17.03         4.01        27.02        42.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 
        0.99        17.03        14.99        21.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01I TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q 
       15.02        32.02        31.00        31.00        38.07         1.02 
TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 
       35.01         1.02        35.01        37.02        39.06        51.98 
TCGA-AA-A02E TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y 
        2.96         2.01         5.03         0.92        22.03        39.98 
TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 
       18.05        40.96         0.07        21.37         4.21        56.55 
TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 
        0.79         0.72         1.58         1.02         0.10         0.76 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 
        0.20         0.43         0.46         0.92        14.50        27.09 
TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L 
       16.31         0.95        15.75        21.44        17.82         5.19 
TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 
        5.52         6.87        75.25        50.37        58.39         1.41 
TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5403 TCGA-AZ-5407 
        5.65        32.94        83.80        22.36        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6606 TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 
       11.74         3.19         1.94         2.24         3.06         2.14 
TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.25         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 
       17.56        40.34        70.16        15.62        51.32        21.99 
TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       21.14         2.93         2.01       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 
       37.02         8.02        26.04         8.02        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 
       29.06        22.03        22.98        30.08        16.01        15.02 
TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
        5.03        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 
       14.04        29.03        16.04        21.99        14.99        12.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6676 
       13.02        15.02        14.04        11.01        12.95        11.08 
TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 TCGA-D5-5539 
       11.08        11.01        10.06        12.03        12.26        19.59 
TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 
       13.51        11.51        20.19        20.42        17.75        18.25 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 
        7.92        15.12        17.85        17.13        12.49        16.14 
TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 
       15.58         7.53        12.39        10.13        12.43        14.30 
TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 
        9.04         9.44        11.64        13.41         1.51        12.00 
TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       11.38        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA 
       92.75        49.91        13.32        12.59       140.38         7.50 
TCGA-DM-A1HA TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A 
      131.51       135.65         7.76       139.17        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
        6.18        35.87         1.55        16.31        29.59        16.24 
TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
        1.28         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 
       82.39        23.51        74.56        43.07        61.87        53.62 
TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 
       44.68        55.04        51.75        45.11        39.42        35.93 
TCGA-G4-6315 TCGA-G4-6320 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       36.72        26.43        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T 
       26.17        91.79        46.75        47.15        52.80         4.11 
TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 
       10.52         2.79         5.98         5.59         1.32         5.19 
TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        5.49        26.99        17.29         6.64        14.76        67.00 

  19P LOSS MUTATED 19P LOSS WILD-TYPE 
              0.20               0.07 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
            102.44             140.38 
  19P LOSS MUTATED 19P LOSS WILD-TYPE 
            23.505             19.250 
[1] "0.2 - 102.4 (23.5)" "0.1 - 140.4 (19.2)"
[1] "hr=" "1.8"
D72V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  19P LOSS MUTATED         7        0        1         5         0         0
  19P LOSS WILD-TYPE      65        1       27       126         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  19P LOSS MUTATED           3          1          3          7        7
  19P LOSS WILD-TYPE        18         11         52         31       36
                    vv
clus                 STAGE IVA STAGE IVB
  19P LOSS MUTATED           4         1
  19P LOSS WILD-TYPE        14         1
D72V3, multiclass
            clus
vv           19P LOSS MUTATED 19P LOSS WILD-TYPE
  STAGE I                   7                 65
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 5                126
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 3                 18
  STAGE IIIA                1                 11
  STAGE IIIB                3                 52
  STAGE IIIC                7                 31
  STAGE IV                  7                 36
  STAGE IVA                 4                 14
  STAGE IVB                 1                  1
[1] 13  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     1   7  27   4
  19P LOSS WILD-TYPE  10  69 273  47
D72V4, multiclass
    clus
vv   19P LOSS MUTATED 19P LOSS WILD-TYPE
  T1                1                 10
  T2                7                 69
  T3               27                273
  T4                4                 47
[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                  N0  N1  N2
  19P LOSS MUTATED    15   9  15
  19P LOSS WILD-TYPE 241  94  64
D72V5, multiclass
    clus
vv   19P LOSS MUTATED 19P LOSS WILD-TYPE
  N0               15                241
  N1                9                 94
  N2               15                 64
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  19P LOSS MUTATED    21   8   3   1   5
  19P LOSS WILD-TYPE 299  44   5   1  45
D72V6, multiclass
     clus
vv    19P LOSS MUTATED 19P LOSS WILD-TYPE
  M0                21                299
  M1                 8                 44
  M1A                3                  5
  M1B                1                  1
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D72V7, binary
                    cls
clus                   0   1
  19P LOSS MUTATED    19  20
  19P LOSS WILD-TYPE 188 212
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED     19   20
  19P LOSS WILD-TYPE  188  212
        clus
vv       19P LOSS MUTATED 19P LOSS WILD-TYPE
  FEMALE               19                188
  MALE                 20                212
[1] 2 2
[1] FALSE
D72V8, binary
                    cls
clus                   0   1
  19P LOSS MUTATED    31   7
  19P LOSS WILD-TYPE 347  52
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED     31    7
  19P LOSS WILD-TYPE  347   52
                               clus
vv                              19P LOSS MUTATED 19P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        31                347
  COLON MUCINOUS ADENOCARCINOMA                7                 52
[1] 2 2
[1] FALSE
D72V9, binary
                    cls
clus                   0   1
  19P LOSS MUTATED     1  38
  19P LOSS WILD-TYPE   2 398
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19P LOSS MUTATED      1   38
  19P LOSS WILD-TYPE    2  398
     clus
vv    19P LOSS MUTATED 19P LOSS WILD-TYPE
  NO                 1                  2
  YES               38                398
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  19P LOSS MUTATED    24   0   4   3
  19P LOSS WILD-TYPE 289   3  20  22
D72V10, multiclass
    clus
vv   19P LOSS MUTATED 19P LOSS WILD-TYPE
  R0               24                289
  R1                0                  3
  R2                4                 20
  RX                3                 22
[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"
D72V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  19P LOSS MUTATED                                  0     1
  19P LOSS WILD-TYPE                                1    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  19P LOSS MUTATED                           4    15
  19P LOSS WILD-TYPE                        46   196
D72V12, multiclass
                                  clus
vv                                 19P LOSS MUTATED 19P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       4                 46
  WHITE                                          15                196
[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"

Clustering(73) Variable = 19Q LOSS MUTATION ANALYSIS
D73V1, survival
                    sevent
clus2                  0   1
  19Q LOSS MUTATED    24  11
  19Q LOSS WILD-TYPE 311  76
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                35                387 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
                11                 76 
$`19Q LOSS MUTATED`
TCGA-A6-3807 TCGA-AA-3538 TCGA-AA-3556 TCGA-AA-3562 TCGA-AA-3666 TCGA-AA-3692 
       34.65        26.01        23.01        19.99         2.01        36.00 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3941 TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-A004 
       17.03        24.03        24.00         2.01         2.01        13.94 
TCGA-AA-A00Z TCGA-AA-A01D TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A02F TCGA-AA-A02W 
       21.99         0.99        33.04        26.01        39.98        41.00 
TCGA-AZ-4616 TCGA-AZ-4684 TCGA-CA-5797 TCGA-CK-4948 TCGA-CK-5912 TCGA-CM-5862 
        5.13        65.00         3.29       102.44        48.20         5.03 
TCGA-CM-6675 TCGA-D5-5537 TCGA-D5-6533 TCGA-DM-A1DB TCGA-DM-A285 TCGA-F4-6704 
       13.05        14.99         1.32        44.32         6.12         1.55 
TCGA-F4-6808 TCGA-G4-6295 TCGA-G4-6317 TCGA-NH-A50U TCGA-RU-A8FL 
       33.67         8.35        36.00        10.98        30.28 

$`19Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3810 
       13.94        15.52        37.05        37.25        16.04        36.53 
TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 
       14.53        32.45        32.91        31.63        30.44        29.19 
TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 
       33.53        23.61        22.09        22.06        32.71        29.16 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 
       27.09        22.52        24.13         8.38        25.08        25.18 
TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 
       24.16        20.61        21.76        24.69        24.39        23.87 
TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 
       20.12        19.66        20.28        16.24        24.92        61.84 
TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 
       52.44         9.63         5.03         1.02         3.02         1.02 
TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 
       37.05         1.02        35.01        58.03        63.98         6.97 
TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 TCGA-AA-3520 
        1.02        13.02        38.99         1.02         9.07        24.03 
TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 
       37.05        36.03         8.05        19.07        19.07        34.03 
TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 
       29.00        29.00        12.99         0.99        14.01        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3558 
       21.01        13.02        24.00        17.95        29.95        20.98 
TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 
       19.99        13.94        61.02        78.08         6.05         6.97 
TCGA-AA-3664 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
       54.02        14.01         0.92        50.04        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3696 
       15.02        11.01         5.98        37.05        19.00         5.03 
TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 
       85.05        26.99        19.04         0.99         0.99        35.05 
TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 
        0.99        25.02         1.02        17.98        15.95        38.99 
TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 
       36.95        37.02        14.93        17.03         0.99        33.07 
TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 
       36.03        32.05         0.99        31.07        31.07        53.00 
TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 
       27.02        29.98        18.05        31.00         2.01        12.99 
TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 
       33.01        26.01        24.00        20.98        34.03        21.99 
TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 
       16.08        50.99        13.05        34.06        26.01        25.02 
TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A00A 
       24.00        27.02        19.07         7.96        27.02        38.04 
TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       19.00        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W 
        4.01        27.02        42.02         0.99        17.03        14.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       34.98        15.02        15.02        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V 
       31.00        38.07         1.02        35.01         1.02        35.01 
TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02H TCGA-AA-A02J 
       37.02        39.06        51.98         2.96         2.01         5.03 
TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 
        0.92        22.03        39.98        18.05        40.96         0.07 
TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 
       21.37         4.21        56.55         0.79         0.72         1.58 
TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 
        1.02         0.10         0.76         0.20         0.43         0.46 
TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 
        0.92        14.50        27.09        16.31         0.95        15.75 
TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK 
        0.20        21.44        17.82         5.19         5.52         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       83.80        22.36        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 
        1.94         2.24         3.06         2.14         3.25         0.07 
TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4950 
        0.26         0.33         0.10         1.35        17.56        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 
       70.16        15.62        51.32        21.99        21.14         2.93 
TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 
        2.01       124.27        23.05        20.02        37.02         8.02 
TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 
       26.04         8.02        27.02        13.02        29.06        22.03 
TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5864 
       22.98        30.08        16.01        15.02        15.02        15.02 
TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 
       17.03        15.02        12.00        14.04        29.03        16.04 
TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 
       21.99        14.99        12.99        13.02        15.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       11.01        12.95        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 
       12.03        12.26        19.59        13.51        11.51        20.19 
TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       20.42        17.75        18.25         7.92        15.12        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 
       11.64        13.41         1.51        12.00        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1HA TCGA-DM-A1HB 
       13.32        12.59       140.38         7.50       131.51       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28A TCGA-DM-A28C TCGA-DM-A28E 
        7.76       139.17        14.04        26.47        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 
       16.31        29.59        16.24         1.28         0.53        35.41 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
       19.43       107.67        28.21        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6320 TCGA-G4-6321 
       45.11        39.42        35.93        36.72        26.43        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       26.04        13.78        35.80        26.17        91.79        46.75 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GA 
       47.15        52.80         4.11        10.52         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.59         1.32         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-WS-AB45 
        6.64        14.76        67.00 

