[1] "ofn"        "-oTSTES-TP"
[1] "opt"       "-OPAPOBEC"
[1] "tl" ""  
[1] "dx" ""  
[1] "opt"    "APOBEC"
[1] "dx" ""  
[1] "cfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/Append_Data/STES-TP/22507048/STES-TP.merged_data.txt"
[1] "dfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/APOBEC_Pipelines/STES-TP/22542964/__DELETED__1436046:APOBEC_clinical_corr_input_22571996/APOBEC_for_clinical.correlaion.input.categorical.txt"

nPatients in clinical file=628, in cluster file=578, common to both=578
[1]   2 578
[1] "APOBEC_MUTLOAD_MINESTIMATE"
[1] 3
   0 HIGH  LOW 
 532   23   23 
   0 HIGH  LOW 
 532   23   23 
[1] "APOBEC_ENRICH"
[1] 3
FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
            36             10            532 
FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
            36             10            532 
[1] "data2feature, selection=ALL"
 [1] "YEARS_TO_BIRTH"              "VITAL_STATUS"               
 [3] "DAYS_TO_DEATH"               "DAYS_TO_LAST_FOLLOWUP"      
 [5] "PATHOLOGIC_STAGE"            "PATHOLOGY_T_STAGE"          
 [7] "PATHOLOGY_N_STAGE"           "PATHOLOGY_M_STAGE"          
 [9] "GENDER"                      "RADIATION_THERAPY"          
[11] "KARNOFSKY_PERFORMANCE_SCORE" "NUMBER_PACK_YEARS_SMOKED"   
[13] "RACE"                        "ETHNICITY"                  

Input Data has 14 rows and 578 columns.

[1] "Last Follow UP"
Variable 1:'YEARS_TO_BIRTH':	nDistinctValues=55,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 2:'VITAL_STATUS':	nDistinctValues=2,	numeric=TRUE,	binary=TRUE,	exclude=FALSE.
Variable 3:'DAYS_TO_DEATH':	nDistinctValues=191,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
[1] "exclude grep('DAYS_?TO', vnms) to deal with survival parameters seperately"
Variable 4:'DAYS_TO_LAST_FOLLOWUP':	nDistinctValues=285,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
[1] "exclude grep('FOLLOWUP', vnms) to deal with survival parameters seperately"
Variable 5:'PATHOLOGIC_STAGE':	nDistinctValues=12,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 6:'PATHOLOGY_T_STAGE':	nDistinctValues=12,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 7:'PATHOLOGY_N_STAGE':	nDistinctValues=7,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 8:'PATHOLOGY_M_STAGE':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 9:'GENDER':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 10:'RADIATION_THERAPY':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 11:'KARNOFSKY_PERFORMANCE_SCORE':	nDistinctValues=8,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 12:'NUMBER_PACK_YEARS_SMOKED':	nDistinctValues=46,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 13:'RACE':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 14:'ETHNICITY':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
[1] "## **** detect survival parameters (defined in index such as ind_OS, ind_MFS, ind_RFS, ind_RFS, ind_BCR and ind_d2ssd) *** ##"
[1] "detected survival parameters using [ind_OS, overall_survival]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_OS, curated_overall_survival]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_TCGAOS]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survivial parameters using [ind_MFS]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_RFS]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_BCR]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [ind_Progression]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using [index_additional_survival_time]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "detected survival parameters using condition: [is.null(surv.mat)&&(selection=='SURV')]"
[1] "survival parameters accumulated so far"
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "************ conversion from categorical data to rank data ********** "
[1] "PATHOLOGY_T_STAGE is converted to numeric rank data using modified categoies"
[1] "PATHOLOGY_N_STAGE is converted to numeric rank data using modified categoies"
[1] "PATHOLOGY_M_STAGE is converted to rank data using modified categoies"
[1] "****** SUMMARY ***** "
Output Data has 578 columns, 1 survival variables, and 11 non-survival variables.
[1] "* survival variables: "
[1] "DAYS_TO_DEATH_OR_LAST_FUP" "VITAL_STATUS"             
[1] "* non-survival variables: "
 [1] "YEARS_TO_BIRTH"              "PATHOLOGIC_STAGE"           
 [3] "PATHOLOGY_T_STAGE"           "PATHOLOGY_N_STAGE"          
 [5] "PATHOLOGY_M_STAGE"           "GENDER"                     
 [7] "RADIATION_THERAPY"           "KARNOFSKY_PERFORMANCE_SCORE"
 [9] "NUMBER_PACK_YEARS_SMOKED"    "RACE"                       
[11] "ETHNICITY"                  
YEARS_TO_BIRTH, nv=55, binary=FALSE, numeric=TRUE
PATHOLOGIC_STAGE, nv=12, binary=FALSE, numeric=FALSE
PATHOLOGY_T_STAGE, nv=5, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.T',vnm)"
vv
 T0  T1  T2  T3  T4 
  1  53 135 261 102 
[1] "table(vv)"
vv
T0+T1    T2    T3    T4 
   54   135   261   102 
$ClinVariableName
[1] "PATHOLOGY_T_STAGE"

$Table
vv
 T0  T1  T2  T3  T4 
  1  53 135 261 102 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


T0+T1    T2    T3    T4 
   54   135   261   102 
PATHOLOGY_N_STAGE, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.N',vnm)"
vv
 N0  N1  N2  N3 
195 173  89  85 
[1] "table(vv)"
vv
 N0  N1  N2  N3 
195 173  89  85 
$ClinVariableName
[1] "PATHOLOGY_N_STAGE"