  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
              0.99               0.07 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
            102.44             140.38 
  19Q LOSS MUTATED 19Q LOSS WILD-TYPE 
             21.99              19.43 
[1] "1.0 - 102.4 (22.0)" "0.1 - 140.4 (19.4)"
[1] "hr=" "1.7"
D73V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  19Q LOSS MUTATED         6        0        1         6         0         0
  19Q LOSS WILD-TYPE      66        1       27       125         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  19Q LOSS MUTATED           3          1          2          6        6
  19Q LOSS WILD-TYPE        18         11         53         32       37
                    vv
clus                 STAGE IVA STAGE IVB
  19Q LOSS MUTATED           4         1
  19Q LOSS WILD-TYPE        14         1
D73V3, multiclass
            clus
vv           19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  STAGE I                   6                 66
  STAGE IA                  0                  1
  STAGE II                  1                 27
  STAGE IIA                 6                125
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 3                 18
  STAGE IIIA                1                 11
  STAGE IIIB                2                 53
  STAGE IIIC                6                 32
  STAGE IV                  6                 37
  STAGE IVA                 4                 14
  STAGE IVB                 1                  1
[1] 13  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   6  25   4
  19Q LOSS WILD-TYPE  10  70 275  47
D73V4, multiclass
    clus
vv   19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  T1                1                 10
  T2                6                 70
  T3               25                275
  T4                4                 47
[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                  N0  N1  N2
  19Q LOSS MUTATED    15   7  14
  19Q LOSS WILD-TYPE 241  96  65
D73V5, multiclass
    clus
vv   19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  N0               15                241
  N1                7                 96
  N2               14                 65
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  19Q LOSS MUTATED    20   7   3   1   5
  19Q LOSS WILD-TYPE 300  45   5   1  45
D73V6, multiclass
     clus
vv    19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  M0                20                300
  M1                 7                 45
  M1A                3                  5
  M1B                1                  1
  MX                 5                 45
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D73V7, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED    18  18
  19Q LOSS WILD-TYPE 189 214
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED     18   18
  19Q LOSS WILD-TYPE  189  214
        clus
vv       19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  FEMALE               18                189
  MALE                 18                214
[1] 2 2
[1] FALSE
D73V8, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED    29   6
  19Q LOSS WILD-TYPE 349  53
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED     29    6
  19Q LOSS WILD-TYPE  349   53
                               clus
vv                              19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        29                349
  COLON MUCINOUS ADENOCARCINOMA                6                 53
[1] 2 2
[1] FALSE
D73V9, binary
                    cls
clus                   0   1
  19Q LOSS MUTATED     1  35
  19Q LOSS WILD-TYPE   2 401
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  19Q LOSS MUTATED      1   35
  19Q LOSS WILD-TYPE    2  401
     clus
vv    19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  NO                 1                  2
  YES               35                401
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  19Q LOSS MUTATED    23   0   4   3
  19Q LOSS WILD-TYPE 290   3  20  22
D73V10, multiclass
    clus
vv   19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  R0               23                290
  R1                0                  3
  R2                4                 20
  RX                3                 22
[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"
D73V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  19Q LOSS MUTATED                                  1     1
  19Q LOSS WILD-TYPE                                0    10
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  19Q LOSS MUTATED                           3    13
  19Q LOSS WILD-TYPE                        47   198
D73V12, multiclass
                                  clus
vv                                 19Q LOSS MUTATED 19Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           1                 10
  BLACK OR AFRICAN AMERICAN                       3                 47
  WHITE                                          13                198
[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"

Clustering(74) Variable = 20P LOSS MUTATION ANALYSIS
D74V1, survival
                    sevent
clus2                  0   1
  20P LOSS MUTATED    35   7
  20P LOSS WILD-TYPE 300  80
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                42                380 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
                 7                 80 
$`20P LOSS MUTATED`
TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6140 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3538 
       32.71        29.16        24.13        38.99         9.07        26.01 
TCGA-AA-3553 TCGA-AA-3681 TCGA-AA-3841 TCGA-AA-3855 TCGA-AA-3867 TCGA-AA-3952 
       24.00         5.98        36.95        32.05        24.03         2.01 
TCGA-AA-3966 TCGA-AA-A00F TCGA-AA-A00Q TCGA-AA-A01Z TCGA-AA-A03J TCGA-AZ-4308 
        2.01        34.03        42.02        37.02        40.96        75.25 
TCGA-AZ-6606 TCGA-CK-5914 TCGA-CK-6748 TCGA-CM-5344 TCGA-CM-5349 TCGA-CM-6168 
       11.74        21.99         2.01        22.03        30.08        12.99 
TCGA-CM-6170 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6534 TCGA-D5-6898 TCGA-D5-6923 
       15.02        13.51        11.51         7.92         7.53        12.43 
TCGA-DM-A0XF TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-F4-6809 TCGA-F4-6854 TCGA-G4-6295 
       38.20        92.75        49.91         1.28         0.53         8.35 
TCGA-G4-6298 TCGA-G4-6317 TCGA-G4-6320 TCGA-NH-A50V TCGA-NH-A8F7 TCGA-RU-A8FL 
       23.51        36.00        26.43        10.52         5.19        30.28 

$`20P LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-6137 
       29.19        33.53        23.61        22.09        22.06        27.09 
TCGA-A6-6138 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 
       22.52         8.38        25.08        25.18        24.16        20.61 
TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 
       21.76        24.69        24.39        23.87        20.12        19.66 
TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU 
       20.28        16.24        24.92        61.84        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 
        1.02        24.03        37.05        36.03         8.05        19.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 
       19.07        34.03        29.00        29.00        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3554 TCGA-AA-3555 
       14.01        33.99        21.01        13.02        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 
       23.01        20.98        19.99        13.94        19.99        61.02 
TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 
       78.08         6.05         6.97        54.02         2.01        14.01 
TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
        0.92        50.04        47.05        47.01        15.02        11.01 
TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       37.05        19.00        36.00         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 
       19.04         0.99         0.99        35.05         0.99        25.02 
TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3844 
        1.02        17.98        15.95        38.99        37.02        14.93 
TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 
       17.03         0.99        33.07        36.03         0.99        31.07 
TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       31.07        53.00        17.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 
       31.00         2.01        12.99        24.00        33.01        26.01 
TCGA-AA-3950 TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 
       24.00        20.98        34.03        21.99        16.08        50.99 
TCGA-AA-3973 TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 
       13.05        34.06        26.01        25.02        24.00        27.02 
TCGA-AA-3986 TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D 
       19.07         7.96        27.02        13.94        38.04        19.00 
TCGA-AA-A00E TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       30.02        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 TCGA-AA-A017 
        0.99        17.03        14.99        21.99        34.98        15.02 
TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01K 
       15.02         0.99        32.02        12.00        31.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V 
       38.07         1.02        35.01         1.02        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02F TCGA-AA-A02H 
       26.01        39.06        51.98         2.96        39.98         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 
        0.07        21.37         4.21        56.55         0.79         0.72 
TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK 
        1.58         1.02         0.10         0.76         0.20         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 
        0.46         0.92        14.50        27.09        16.31         0.95 
TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D 
       15.75         0.20        21.44        17.82         5.19         5.52 
TCGA-AY-A8YK TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
        6.87        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4616 TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 
        5.13        83.80        22.36        65.00        62.79        61.41 
TCGA-AZ-6598 TCGA-AZ-6599 TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 
       49.41         6.77        12.10       100.01        29.56         5.23 
TCGA-AZ-6607 TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 
        3.19         1.94         2.24         3.06         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 
        3.29         0.07         0.26         0.33         0.10         1.35 
TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 
       17.56       102.44        40.34        70.16        15.62        48.20 
TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 
       51.32        21.14         2.93       124.27        23.05        20.02 
TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 
       37.02         8.02        26.04         8.02        27.02        13.02 
TCGA-CM-5341 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 
       29.06        22.98        16.01        15.02         5.03        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 
       15.02        17.03        15.02        12.00        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6172 
       16.04        21.99        14.99        13.02        14.04        11.01 
TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 
       12.95        13.05        11.08        11.08        11.01        10.06 
TCGA-CM-6680 TCGA-D5-5537 TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-6529 TCGA-D5-6530 
       12.03        14.99        12.26        19.59        20.19        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 
       17.75        18.25         1.32        15.12        17.85         4.50 
TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 
       17.13        12.49        16.14        15.58        12.39        10.13 
TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 
       14.30         9.04         9.44        11.64        13.41         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A1D0 
       12.00        11.38        10.26       119.70        24.43       130.65 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
        6.18        35.87         1.55        16.31        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 
       33.67        35.41        19.43       107.67        28.21        82.39 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 
       74.56        43.07        61.87        53.62        44.68        55.04 
TCGA-G4-6309 TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6321 
       51.75        45.11        39.42        35.93        36.72        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       26.04        13.78        35.80        26.17        91.79        46.75 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A5IV TCGA-NH-A6GA 
       47.15        52.80         4.11        10.98         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 
        5.59         1.32         5.49        26.99        17.29         6.64 
TCGA-QG-A5Z2 TCGA-WS-AB45 
       14.76        67.00 

  20P LOSS MUTATED 20P LOSS WILD-TYPE 
              0.53               0.07 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
             92.75             140.38 
  20P LOSS MUTATED 20P LOSS WILD-TYPE 
            23.755             19.070 
[1] "0.5 - 92.8 (23.8)"  "0.1 - 140.4 (19.1)"
[1] "hr=" "1.2"
D74V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  20P LOSS MUTATED         7        0        2        12         0         1
  20P LOSS WILD-TYPE      65        1       26       119         8         0
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  20P LOSS MUTATED           3          0          9          4        4
  20P LOSS WILD-TYPE        18         12         46         34       39
                    vv
clus                 STAGE IVA STAGE IVB
  20P LOSS MUTATED           1         0
  20P LOSS WILD-TYPE        17         2
D74V3, multiclass
            clus
vv           20P LOSS MUTATED 20P LOSS WILD-TYPE
  STAGE I                   7                 65
  STAGE IA                  0                  1
  STAGE II                  2                 26
  STAGE IIA                12                119
  STAGE IIB                 0                  8
  STAGE IIC                 1                  0
  STAGE III                 3                 18
  STAGE IIIA                0                 12
  STAGE IIIB                9                 46
  STAGE IIIC                4                 34
  STAGE IV                  4                 39
  STAGE IVA                 1                 17
  STAGE IVB                 0                  2
[1] 13  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     0   7  31   5
  20P LOSS WILD-TYPE  11  69 269  46
D74V4, multiclass
    clus
vv   20P LOSS MUTATED 20P LOSS WILD-TYPE
  T1                0                 11
  T2                7                 69
  T3               31                269
  T4                5                 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                  N0  N1  N2
  20P LOSS MUTATED    22  13   8
  20P LOSS WILD-TYPE 234  90  71
D74V5, multiclass
    clus
vv   20P LOSS MUTATED 20P LOSS WILD-TYPE
  N0               22                234
  N1               13                 90
  N2                8                 71
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  20P LOSS MUTATED    31   5   0   0   7
  20P LOSS WILD-TYPE 289  47   8   2  43
D74V6, multiclass
     clus
vv    20P LOSS MUTATED 20P LOSS WILD-TYPE
  M0                31                289
  M1                 5                 47
  M1A                0                  8
  M1B                0                  2
  MX                 7                 43
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D74V7, binary
                    cls
clus                   0   1
  20P LOSS MUTATED    22  21
  20P LOSS WILD-TYPE 185 211
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED     22   21
  20P LOSS WILD-TYPE  185  211
        clus
vv       20P LOSS MUTATED 20P LOSS WILD-TYPE
  FEMALE               22                185
  MALE                 21                211
[1] 2 2
[1] FALSE
D74V8, binary
                    cls
clus                   0   1
  20P LOSS MUTATED    38   5
  20P LOSS WILD-TYPE 340  54
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED     38    5
  20P LOSS WILD-TYPE  340   54
                               clus
vv                              20P LOSS MUTATED 20P LOSS WILD-TYPE
  COLON ADENOCARCINOMA                        38                340
  COLON MUCINOUS ADENOCARCINOMA                5                 54
[1] 2 2
[1] FALSE
D74V9, binary
                    cls
clus                   0   1
  20P LOSS MUTATED     0  43
  20P LOSS WILD-TYPE   3 393
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20P LOSS MUTATED      0   43
  20P LOSS WILD-TYPE    3  393
     clus
vv    20P LOSS MUTATED 20P LOSS WILD-TYPE
  NO                 0                  3
  YES               43                393
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  20P LOSS MUTATED    31   0   2   2
  20P LOSS WILD-TYPE 282   3  22  23
D74V10, multiclass
    clus
vv   20P LOSS MUTATED 20P LOSS WILD-TYPE
  R0               31                282
  R1                0                  3
  R2                2                 22
  RX                2                 23
[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"
D74V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  20P LOSS MUTATED                                  0     0
  20P LOSS WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  20P LOSS MUTATED                           5    23
  20P LOSS WILD-TYPE                        45   188
D74V12, multiclass
                                  clus
vv                                 20P LOSS MUTATED 20P LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                0                  1
  ASIAN                                           0                 11
  BLACK OR AFRICAN AMERICAN                       5                 45
  WHITE                                          23                188
[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"

Clustering(75) Variable = 20Q LOSS MUTATION ANALYSIS
D75V1, survival
                    sevent
clus2                  0   1
  20Q LOSS MUTATED     3   1
  20Q LOSS WILD-TYPE 332  86
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 4                418 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 1                 86 
$`20Q LOSS MUTATED`
TCGA-AA-3681 TCGA-AA-3952 TCGA-CM-6168 TCGA-NH-A50V 
        5.98         2.01        12.99        10.52 

$`20Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 
       23.38        17.79        42.28        44.91        35.11        45.60 
TCGA-A6-2682 TCGA-A6-2683 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 
       13.94        15.52        37.05        37.25        16.04        34.65 
TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 
       36.53        14.53        32.45        32.91        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 
       29.19        33.53        23.61        22.09        22.06        32.71 
TCGA-A6-5667 TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 
       29.16        27.09        22.52        24.13         8.38        25.08 
TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 
       25.18        24.16        20.61        21.76        24.69        24.39 
TCGA-A6-6654 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       23.87        20.12        19.66        20.28        16.24        24.92 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 
       61.84        52.44         9.63         5.03         1.02         3.02 
TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 
        1.02        37.05         1.02        35.01        58.03        63.98 
TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3517 TCGA-AA-3518 TCGA-AA-3519 
        6.97         1.02        13.02        38.99         1.02         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
       24.03        37.05        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 
       14.01        33.99        21.01        13.02        24.00        17.95 
TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3562 
       29.95        23.01        20.98        19.99        13.94        19.99 
TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 
       61.02        78.08         6.05         6.97        54.02         2.01 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 
       14.01         0.92        50.04        47.05        47.01        15.02 
TCGA-AA-3680 TCGA-AA-3685 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 
       11.01        37.05        19.00        36.00         5.03        85.05 
TCGA-AA-3710 TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 
       26.99        19.04         0.99         0.99        35.05         0.99 
TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3837 TCGA-AA-3841 
       25.02         1.02        17.98        15.95        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 
       37.02        14.93        17.03         0.99        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3866 
       32.05         0.99        31.07        31.07        53.00        17.03 
TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 TCGA-AA-3877 TCGA-AA-3930 
       24.03        27.02        29.98        18.05        31.00         2.01 
TCGA-AA-3939 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 TCGA-AA-3955 
       12.99        24.00        33.01        26.01        24.00        20.98 
TCGA-AA-3956 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 
       34.03         2.01        21.99        16.08        50.99        13.05 
TCGA-AA-3975 TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 
       34.06        26.01        25.02        24.00        27.02        19.07 
TCGA-AA-3989 TCGA-AA-3994 TCGA-AA-A004 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
        7.96        27.02        13.94        38.04        19.00        30.02 
TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00O 
       34.03        18.05        18.05        17.03         4.01        27.02 
TCGA-AA-A00Q TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z TCGA-AA-A010 
       42.02         0.99        17.03        14.99        21.99        34.98 
TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       15.02        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T 
       31.00        38.07         1.02        35.01         1.02        33.04 
TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E 
       35.01        26.01        37.02        39.06        51.98         2.96 
TCGA-AA-A02F TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W 
       39.98         2.01         5.03         0.92        22.03        41.00 
TCGA-AA-A02Y TCGA-AA-A03F TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       39.98        18.05        40.96         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 
       56.55         0.79         0.72         1.58         1.02         0.10 
TCGA-AD-6964 TCGA-AD-6965 TCGA-AD-A5EK TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-3779 
        0.76         0.20         0.43         0.46         0.92        14.50 
TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6196 TCGA-AY-6197 
       27.09        16.31         0.95        15.75         0.20        21.44 
TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A69D TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       17.82         5.19         5.52         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6606 TCGA-AZ-6607 
       12.10       100.01        29.56         5.23        11.74         3.19 
TCGA-AZ-6608 TCGA-CA-5254 TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-5797 
        1.94         2.24         3.06         2.14         3.25         3.29 
TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 
        0.07         0.26         0.33         0.10         1.35        17.56 
TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5912 TCGA-CK-5913 
      102.44        40.34        70.16        15.62        48.20        51.32 
TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 TCGA-CK-6751 TCGA-CM-4743 
       21.99        21.14         2.93         2.01       124.27        23.05 
TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 TCGA-CM-4751 
       20.02        37.02         8.02        26.04         8.02        27.02 
TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 TCGA-CM-5860 
       13.02        29.06        22.03        22.98        30.08        16.01 
TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 
       15.02         5.03        15.02        15.02        17.03        15.02 
TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 
       12.00        14.04        29.03        16.04        21.99        14.99 
TCGA-CM-6169 TCGA-CM-6170 TCGA-CM-6171 TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 
       13.02        15.02        14.04        11.01        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5537 
       11.08        11.08        11.01        10.06        12.03        14.99 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 
       12.26        19.59        13.51        11.51        20.19        20.42 
TCGA-D5-6531 TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 
       17.75        18.25         1.32         7.92        15.12        17.85 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 
        4.50        17.13        12.49        16.14        15.58         7.53 
TCGA-D5-6920 TCGA-D5-6922 TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 
       12.39        10.13        12.43        14.30         9.04         9.44 
TCGA-D5-6928 TCGA-D5-6929 TCGA-D5-6930 TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 
       11.64        13.41         1.51        12.00        11.38        10.26 
TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D6 
      119.70        24.43        38.20       130.65        92.75        49.91 
TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HA 
       13.32        12.59       140.38         7.50        44.32       131.51 
TCGA-DM-A1HB TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28A 
      135.65         7.76       139.17         6.12        14.04        26.47 
TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K 
       81.37       119.93        35.97        60.79       117.07        98.24 
TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 
       95.18         8.61        13.38        11.11        13.64        13.45 
TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 
        6.18        35.87         1.55        16.31        29.59        16.24 
TCGA-F4-6808 TCGA-F4-6809 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 
       33.67         1.28         0.53        35.41        19.43       107.67 
TCGA-G4-6294 TCGA-G4-6295 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 
       28.21         8.35        82.39        23.51        74.56        43.07 
TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6310 
       61.87        53.62        44.68        55.04        51.75        45.11 
TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 
       39.42        35.93        36.72        36.00        26.43        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 
       26.04        13.78        35.80        26.17        91.79        46.75 
TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50U TCGA-NH-A5IV TCGA-NH-A6GA 
       47.15        52.80         4.11        10.98         2.79         5.98 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YV TCGA-QG-A5YX 
        5.59         1.32         5.19         5.49        26.99        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
              2.01               0.07 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
             12.99             140.38 
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
              8.25              19.99 
[1] "2.0 - 13.0 (8.2)"   "0.1 - 140.4 (20.0)"
[1] "hr=" "3.1"
D75V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  20Q LOSS MUTATED         0        0        0         1         0         0
  20Q LOSS WILD-TYPE      72        1       28       130         8         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  20Q LOSS MUTATED           1          0          1          1        0
  20Q LOSS WILD-TYPE        20         12         54         37       43
                    vv
clus                 STAGE IVA STAGE IVB
  20Q LOSS MUTATED           0         0
  20Q LOSS WILD-TYPE        18         2
D75V3, multiclass
            clus
vv           20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  STAGE I                   0                 72
  STAGE IA                  0                  1
  STAGE II                  0                 28
  STAGE IIA                 1                130
  STAGE IIB                 0                  8
  STAGE IIC                 0                  1
  STAGE III                 1                 20
  STAGE IIIA                0                 12
  STAGE IIIB                1                 54
  STAGE IIIC                1                 37
  STAGE IV                  0                 43
  STAGE IVA                 0                 18
  STAGE IVB                 0                  2
[1] 13  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     0   0   4   0
  20Q LOSS WILD-TYPE  11  76 296  51
D75V4, multiclass
    clus
vv   20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  T1                0                 11
  T2                0                 76
  T3                4                296
  T4                0                 51
[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                  N0  N1  N2
  20Q LOSS MUTATED     1   1   2
  20Q LOSS WILD-TYPE 255 102  77
D75V5, multiclass
    clus
vv   20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  N0                1                255
  N1                1                102
  N2                2                 77
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  20Q LOSS MUTATED     4   0   0   0   0
  20Q LOSS WILD-TYPE 316  52   8   2  50
D75V6, multiclass
     clus
vv    20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  M0                 4                316
  M1                 0                 52
  M1A                0                  8
  M1B                0                  2
  MX                 0                 50
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D75V7, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     2   2
  20Q LOSS WILD-TYPE 205 230
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      2    2
  20Q LOSS WILD-TYPE  205  230
        clus
vv       20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  FEMALE                2                205
  MALE                  2                230
[1] 2 2
[1] FALSE
D75V8, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     4   0
  20Q LOSS WILD-TYPE 374  59
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      4    0
  20Q LOSS WILD-TYPE  374   59
                               clus
vv                              20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                         4                374
  COLON MUCINOUS ADENOCARCINOMA                0                 59
[1] 2 2
[1] FALSE
D75V9, binary
                    cls
clus                   0   1
  20Q LOSS MUTATED     0   4
  20Q LOSS WILD-TYPE   3 432
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  20Q LOSS MUTATED      0    4
  20Q LOSS WILD-TYPE    3  432
     clus
vv    20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  NO                 0                  3
  YES                4                432
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  20Q LOSS MUTATED     4   0   0   0
  20Q LOSS WILD-TYPE 309   3  24  25
D75V10, multiclass
    clus
vv   20Q LOSS MUTATED 20Q LOSS WILD-TYPE
  R0                4                309
  R1                0                  3
  R2                0                 24
  RX                0                 25
[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"
D75V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  20Q LOSS MUTATED                                  0     0
  20Q LOSS WILD-TYPE                                1    11
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  20Q LOSS MUTATED                           2     0
  20Q LOSS WILD-TYPE                        48   211
D75V12, multiclass
[1] "Remove cluster labels:" "20Q LOSS MUTATED"      
clus
  20Q LOSS MUTATED 20Q LOSS WILD-TYPE 
                 2                271 
        TCGA-3L-AA1B         TCGA-4T-AA8H         TCGA-A6-2671 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-2672         TCGA-A6-2674         TCGA-A6-2675 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-2676         TCGA-A6-2677         TCGA-A6-2678 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-2679         TCGA-A6-2680         TCGA-A6-2681 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-2682         TCGA-A6-2683         TCGA-A6-2684 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-2685         TCGA-A6-2686         TCGA-A6-3807 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-3810         TCGA-A6-4105         TCGA-A6-4107 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-5656         TCGA-A6-5657         TCGA-A6-5659 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-5660         TCGA-A6-5661         TCGA-A6-5662 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-5664         TCGA-A6-5665         TCGA-A6-5666 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-5667         TCGA-A6-6137         TCGA-A6-6138 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-6140         TCGA-A6-6141         TCGA-A6-6142 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-6648         TCGA-A6-6649         TCGA-A6-6650 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-6651         TCGA-A6-6652         TCGA-A6-6653 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-6654         TCGA-A6-6780         TCGA-A6-6781 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-6782         TCGA-A6-A565         TCGA-A6-A566 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-A6-A567         TCGA-A6-A56B         TCGA-A6-A5ZU 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AD-5900         TCGA-AD-6548         TCGA-AD-6888 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AD-6889         TCGA-AD-6890         TCGA-AD-6895 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AD-6899         TCGA-AD-6901         TCGA-AD-6963 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AD-6964         TCGA-AD-6965         TCGA-AD-A5EJ 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AD-A5EK         TCGA-AM-5820         TCGA-AM-5821 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AU-3779         TCGA-AU-6004         TCGA-AY-4070 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AY-4071         TCGA-AY-5543         TCGA-AY-6196 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AY-6197         TCGA-AY-6386         TCGA-AY-A54L 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AY-A69D         TCGA-AY-A8YK         TCGA-AZ-4308 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-4313         TCGA-AZ-4315         TCGA-AZ-4323 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-4614         TCGA-AZ-4615         TCGA-AZ-4616 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-4681         TCGA-AZ-4682         TCGA-AZ-4684 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-5403         TCGA-AZ-5407         TCGA-AZ-6598 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-6599         TCGA-AZ-6600         TCGA-AZ-6601 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-6603         TCGA-AZ-6605         TCGA-AZ-6606 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-AZ-6607         TCGA-AZ-6608         TCGA-CA-5254 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CA-5255         TCGA-CA-5256         TCGA-CA-5796 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CA-5797         TCGA-CA-6715         TCGA-CA-6716 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CA-6717         TCGA-CA-6718         TCGA-CA-6719 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CK-4947         TCGA-CK-4948         TCGA-CK-4950 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CK-4951         TCGA-CK-4952         TCGA-CK-5912 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CK-5913         TCGA-CK-5914         TCGA-CK-5915 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CK-5916         TCGA-CK-6746         TCGA-CK-6747 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CK-6748         TCGA-CK-6751         TCGA-CM-4743 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-4744         TCGA-CM-4746         TCGA-CM-4747 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-4748         TCGA-CM-4750         TCGA-CM-4751 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-4752         TCGA-CM-5341         TCGA-CM-5344 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-5348         TCGA-CM-5349         TCGA-CM-5860 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-5861         TCGA-CM-5862         TCGA-CM-5863 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-5864         TCGA-CM-5868         TCGA-CM-6161 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-6162         TCGA-CM-6163         TCGA-CM-6164 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-6165         TCGA-CM-6166         TCGA-CM-6167 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-6169         TCGA-CM-6170         TCGA-CM-6171 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-6172         TCGA-CM-6674         TCGA-CM-6675 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-6676         TCGA-CM-6677         TCGA-CM-6678 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-CM-6679         TCGA-CM-6680         TCGA-D5-5537 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-5538         TCGA-D5-5539         TCGA-D5-5540 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-5541         TCGA-D5-6529         TCGA-D5-6530 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6531         TCGA-D5-6532         TCGA-D5-6533 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6534         TCGA-D5-6535         TCGA-D5-6536 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6537         TCGA-D5-6538         TCGA-D5-6539 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6540         TCGA-D5-6541         TCGA-D5-6898 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6920         TCGA-D5-6922         TCGA-D5-6923 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6924         TCGA-D5-6926         TCGA-D5-6927 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6928         TCGA-D5-6929         TCGA-D5-6930 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-D5-6931         TCGA-D5-6932         TCGA-D5-7000 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A0X9         TCGA-DM-A0XD         TCGA-DM-A0XF 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A1D0         TCGA-DM-A1D4         TCGA-DM-A1D6 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A1D7         TCGA-DM-A1D8         TCGA-DM-A1D9 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A1DA         TCGA-DM-A1DB         TCGA-DM-A1HA 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A1HB         TCGA-DM-A280         TCGA-DM-A282 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A285         TCGA-DM-A288         TCGA-DM-A28A 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A28C         TCGA-DM-A28E         TCGA-DM-A28F 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A28G         TCGA-DM-A28H         TCGA-DM-A28K 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-DM-A28M         TCGA-F4-6459         TCGA-F4-6460 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-F4-6461         TCGA-F4-6463         TCGA-F4-6569 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-F4-6570         TCGA-F4-6703         TCGA-F4-6704 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-F4-6805         TCGA-F4-6806         TCGA-F4-6807 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-F4-6808         TCGA-F4-6809         TCGA-F4-6854 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-F4-6855         TCGA-F4-6856         TCGA-G4-6293 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6294         TCGA-G4-6295         TCGA-G4-6297 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6298         TCGA-G4-6299         TCGA-G4-6302 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6303         TCGA-G4-6304         TCGA-G4-6306 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6307         TCGA-G4-6309         TCGA-G4-6310 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6311         TCGA-G4-6314         TCGA-G4-6315 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6317         TCGA-G4-6320         TCGA-G4-6321 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6322         TCGA-G4-6323         TCGA-G4-6586 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6588         TCGA-G4-6625         TCGA-G4-6626 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-G4-6627         TCGA-G4-6628         TCGA-NH-A50T 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-NH-A50U         TCGA-NH-A5IV         TCGA-NH-A6GA 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-NH-A6GB         TCGA-NH-A6GC         TCGA-NH-A8F7 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-NH-A8F8         TCGA-QG-A5YV         TCGA-QG-A5YX 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-QG-A5Z1         TCGA-QG-A5Z2         TCGA-RU-A8FL 
"20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" "20Q LOSS WILD-TYPE" 
        TCGA-WS-AB45 
"20Q LOSS WILD-TYPE" 

Clustering(76) Variable = 21Q LOSS MUTATION ANALYSIS
D76V1, survival
                    sevent
clus2                  0   1
  21Q LOSS MUTATED    92  22
  21Q LOSS WILD-TYPE 243  65
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
               114                308 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
                22                 65 
$`21Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2674 TCGA-A6-2684 TCGA-A6-4105 TCGA-A6-5659 TCGA-A6-5665 
       37.02        43.76        37.05        14.53        30.44        22.06 
TCGA-A6-5667 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6782 
       29.16        20.61        21.76        24.39        23.87        20.28 
TCGA-A6-A567 TCGA-A6-A5ZU TCGA-AA-3488 TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 
       61.84         9.63         5.03         6.97        38.99         9.07 
TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3538 TCGA-AA-3560 TCGA-AA-3660 TCGA-AA-3685 
       19.07        34.03        26.01        19.99        78.08        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3811 TCGA-AA-3837 TCGA-AA-3842 TCGA-AA-3844 
       19.00        36.00         0.99        38.99        37.02        14.93 
TCGA-AA-3848 TCGA-AA-3856 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3875 TCGA-AA-3941 
        0.99         0.99        17.03        24.03        18.05        24.00 
TCGA-AA-3955 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3989 TCGA-AA-A004 TCGA-AA-A00L 
       20.98         2.01        21.99         7.96        13.94        17.03 
TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00Z TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01F 
       27.02        42.02        21.99        15.02         0.99        32.02 
TCGA-AA-A01K TCGA-AA-A029 TCGA-AA-A02F TCGA-AA-A02W TCGA-AD-6890 TCGA-AD-6901 
       31.00        51.98        39.98        41.00         0.79         1.02 
TCGA-AD-6965 TCGA-AD-A5EK TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-6196 TCGA-AY-A69D 
        0.20         0.43        14.50        16.31         0.20         5.52 
TCGA-AZ-4616 TCGA-AZ-4684 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 
        5.13        65.00        12.10        29.56         5.23         3.19 
TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5797 TCGA-CA-6716 TCGA-CK-5912 TCGA-CK-5914 
        2.24         2.14         3.29         0.26        48.20        21.99 
TCGA-CM-4744 TCGA-CM-4750 TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5348 
       20.02         8.02        27.02        13.02        22.03        22.98 
TCGA-CM-5860 TCGA-CM-5862 TCGA-CM-5864 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6170 
       16.01         5.03        15.02        14.04        29.03        15.02 
TCGA-CM-6677 TCGA-CM-6678 TCGA-D5-5537 TCGA-D5-6531 TCGA-D5-6533 TCGA-D5-6929 
       11.08        11.01        14.99        17.75         1.32        13.41 
TCGA-DM-A1D6 TCGA-DM-A1D9 TCGA-DM-A1DA TCGA-DM-A1HA TCGA-DM-A28A TCGA-F4-6460 
       49.91       140.38         7.50       131.51        26.47        13.38 
TCGA-F4-6703 TCGA-F4-6704 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6808 TCGA-F4-6854 
       35.87         1.55        29.59        16.24        33.67         0.53 
TCGA-F4-6855 TCGA-G4-6295 TCGA-G4-6314 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6320 
       35.41         8.35        35.93        36.72        36.00        26.43 
TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50T TCGA-NH-A6GA TCGA-NH-A8F7 TCGA-QG-A5YV 
       91.79        46.75         4.11         5.98         5.19        26.99 

$`21Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2675 TCGA-A6-2676 TCGA-A6-2677 
        5.06         5.26        46.65        43.43        23.38        17.79 
TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       42.28        44.91        35.11        45.60        13.94        15.52 
TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4107 TCGA-A6-5656 
       37.25        16.04        34.65        36.53        32.45        32.91 
TCGA-A6-5657 TCGA-A6-5660 TCGA-A6-5661 TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5666 
       31.63        29.19        33.53        23.61        22.09        32.71 
TCGA-A6-6137 TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 
       27.09        22.52        24.13         8.38        25.08        25.18 
TCGA-A6-6649 TCGA-A6-6652 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-A565 TCGA-A6-A566 
       24.16        24.69        20.12        19.66        16.24        24.92 
TCGA-A6-A56B TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
       52.44         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 
       35.01        58.03        63.98         1.02        13.02         1.02 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3532 
       24.03        37.05        36.03         8.05        19.07        29.00 
TCGA-AA-3534 TCGA-AA-3542 TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3548 TCGA-AA-3549 
       29.00        12.99         0.99        14.01        33.99        21.01 
TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 TCGA-AA-3558 
       13.02        24.00        17.95        29.95        23.01        20.98 
TCGA-AA-3561 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 
       13.94        19.99        61.02         6.05         6.97        54.02 
TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 
        2.01        14.01         0.92        50.04        47.05        47.01 
TCGA-AA-3679 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 
       15.02        11.01         5.98         5.03        85.05        26.99 
TCGA-AA-3713 TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
       19.04         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3841 TCGA-AA-3846 TCGA-AA-3851 TCGA-AA-3854 
       17.98        15.95        36.95        17.03        33.07        36.03 
TCGA-AA-3855 TCGA-AA-3858 TCGA-AA-3860 TCGA-AA-3864 TCGA-AA-3869 TCGA-AA-3870 
       32.05        31.07        31.07        53.00        27.02        29.98 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        12.99        33.01        26.01        24.00 
TCGA-AA-3952 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
        2.01        34.03        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3979 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 
       26.01        25.02        24.00        27.02        19.07        27.02 
TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K 
       38.04        19.00        30.02        34.03        18.05        18.05 
TCGA-AA-A00N TCGA-AA-A00R TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A010 TCGA-AA-A017 
        4.01         0.99        17.03        14.99        34.98        15.02 
TCGA-AA-A01G TCGA-AA-A01I TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S 
       12.00        31.00        38.07         1.02        35.01         1.02 
TCGA-AA-A01T TCGA-AA-A01V TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A02E 
       33.04        35.01        26.01        37.02        39.06         2.96 
TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F 
        2.01         5.03         0.92        22.03        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6895 
       40.96         0.07        21.37         4.21        56.55         0.72 
TCGA-AD-6899 TCGA-AD-6963 TCGA-AD-6964 TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 
        1.58         0.10         0.76         0.46         0.92        27.09 
TCGA-AY-4071 TCGA-AY-5543 TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK 
        0.95        15.75        21.44        17.82         5.19         6.87 
TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 
       75.25        50.37        58.39         1.41         5.65        32.94 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       83.80        22.36        62.79        61.41        49.41         6.77 
TCGA-AZ-6601 TCGA-AZ-6606 TCGA-AZ-6608 TCGA-CA-5255 TCGA-CA-5796 TCGA-CA-6715 
      100.01        11.74         1.94         3.06         3.25         0.07 
TCGA-CA-6717 TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 
        0.33         0.10         1.35        17.56       102.44        40.34 
TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6748 
       70.16        15.62        51.32        21.14         2.93         2.01 
TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-5341 
      124.27        23.05        37.02         8.02        26.04        29.06 
TCGA-CM-5349 TCGA-CM-5861 TCGA-CM-5863 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 
       30.08        15.02        15.02        17.03        15.02        12.00 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 
       16.04        21.99        14.99        12.99        13.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-CM-6680 
       11.01        12.95        13.05        11.08        10.06        12.03 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 
       12.26        19.59        13.51        11.51        20.19        20.42 
TCGA-D5-6532 TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
       18.25         7.92        15.12        17.85         4.50        17.13 
TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 
       12.49        16.14        15.58         7.53        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 
       12.43        14.30         9.04         9.44        11.64         1.51 
TCGA-D5-6931 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF 
       12.00        11.38        10.26       119.70        24.43        38.20 
TCGA-DM-A1D0 TCGA-DM-A1D4 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1DB TCGA-DM-A1HB 
      130.65        92.75        13.32        12.59        44.32       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28C TCGA-DM-A28E 
        7.76       139.17         6.12        14.04        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6805 TCGA-F4-6809 
       11.11        13.64        13.45         6.18        16.31         1.28 
TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6298 TCGA-G4-6299 
       19.43       107.67        28.21        82.39        23.51        74.56 
TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       43.07        61.87        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6321 TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 
       45.11        39.42        22.09        26.04        13.78        35.80 
TCGA-G4-6588 TCGA-G4-6627 TCGA-G4-6628 TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A5IV 
       26.17        47.15        52.80        10.98        10.52         2.79 
TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F8 TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 
        5.59         1.32         5.49        17.29         6.64        14.76 
TCGA-RU-A8FL TCGA-WS-AB45 
       30.28        67.00 

  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
              0.20               0.07 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
            140.38             139.17 
  21Q LOSS MUTATED 21Q LOSS WILD-TYPE 
            19.530             19.625 
[1] "0.2 - 140.4 (19.5)" "0.1 - 139.2 (19.6)"
[1] "hr=" "1.1"
D76V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  21Q LOSS MUTATED        17        0        7        33         1         0
  21Q LOSS WILD-TYPE      55        1       21        98         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  21Q LOSS MUTATED           4          3         14         16       17
  21Q LOSS WILD-TYPE        17          9         41         22       26
                    vv
clus                 STAGE IVA STAGE IVB
  21Q LOSS MUTATED           4         0
  21Q LOSS WILD-TYPE        14         2
D76V3, multiclass
            clus
vv           21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  STAGE I                  17                 55
  STAGE IA                  0                  1
  STAGE II                  7                 21
  STAGE IIA                33                 98
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 4                 17
  STAGE IIIA                3                  9
  STAGE IIIB               14                 41
  STAGE IIIC               16                 22
  STAGE IV                 17                 26
  STAGE IVA                 4                 14
  STAGE IVB                 0                  2
[1] 13  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     5  18  83  14
  21Q LOSS WILD-TYPE   6  58 217  37
D76V4, multiclass
    clus
vv   21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  T1                5                  6
  T2               18                 58
  T3               83                217
  T4               14                 37
[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                  N0  N1  N2
  21Q LOSS MUTATED    61  28  31
  21Q LOSS WILD-TYPE 195  75  48
D76V5, multiclass
    clus
vv   21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  N0               61                195
  N1               28                 75
  N2               31                 48
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  21Q LOSS MUTATED    79  18   3   0  19
  21Q LOSS WILD-TYPE 241  34   5   2  31
D76V6, multiclass
     clus
vv    21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  M0                79                241
  M1                18                 34
  M1A                3                  5
  M1B                0                  2
  MX                19                 31
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D76V7, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED    58  62
  21Q LOSS WILD-TYPE 149 170
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED     58   62
  21Q LOSS WILD-TYPE  149  170
        clus
vv       21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  FEMALE               58                149
  MALE                 62                170
[1] 2 2
[1] FALSE
D76V8, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED   112   8
  21Q LOSS WILD-TYPE 266  51
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED    112    8
  21Q LOSS WILD-TYPE  266   51
                               clus
vv                              21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       112                266
  COLON MUCINOUS ADENOCARCINOMA                8                 51
[1] 2 2
[1] FALSE
D76V9, binary
                    cls
clus                   0   1
  21Q LOSS MUTATED     1 119
  21Q LOSS WILD-TYPE   2 317
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  21Q LOSS MUTATED      1  119
  21Q LOSS WILD-TYPE    2  317
     clus
vv    21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  NO                 1                  2
  YES              119                317
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  21Q LOSS MUTATED    82   1   8   6
  21Q LOSS WILD-TYPE 231   2  16  19
D76V10, multiclass
    clus
vv   21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  R0               82                231
  R1                1                  2
  R2                8                 16
  RX                6                 19
[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"
D76V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  21Q LOSS MUTATED                                  1     4
  21Q LOSS WILD-TYPE                                0     7
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  21Q LOSS MUTATED                          13    59
  21Q LOSS WILD-TYPE                        37   152
D76V12, multiclass
                                  clus
vv                                 21Q LOSS MUTATED 21Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           4                  7
  BLACK OR AFRICAN AMERICAN                      13                 37
  WHITE                                          59                152
[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"

Clustering(77) Variable = 22Q LOSS MUTATION ANALYSIS
D77V1, survival
                    sevent
clus2                  0   1
  22Q LOSS MUTATED   103  33
  22Q LOSS WILD-TYPE 232  54
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
               136                286 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
                33                 54 
$`22Q LOSS MUTATED`
TCGA-A6-2671 TCGA-A6-2678 TCGA-A6-2679 TCGA-A6-2680 TCGA-A6-2681 TCGA-A6-2682 
       37.02        42.28        44.91        35.11        45.60        13.94 
TCGA-A6-2683 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 TCGA-A6-5657 TCGA-A6-5659 
       15.52        34.65        36.53        14.53        31.63        30.44 
TCGA-A6-5660 TCGA-A6-5662 TCGA-A6-6138 TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6654 
       29.19        23.61        22.52        20.61        21.76        23.87 
TCGA-A6-A567 TCGA-A6-A56B TCGA-A6-A5ZU TCGA-AA-3511 TCGA-AA-3517 TCGA-AA-3519 
       61.84        52.44         9.63         6.97        38.99         9.07 
TCGA-AA-3520 TCGA-AA-3522 TCGA-AA-3532 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3548 
       24.03        37.05        29.00        26.01        12.99        33.99 
TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3662 TCGA-AA-3666 
       21.01        13.02        19.99        13.94         6.05         2.01 
TCGA-AA-3673 TCGA-AA-3685 TCGA-AA-3697 TCGA-AA-3811 TCGA-AA-3837 TCGA-AA-3841 
       50.04        37.05        85.05         0.99        38.99        36.95 
TCGA-AA-3842 TCGA-AA-3846 TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3855 TCGA-AA-3860 
       37.02        17.03         0.99        33.07        32.05        31.07 
TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3875 TCGA-AA-3930 TCGA-AA-3939 
       17.03        24.03        27.02        18.05         2.01        12.99 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3976 
        2.01         2.01        21.99        50.99        13.05        26.01 
TCGA-AA-3989 TCGA-AA-A004 TCGA-AA-A00F TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00U 
        7.96        13.94        34.03        27.02        42.02        17.03 
TCGA-AA-A00W TCGA-AA-A01C TCGA-AA-A01T TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A02F 
       14.99        15.02        33.04        26.01        37.02        39.98 
TCGA-AA-A02W TCGA-AA-A03J TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6965 TCGA-AD-A5EK 
       41.00        40.96         1.58         1.02         0.20         0.43 
TCGA-AU-3779 TCGA-AY-4070 TCGA-AY-5543 TCGA-AY-A69D TCGA-AZ-4323 TCGA-AZ-4614 
       14.50        16.31        15.75         5.52         1.41         5.65 
TCGA-AZ-4616 TCGA-AZ-6600 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6607 TCGA-AZ-6608 
        5.13        12.10        29.56         5.23         3.19         1.94 
TCGA-CA-5255 TCGA-CA-6716 TCGA-CA-6719 TCGA-CK-5912 TCGA-CK-6748 TCGA-CM-4747 
        3.06         0.26         1.35        48.20         2.01         8.02 
TCGA-CM-4750 TCGA-CM-5341 TCGA-CM-5349 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-6170 
        8.02        29.06        30.08         5.03        15.02        15.02 
TCGA-CM-6677 TCGA-CM-6678 TCGA-D5-5537 TCGA-D5-5540 TCGA-D5-6529 TCGA-D5-6533 
       11.08        11.01        14.99        13.51        20.19         1.32 
TCGA-D5-6534 TCGA-D5-6535 TCGA-D5-6536 TCGA-D5-6539 TCGA-D5-6898 TCGA-D5-6929 
        7.92        15.12        17.85        12.49         7.53        13.41 
TCGA-D5-6932 TCGA-DM-A1D8 TCGA-DM-A1D9 TCGA-DM-A1HA TCGA-DM-A285 TCGA-DM-A28A 
       11.38        12.59       140.38       131.51         6.12        26.47 
TCGA-F4-6460 TCGA-F4-6704 TCGA-F4-6807 TCGA-F4-6809 TCGA-G4-6295 TCGA-G4-6297 
       13.38         1.55        16.24         1.28         8.35        82.39 
TCGA-G4-6310 TCGA-G4-6315 TCGA-G4-6317 TCGA-G4-6625 TCGA-G4-6626 TCGA-NH-A50T 
       45.11        36.72        36.00        91.79        46.75         4.11 
TCGA-NH-A50U TCGA-NH-A50V TCGA-NH-A6GA TCGA-QG-A5YV 
       10.98        10.52         5.98        26.99 

$`22Q LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 TCGA-A6-2676 
        5.06         5.26        46.65        43.76        43.43        23.38 
TCGA-A6-2677 TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-4107 TCGA-A6-5656 
       17.79        37.05        37.25        16.04        32.45        32.91 
TCGA-A6-5661 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       33.53        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 TCGA-A6-6652 
       24.13         8.38        25.08        25.18        24.16        24.69 
TCGA-A6-6653 TCGA-A6-6780 TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 
       24.39        20.12        19.66        20.28        16.24        24.92 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3514 TCGA-AA-3516 TCGA-AA-3518 
       35.01        58.03        63.98         1.02        13.02         1.02 
TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 TCGA-AA-3531 TCGA-AA-3534 
       36.03         8.05        19.07        19.07        34.03        29.00 
TCGA-AA-3543 TCGA-AA-3544 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 TCGA-AA-3556 
        0.99        14.01        24.00        17.95        29.95        23.01 
TCGA-AA-3558 TCGA-AA-3562 TCGA-AA-3655 TCGA-AA-3660 TCGA-AA-3663 TCGA-AA-3664 
       20.98        19.99        61.02        78.08         6.97        54.02 
TCGA-AA-3667 TCGA-AA-3672 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3679 TCGA-AA-3680 
       14.01         0.92        47.05        47.01        15.02        11.01 
TCGA-AA-3681 TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3710 TCGA-AA-3713 
        5.98        19.00        36.00         5.03        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 TCGA-AA-3831 
        0.99        35.05         0.99        25.02         1.02        17.98 
TCGA-AA-3833 TCGA-AA-3844 TCGA-AA-3854 TCGA-AA-3856 TCGA-AA-3858 TCGA-AA-3864 
       15.95        14.93        36.03         0.99        31.07        53.00 
TCGA-AA-3870 TCGA-AA-3877 TCGA-AA-3941 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       29.98        31.00        24.00        33.01        26.01        24.00 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3975 TCGA-AA-3977 TCGA-AA-3979 
       20.98        34.03        16.08        34.06        25.02        24.00 
TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A00A TCGA-AA-A00D TCGA-AA-A00E 
       27.02        19.07        27.02        38.04        19.00        30.02 
TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L TCGA-AA-A00N TCGA-AA-A00R TCGA-AA-A00Z 
       18.05        18.05        17.03         4.01         0.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01D TCGA-AA-A01F TCGA-AA-A01G TCGA-AA-A01I 
       34.98        15.02         0.99        32.02        12.00        31.00 
TCGA-AA-A01K TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01V 
       31.00        38.07         1.02        35.01         1.02        35.01 
TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02H TCGA-AA-A02J TCGA-AA-A02O 
       39.06        51.98         2.96         2.01         5.03         0.92 
TCGA-AA-A02R TCGA-AA-A02Y TCGA-AA-A03F TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 
       22.03        39.98        18.05         0.07        21.37         4.21 
TCGA-AD-6889 TCGA-AD-6890 TCGA-AD-6895 TCGA-AD-6963 TCGA-AD-6964 TCGA-AM-5820 
       56.55         0.79         0.72         0.10         0.76         0.46 
TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4071 TCGA-AY-6196 TCGA-AY-6197 TCGA-AY-6386 
        0.92        27.09         0.95         0.20        21.44        17.82 
TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 TCGA-AZ-4315 TCGA-AZ-4615 
        5.19         6.87        75.25        50.37        58.39        32.94 
TCGA-AZ-4681 TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 
       83.80        22.36        65.00        62.79        61.41        49.41 
TCGA-AZ-6599 TCGA-AZ-6601 TCGA-AZ-6606 TCGA-CA-5254 TCGA-CA-5256 TCGA-CA-5796 
        6.77       100.01        11.74         2.24         2.14         3.25 
TCGA-CA-5797 TCGA-CA-6715 TCGA-CA-6717 TCGA-CA-6718 TCGA-CK-4947 TCGA-CK-4948 
        3.29         0.07         0.33         0.10        17.56       102.44 
TCGA-CK-4950 TCGA-CK-4951 TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 
       40.34        70.16        15.62        51.32        21.99        21.14 
TCGA-CK-6747 TCGA-CK-6751 TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4748 
        2.93       124.27        23.05        20.02        37.02        26.04 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5860 TCGA-CM-5861 
       27.02        13.02        22.03        22.98        16.01        15.02 
TCGA-CM-5864 TCGA-CM-5868 TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 
       15.02        17.03        15.02        12.00        14.04        29.03 
TCGA-CM-6165 TCGA-CM-6166 TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 
       16.04        21.99        14.99        12.99        13.02        14.04 
TCGA-CM-6172 TCGA-CM-6674 TCGA-CM-6675 TCGA-CM-6676 TCGA-CM-6679 TCGA-CM-6680 
       11.01        12.95        13.05        11.08        10.06        12.03 
TCGA-D5-5538 TCGA-D5-5539 TCGA-D5-5541 TCGA-D5-6530 TCGA-D5-6531 TCGA-D5-6532 
       12.26        19.59        11.51        20.42        17.75        18.25 
TCGA-D5-6537 TCGA-D5-6538 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6920 TCGA-D5-6922 
        4.50        17.13        16.14        15.58        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6930 
       12.43        14.30         9.04         9.44        11.64         1.51 
TCGA-D5-6931 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XD TCGA-DM-A0XF TCGA-DM-A1D0 
       12.00        10.26       119.70        24.43        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D6 TCGA-DM-A1D7 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HB 
       92.75        49.91        13.32         7.50        44.32       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A288 TCGA-DM-A28C TCGA-DM-A28E TCGA-DM-A28F 
        7.76       139.17        14.04        81.37       119.93        35.97 
TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 TCGA-F4-6461 
       60.79       117.07        98.24        95.18         8.61        11.11 
TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 TCGA-F4-6805 TCGA-F4-6806 
       13.64        13.45         6.18        35.87        16.31        29.59 
TCGA-F4-6808 TCGA-F4-6854 TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 
       33.67         0.53        35.41        19.43       107.67        28.21 
TCGA-G4-6298 TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6303 TCGA-G4-6304 TCGA-G4-6306 
       23.51        74.56        43.07        61.87        53.62        44.68 
TCGA-G4-6307 TCGA-G4-6309 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6320 TCGA-G4-6321 
       55.04        51.75        39.42        35.93        26.43        22.09 
TCGA-G4-6322 TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6627 TCGA-G4-6628 
       26.04        13.78        35.80        26.17        47.15        52.80 
TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC TCGA-NH-A8F7 TCGA-NH-A8F8 TCGA-QG-A5YX 
        2.79         5.59         1.32         5.19         5.49        17.29 
TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL TCGA-WS-AB45 
        6.64        14.76        30.28        67.00 

  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
              0.20               0.07 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
            140.38             139.17 
  22Q LOSS MUTATED 22Q LOSS WILD-TYPE 
             16.67              20.35 
[1] "0.2 - 140.4 (16.7)" "0.1 - 139.2 (20.4)"
[1] "hr=" "1.5"
D77V2, continuous
                    vv
clus                 STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  22Q LOSS MUTATED        16        0        7        32         1         0
  22Q LOSS WILD-TYPE      56        1       21        99         7         1
                    vv
clus                 STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  22Q LOSS MUTATED           6          7         16         19       23
  22Q LOSS WILD-TYPE        15          5         39         19       20
                    vv
clus                 STAGE IVA STAGE IVB
  22Q LOSS MUTATED           8         0
  22Q LOSS WILD-TYPE        10         2
D77V3, multiclass
            clus
vv           22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  STAGE I                  16                 56
  STAGE IA                  0                  1
  STAGE II                  7                 21
  STAGE IIA                32                 99
  STAGE IIB                 1                  7
  STAGE IIC                 0                  1
  STAGE III                 6                 15
  STAGE IIIA                7                  5
  STAGE IIIB               16                 39
  STAGE IIIC               19                 19
  STAGE IV                 23                 20
  STAGE IVA                 8                 10
  STAGE IVB                 0                  2
[1] 13  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     3  21  94  21
  22Q LOSS WILD-TYPE   8  55 206  30
D77V4, multiclass
    clus
vv   22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  T1                3                  8
  T2               21                 55
  T3               94                206
  T4               21                 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                  N0  N1  N2
  22Q LOSS MUTATED    62  42  35
  22Q LOSS WILD-TYPE 194  61  44
D77V5, multiclass
    clus
vv   22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  N0               62                194
  N1               42                 61
  N2               35                 44
[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"
                    vv
clus                  M0  M1 M1A M1B  MX
  22Q LOSS MUTATED    91  27   4   0  15
  22Q LOSS WILD-TYPE 229  25   4   2  35
D77V6, multiclass
     clus
vv    22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  M0                91                229
  M1                27                 25
  M1A                4                  4
  M1B                0                  2
  MX                15                 35
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D77V7, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED    65  74
  22Q LOSS WILD-TYPE 142 158
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED     65   74
  22Q LOSS WILD-TYPE  142  158
        clus
vv       22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  FEMALE               65                142
  MALE                 74                158
[1] 2 2
[1] FALSE
D77V8, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED   130   9
  22Q LOSS WILD-TYPE 248  50
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED    130    9
  22Q LOSS WILD-TYPE  248   50
                               clus
vv                              22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       130                248
  COLON MUCINOUS ADENOCARCINOMA                9                 50
[1] 2 2
[1] FALSE
D77V9, binary
                    cls
clus                   0   1
  22Q LOSS MUTATED     1 138
  22Q LOSS WILD-TYPE   2 298
[1] "tbl2"
                    cls
clus                 [,1] [,2]
  22Q LOSS MUTATED      1  138
  22Q LOSS WILD-TYPE    2  298
     clus
vv    22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  NO                 1                  2
  YES              138                298
[1] 2 2
[1] FALSE
                    vv
clus                  R0  R1  R2  RX
  22Q LOSS MUTATED    93   1  10  10
  22Q LOSS WILD-TYPE 220   2  14  15
D77V10, multiclass
    clus
vv   22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  R0               93                220
  R1                1                  2
  R2               10                 14
  RX               10                 15
[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"
D77V11, continuous
                    vv
clus                 AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  22Q LOSS MUTATED                                  1     3
  22Q LOSS WILD-TYPE                                0     8
                    vv
clus                 BLACK OR AFRICAN AMERICAN WHITE
  22Q LOSS MUTATED                          17    63
  22Q LOSS WILD-TYPE                        33   148
D77V12, multiclass
                                  clus
vv                                 22Q LOSS MUTATED 22Q LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE                1                  0
  ASIAN                                           3                  8
  BLACK OR AFRICAN AMERICAN                      17                 33
  WHITE                                          63                148
[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"

Clustering(78) Variable = XQ LOSS MUTATION ANALYSIS
D78V1, survival
                   sevent
clus2                 0   1
  XQ LOSS MUTATED    37  12
  XQ LOSS WILD-TYPE 298  75
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               49               373 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
               12                75 
$`XQ LOSS MUTATED`
TCGA-A6-2678 TCGA-A6-2680 TCGA-A6-A567 TCGA-AA-3517 TCGA-AA-3519 TCGA-AA-3522 
       42.28        35.11        61.84        38.99         9.07        37.05 
TCGA-AA-3548 TCGA-AA-3562 TCGA-AA-3679 TCGA-AA-3837 TCGA-AA-3860 TCGA-AA-3941 
       33.99        19.99        15.02        38.99        31.07        24.00 
TCGA-AA-3952 TCGA-AA-3966 TCGA-AA-3968 TCGA-AA-3979 TCGA-AA-3989 TCGA-AA-A00D 
        2.01         2.01        21.99        24.00         7.96        19.00 
TCGA-AA-A00R TCGA-AA-A01F TCGA-AA-A01K TCGA-AA-A02F TCGA-AD-6965 TCGA-AU-3779 
        0.99        32.02        31.00        39.98         0.20        14.50 
TCGA-AY-5543 TCGA-AY-A69D TCGA-AZ-6606 TCGA-AZ-6607 TCGA-CA-5797 TCGA-CK-5912 
       15.75         5.52        11.74         3.19         3.29        48.20 
TCGA-CK-6748 TCGA-CM-6170 TCGA-CM-6172 TCGA-D5-5537 TCGA-D5-6535 TCGA-D5-6931 
        2.01        15.02        11.01        14.99        15.12        12.00 
TCGA-DM-A0XD TCGA-DM-A1D6 TCGA-DM-A1D9 TCGA-DM-A1HA TCGA-DM-A28A TCGA-F4-6808 
       24.43        49.91       140.38       131.51        26.47        33.67 
TCGA-G4-6295 TCGA-G4-6303 TCGA-G4-6315 TCGA-G4-6322 TCGA-NH-A50U TCGA-NH-A6GA 
        8.35        61.87        36.72        26.04        10.98         5.98 
TCGA-NH-A8F8 
        5.49 

$`XQ LOSS WILD-TYPE`
TCGA-3L-AA1B TCGA-4T-AA8H TCGA-A6-2671 TCGA-A6-2672 TCGA-A6-2674 TCGA-A6-2675 
        5.06         5.26        37.02        46.65        43.76        43.43 
TCGA-A6-2676 TCGA-A6-2677 TCGA-A6-2679 TCGA-A6-2681 TCGA-A6-2682 TCGA-A6-2683 
       23.38        17.79        44.91        45.60        13.94        15.52 
TCGA-A6-2684 TCGA-A6-2685 TCGA-A6-2686 TCGA-A6-3807 TCGA-A6-3810 TCGA-A6-4105 
       37.05        37.25        16.04        34.65        36.53        14.53 
TCGA-A6-4107 TCGA-A6-5656 TCGA-A6-5657 TCGA-A6-5659 TCGA-A6-5660 TCGA-A6-5661 
       32.45        32.91        31.63        30.44        29.19        33.53 
TCGA-A6-5662 TCGA-A6-5664 TCGA-A6-5665 TCGA-A6-5666 TCGA-A6-5667 TCGA-A6-6137 
       23.61        22.09        22.06        32.71        29.16        27.09 
TCGA-A6-6138 TCGA-A6-6140 TCGA-A6-6141 TCGA-A6-6142 TCGA-A6-6648 TCGA-A6-6649 
       22.52        24.13         8.38        25.08        25.18        24.16 
TCGA-A6-6650 TCGA-A6-6651 TCGA-A6-6652 TCGA-A6-6653 TCGA-A6-6654 TCGA-A6-6780 
       20.61        21.76        24.69        24.39        23.87        20.12 
TCGA-A6-6781 TCGA-A6-6782 TCGA-A6-A565 TCGA-A6-A566 TCGA-A6-A56B TCGA-A6-A5ZU 
       19.66        20.28        16.24        24.92        52.44         9.63 
TCGA-AA-3488 TCGA-AA-3489 TCGA-AA-3492 TCGA-AA-3494 TCGA-AA-3495 TCGA-AA-3496 
        5.03         1.02         3.02         1.02        37.05         1.02 
TCGA-AA-3502 TCGA-AA-3506 TCGA-AA-3510 TCGA-AA-3511 TCGA-AA-3514 TCGA-AA-3516 
       35.01        58.03        63.98         6.97         1.02        13.02 
TCGA-AA-3518 TCGA-AA-3520 TCGA-AA-3524 TCGA-AA-3525 TCGA-AA-3526 TCGA-AA-3530 
        1.02        24.03        36.03         8.05        19.07        19.07 
TCGA-AA-3531 TCGA-AA-3532 TCGA-AA-3534 TCGA-AA-3538 TCGA-AA-3542 TCGA-AA-3543 
       34.03        29.00        29.00        26.01        12.99         0.99 
TCGA-AA-3544 TCGA-AA-3549 TCGA-AA-3552 TCGA-AA-3553 TCGA-AA-3554 TCGA-AA-3555 
       14.01        21.01        13.02        24.00        17.95        29.95 
TCGA-AA-3556 TCGA-AA-3558 TCGA-AA-3560 TCGA-AA-3561 TCGA-AA-3655 TCGA-AA-3660 
       23.01        20.98        19.99        13.94        61.02        78.08 
TCGA-AA-3662 TCGA-AA-3663 TCGA-AA-3664 TCGA-AA-3666 TCGA-AA-3667 TCGA-AA-3672 
        6.05         6.97        54.02         2.01        14.01         0.92 
TCGA-AA-3673 TCGA-AA-3675 TCGA-AA-3678 TCGA-AA-3680 TCGA-AA-3681 TCGA-AA-3685 
       50.04        47.05        47.01        11.01         5.98        37.05 
TCGA-AA-3688 TCGA-AA-3692 TCGA-AA-3696 TCGA-AA-3697 TCGA-AA-3710 TCGA-AA-3713 
       19.00        36.00         5.03        85.05        26.99        19.04 
TCGA-AA-3715 TCGA-AA-3811 TCGA-AA-3812 TCGA-AA-3818 TCGA-AA-3819 TCGA-AA-3821 
        0.99         0.99        35.05         0.99        25.02         1.02 
TCGA-AA-3831 TCGA-AA-3833 TCGA-AA-3841 TCGA-AA-3842 TCGA-AA-3844 TCGA-AA-3846 
       17.98        15.95        36.95        37.02        14.93        17.03 
TCGA-AA-3848 TCGA-AA-3851 TCGA-AA-3854 TCGA-AA-3855 TCGA-AA-3856 TCGA-AA-3858 
        0.99        33.07        36.03        32.05         0.99        31.07 
TCGA-AA-3864 TCGA-AA-3866 TCGA-AA-3867 TCGA-AA-3869 TCGA-AA-3870 TCGA-AA-3875 
       53.00        17.03        24.03        27.02        29.98        18.05 
TCGA-AA-3877 TCGA-AA-3930 TCGA-AA-3939 TCGA-AA-3947 TCGA-AA-3949 TCGA-AA-3950 
       31.00         2.01        12.99        33.01        26.01        24.00 
TCGA-AA-3955 TCGA-AA-3956 TCGA-AA-3971 TCGA-AA-3972 TCGA-AA-3973 TCGA-AA-3975 
       20.98        34.03        16.08        50.99        13.05        34.06 
TCGA-AA-3976 TCGA-AA-3977 TCGA-AA-3982 TCGA-AA-3986 TCGA-AA-3994 TCGA-AA-A004 
       26.01        25.02        27.02        19.07        27.02        13.94 
TCGA-AA-A00A TCGA-AA-A00E TCGA-AA-A00F TCGA-AA-A00J TCGA-AA-A00K TCGA-AA-A00L 
       38.04        30.02        34.03        18.05        18.05        17.03 
TCGA-AA-A00N TCGA-AA-A00O TCGA-AA-A00Q TCGA-AA-A00U TCGA-AA-A00W TCGA-AA-A00Z 
        4.01        27.02        42.02        17.03        14.99        21.99 
TCGA-AA-A010 TCGA-AA-A017 TCGA-AA-A01C TCGA-AA-A01D TCGA-AA-A01G TCGA-AA-A01I 
       34.98        15.02        15.02         0.99        12.00        31.00 
TCGA-AA-A01P TCGA-AA-A01Q TCGA-AA-A01R TCGA-AA-A01S TCGA-AA-A01T TCGA-AA-A01V 
       38.07         1.02        35.01         1.02        33.04        35.01 
TCGA-AA-A01X TCGA-AA-A01Z TCGA-AA-A024 TCGA-AA-A029 TCGA-AA-A02E TCGA-AA-A02H 
       26.01        37.02        39.06        51.98         2.96         2.01 
TCGA-AA-A02J TCGA-AA-A02O TCGA-AA-A02R TCGA-AA-A02W TCGA-AA-A02Y TCGA-AA-A03F 
        5.03         0.92        22.03        41.00        39.98        18.05 
TCGA-AA-A03J TCGA-AD-5900 TCGA-AD-6548 TCGA-AD-6888 TCGA-AD-6889 TCGA-AD-6890 
       40.96         0.07        21.37         4.21        56.55         0.79 
TCGA-AD-6895 TCGA-AD-6899 TCGA-AD-6901 TCGA-AD-6963 TCGA-AD-6964 TCGA-AD-A5EK 
        0.72         1.58         1.02         0.10         0.76         0.43 
TCGA-AM-5820 TCGA-AM-5821 TCGA-AU-6004 TCGA-AY-4070 TCGA-AY-4071 TCGA-AY-6196 
        0.46         0.92        27.09        16.31         0.95         0.20 
TCGA-AY-6197 TCGA-AY-6386 TCGA-AY-A54L TCGA-AY-A8YK TCGA-AZ-4308 TCGA-AZ-4313 
       21.44        17.82         5.19         6.87        75.25        50.37 
TCGA-AZ-4315 TCGA-AZ-4323 TCGA-AZ-4614 TCGA-AZ-4615 TCGA-AZ-4616 TCGA-AZ-4681 
       58.39         1.41         5.65        32.94         5.13        83.80 
TCGA-AZ-4682 TCGA-AZ-4684 TCGA-AZ-5403 TCGA-AZ-5407 TCGA-AZ-6598 TCGA-AZ-6599 
       22.36        65.00        62.79        61.41        49.41         6.77 
TCGA-AZ-6600 TCGA-AZ-6601 TCGA-AZ-6603 TCGA-AZ-6605 TCGA-AZ-6608 TCGA-CA-5254 
       12.10       100.01        29.56         5.23         1.94         2.24 
TCGA-CA-5255 TCGA-CA-5256 TCGA-CA-5796 TCGA-CA-6715 TCGA-CA-6716 TCGA-CA-6717 
        3.06         2.14         3.25         0.07         0.26         0.33 
TCGA-CA-6718 TCGA-CA-6719 TCGA-CK-4947 TCGA-CK-4948 TCGA-CK-4950 TCGA-CK-4951 
        0.10         1.35        17.56       102.44        40.34        70.16 
TCGA-CK-4952 TCGA-CK-5913 TCGA-CK-5914 TCGA-CK-5916 TCGA-CK-6747 TCGA-CK-6751 
       15.62        51.32        21.99        21.14         2.93       124.27 
TCGA-CM-4743 TCGA-CM-4744 TCGA-CM-4746 TCGA-CM-4747 TCGA-CM-4748 TCGA-CM-4750 
       23.05        20.02        37.02         8.02        26.04         8.02 
TCGA-CM-4751 TCGA-CM-4752 TCGA-CM-5341 TCGA-CM-5344 TCGA-CM-5348 TCGA-CM-5349 
       27.02        13.02        29.06        22.03        22.98        30.08 
TCGA-CM-5860 TCGA-CM-5861 TCGA-CM-5862 TCGA-CM-5863 TCGA-CM-5864 TCGA-CM-5868 
       16.01        15.02         5.03        15.02        15.02        17.03 
TCGA-CM-6161 TCGA-CM-6162 TCGA-CM-6163 TCGA-CM-6164 TCGA-CM-6165 TCGA-CM-6166 
       15.02        12.00        14.04        29.03        16.04        21.99 
TCGA-CM-6167 TCGA-CM-6168 TCGA-CM-6169 TCGA-CM-6171 TCGA-CM-6674 TCGA-CM-6675 
       14.99        12.99        13.02        14.04        12.95        13.05 
TCGA-CM-6676 TCGA-CM-6677 TCGA-CM-6678 TCGA-CM-6679 TCGA-CM-6680 TCGA-D5-5538 
       11.08        11.08        11.01        10.06        12.03        12.26 
TCGA-D5-5539 TCGA-D5-5540 TCGA-D5-5541 TCGA-D5-6529 TCGA-D5-6530 TCGA-D5-6531 
       19.59        13.51        11.51        20.19        20.42        17.75 
TCGA-D5-6532 TCGA-D5-6533 TCGA-D5-6534 TCGA-D5-6536 TCGA-D5-6537 TCGA-D5-6538 
       18.25         1.32         7.92        17.85         4.50        17.13 
TCGA-D5-6539 TCGA-D5-6540 TCGA-D5-6541 TCGA-D5-6898 TCGA-D5-6920 TCGA-D5-6922 
       12.49        16.14        15.58         7.53        12.39        10.13 
TCGA-D5-6923 TCGA-D5-6924 TCGA-D5-6926 TCGA-D5-6927 TCGA-D5-6928 TCGA-D5-6929 
       12.43        14.30         9.04         9.44        11.64        13.41 
TCGA-D5-6930 TCGA-D5-6932 TCGA-D5-7000 TCGA-DM-A0X9 TCGA-DM-A0XF TCGA-DM-A1D0 
        1.51        11.38        10.26       119.70        38.20       130.65 
TCGA-DM-A1D4 TCGA-DM-A1D7 TCGA-DM-A1D8 TCGA-DM-A1DA TCGA-DM-A1DB TCGA-DM-A1HB 
       92.75        13.32        12.59         7.50        44.32       135.65 
TCGA-DM-A280 TCGA-DM-A282 TCGA-DM-A285 TCGA-DM-A288 TCGA-DM-A28C TCGA-DM-A28E 
        7.76       139.17         6.12        14.04        81.37       119.93 
TCGA-DM-A28F TCGA-DM-A28G TCGA-DM-A28H TCGA-DM-A28K TCGA-DM-A28M TCGA-F4-6459 
       35.97        60.79       117.07        98.24        95.18         8.61 
TCGA-F4-6460 TCGA-F4-6461 TCGA-F4-6463 TCGA-F4-6569 TCGA-F4-6570 TCGA-F4-6703 
       13.38        11.11        13.64        13.45         6.18        35.87 
TCGA-F4-6704 TCGA-F4-6805 TCGA-F4-6806 TCGA-F4-6807 TCGA-F4-6809 TCGA-F4-6854 
        1.55        16.31        29.59        16.24         1.28         0.53 
TCGA-F4-6855 TCGA-F4-6856 TCGA-G4-6293 TCGA-G4-6294 TCGA-G4-6297 TCGA-G4-6298 
       35.41        19.43       107.67        28.21        82.39        23.51 
TCGA-G4-6299 TCGA-G4-6302 TCGA-G4-6304 TCGA-G4-6306 TCGA-G4-6307 TCGA-G4-6309 
       74.56        43.07        53.62        44.68        55.04        51.75 
TCGA-G4-6310 TCGA-G4-6311 TCGA-G4-6314 TCGA-G4-6317 TCGA-G4-6320 TCGA-G4-6321 
       45.11        39.42        35.93        36.00        26.43        22.09 
TCGA-G4-6323 TCGA-G4-6586 TCGA-G4-6588 TCGA-G4-6625 TCGA-G4-6626 TCGA-G4-6627 
       13.78        35.80        26.17        91.79        46.75        47.15 
TCGA-G4-6628 TCGA-NH-A50T TCGA-NH-A50V TCGA-NH-A5IV TCGA-NH-A6GB TCGA-NH-A6GC 
       52.80         4.11        10.52         2.79         5.59         1.32 
TCGA-NH-A8F7 TCGA-QG-A5YV TCGA-QG-A5YX TCGA-QG-A5Z1 TCGA-QG-A5Z2 TCGA-RU-A8FL 
        5.19        26.99        17.29         6.64        14.76        30.28 
TCGA-WS-AB45 
       67.00 

  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
             0.20              0.07 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
           140.38            139.17 
  XQ LOSS MUTATED XQ LOSS WILD-TYPE 
            19.99             19.59 
[1] "0.2 - 140.4 (20.0)" "0.1 - 139.2 (19.6)"
[1] "hr=" "1.2"
D78V2, continuous
                   vv
clus                STAGE I STAGE IA STAGE II STAGE IIA STAGE IIB STAGE IIC
  XQ LOSS MUTATED         6        0        2        12         0         0
  XQ LOSS WILD-TYPE      66        1       26       119         8         1
                   vv
clus                STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV
  XQ LOSS MUTATED           1          0          6          8       11
  XQ LOSS WILD-TYPE        20         12         49         30       32
                   vv
clus                STAGE IVA STAGE IVB
  XQ LOSS MUTATED           3         0
  XQ LOSS WILD-TYPE        15         2
D78V3, multiclass
            clus
vv           XQ LOSS MUTATED XQ LOSS WILD-TYPE
  STAGE I                  6                66
  STAGE IA                 0                 1
  STAGE II                 2                26
  STAGE IIA               12               119
  STAGE IIB                0                 8
  STAGE IIC                0                 1
  STAGE III                1                20
  STAGE IIIA               0                12
  STAGE IIIB               6                49
  STAGE IIIC               8                30
  STAGE IV                11                32
  STAGE IVA                3                15
  STAGE IVB                0                 2
[1] 13  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     1   5  35   9
  XQ LOSS WILD-TYPE  10  71 265  42
D78V4, multiclass
    clus
vv   XQ LOSS MUTATED XQ LOSS WILD-TYPE
  T1               1                10
  T2               5                71
  T3              35               265
  T4               9                42
[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                 N0  N1  N2
  XQ LOSS MUTATED    21  14  15
  XQ LOSS WILD-TYPE 235  89  64
D78V5, multiclass
    clus
vv   XQ LOSS MUTATED XQ LOSS WILD-TYPE
  N0              21               235
  N1              14                89
  N2              15                64
[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"
                   vv
clus                 M0  M1 M1A M1B  MX
  XQ LOSS MUTATED    30  12   2   0   6
  XQ LOSS WILD-TYPE 290  40   6   2  44
D78V6, multiclass
     clus
vv    XQ LOSS MUTATED XQ LOSS WILD-TYPE
  M0               30               290
  M1               12                40
  M1A               2                 6
  M1B               0                 2
  MX                6                44
[1] 5 2
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D78V7, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED    21  29
  XQ LOSS WILD-TYPE 186 203
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED     21   29
  XQ LOSS WILD-TYPE  186  203
        clus
vv       XQ LOSS MUTATED XQ LOSS WILD-TYPE
  FEMALE              21               186
  MALE                29               203
[1] 2 2
[1] FALSE
D78V8, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED    44   6
  XQ LOSS WILD-TYPE 334  53
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED     44    6
  XQ LOSS WILD-TYPE  334   53
                               clus
vv                              XQ LOSS MUTATED XQ LOSS WILD-TYPE
  COLON ADENOCARCINOMA                       44               334
  COLON MUCINOUS ADENOCARCINOMA               6                53
[1] 2 2
[1] FALSE
D78V9, binary
                   cls
clus                  0   1
  XQ LOSS MUTATED     0  50
  XQ LOSS WILD-TYPE   3 386
[1] "tbl2"
                   cls
clus                [,1] [,2]
  XQ LOSS MUTATED      0   50
  XQ LOSS WILD-TYPE    3  386
     clus
vv    XQ LOSS MUTATED XQ LOSS WILD-TYPE
  NO                0                 3
  YES              50               386
[1] 2 2
[1] FALSE
                   vv
clus                 R0  R1  R2  RX
  XQ LOSS MUTATED    31   0   4   4
  XQ LOSS WILD-TYPE 282   3  20  21
D78V10, multiclass
    clus
vv   XQ LOSS MUTATED XQ LOSS WILD-TYPE
  R0              31               282
  R1               0                 3
  R2               4                20
  RX               4                21
[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"
D78V11, continuous
                   vv
clus                AMERICAN INDIAN OR ALASKA NATIVE ASIAN
  XQ LOSS MUTATED                                  0     1
  XQ LOSS WILD-TYPE                                1    10
                   vv
clus                BLACK OR AFRICAN AMERICAN WHITE
  XQ LOSS MUTATED                           7    22
  XQ LOSS WILD-TYPE                        43   189
D78V12, multiclass
                                  clus
vv                                 XQ LOSS MUTATED XQ LOSS WILD-TYPE
  AMERICAN INDIAN OR ALASKA NATIVE               0                 1
  ASIAN                                          1                10
  BLACK OR AFRICAN AMERICAN                      7                43
  WHITE                                         22               189
[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"