$Table
vv
 N0  N1  N2  N3 
195 173  89  85 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


 N0  N1  N2  N3 
195 173  89  85 
PATHOLOGY_M_STAGE, nv=2, binary=FALSE, numeric=TRUE
GENDER, nv=2, binary=FALSE, numeric=FALSE
RADIATION_THERAPY, nv=2, binary=FALSE, numeric=FALSE
KARNOFSKY_PERFORMANCE_SCORE, nv=8, binary=FALSE, numeric=TRUE
NUMBER_PACK_YEARS_SMOKED, nv=46, binary=FALSE, numeric=TRUE
RACE, nv=4, binary=FALSE, numeric=FALSE
ETHNICITY, nv=2, binary=FALSE, numeric=FALSE

Clustering(1) Variable = APOBEC_MUTLOAD_MINESTIMATE
D1V1, survival
      sevent
clus2    0   1
  0    310 200
  HIGH  15   8
  LOW   13   8
   0 HIGH  LOW 
 510   23   21 
   0 HIGH  LOW 
 200    8    8 
$`0`
TCGA-IC-A6RF TCGA-JY-A6FB TCGA-JY-A938 TCGA-L5-A43I TCGA-L5-A43J TCGA-L5-A43M 
       15.68        60.39        34.85        18.28         4.31         8.94 
TCGA-L5-A4OE TCGA-L5-A4OG TCGA-L5-A4OI TCGA-L5-A88T TCGA-L5-A88Y TCGA-L5-A8NG 
       24.00         4.70        19.99        22.82         0.36        35.97 
TCGA-L5-A8NT TCGA-S8-A6BV TCGA-CG-4444 TCGA-CG-4460 TCGA-CG-4475 TCGA-CG-5727 
       27.12        20.02        47.05        21.99        22.98        79.07 
TCGA-FP-A8CX TCGA-KB-A93G TCGA-MX-A663 TCGA-2H-A9GF TCGA-2H-A9GG TCGA-2H-A9GH 
        0.23        20.15         9.86        25.78        20.05        31.27 
TCGA-2H-A9GI TCGA-2H-A9GJ TCGA-2H-A9GK TCGA-2H-A9GL TCGA-2H-A9GM TCGA-2H-A9GN 
       14.30        58.55         7.63         5.92        13.94         8.94 
TCGA-2H-A9GO TCGA-2H-A9GQ TCGA-2H-A9GR TCGA-IC-A6RE TCGA-IG-A3I8 TCGA-IG-A3QL 
       16.24         4.21        32.45         7.69        33.27        35.21 
TCGA-IG-A3YA TCGA-IG-A3YB TCGA-IG-A3YC TCGA-IG-A4QS TCGA-IG-A4QT TCGA-IG-A50L 
       20.78         2.63        20.12         3.88         9.30         0.53 
TCGA-IG-A5S3 TCGA-IG-A625 TCGA-IG-A6QS TCGA-IG-A7DP TCGA-IG-A97H TCGA-JY-A6F8 
       23.41        12.82         9.96        14.86        14.50       122.10 
TCGA-JY-A6FE TCGA-JY-A6FG TCGA-JY-A6FH TCGA-JY-A939 TCGA-JY-A93C TCGA-JY-A93D 
        3.68        41.52        47.38        21.70        23.18        31.56 
TCGA-JY-A93E TCGA-JY-A93F TCGA-KH-A6WC TCGA-L5-A43C TCGA-L5-A43E TCGA-L5-A43H 
       25.22        24.03         6.28         3.16        30.25         0.30 
TCGA-L5-A4OF TCGA-L5-A4OH TCGA-L5-A4OJ TCGA-L5-A4OM TCGA-L5-A4ON TCGA-L5-A4OO 
       26.33        32.61        21.01        47.93        18.35         3.32 
TCGA-L5-A4OP TCGA-L5-A4OQ TCGA-L5-A4OR TCGA-L5-A4OS TCGA-L5-A4OT TCGA-L5-A4OU 
        7.17         1.38         3.16        58.59         4.90        29.00 
TCGA-L5-A4OW TCGA-L5-A4OX TCGA-L5-A88S TCGA-L5-A88V TCGA-L5-A88Z TCGA-L5-A891 
        7.13         7.43        15.48         2.60         7.40         3.75 
TCGA-L5-A893 TCGA-L5-A8NE TCGA-L5-A8NF TCGA-L5-A8NH TCGA-L5-A8NI TCGA-L5-A8NJ 
        3.02        55.50         2.66        12.92        13.48        16.47 
TCGA-L5-A8NL TCGA-L5-A8NM TCGA-L5-A8NN TCGA-L5-A8NR TCGA-L5-A8NU TCGA-L5-A8NV 
       13.22         7.76         5.49         8.71        83.24        52.57 
TCGA-L5-A8NW TCGA-L7-A56G TCGA-L7-A6VZ TCGA-LN-A49K TCGA-LN-A49N TCGA-LN-A49O 
       46.09        10.85        10.36         5.92        12.43        13.41 
TCGA-LN-A49P TCGA-LN-A49R TCGA-LN-A49V TCGA-LN-A49W TCGA-LN-A49X TCGA-LN-A4A1 
       12.33        13.38        12.59        13.25        12.62        12.59 
TCGA-LN-A4A2 TCGA-LN-A4A3 TCGA-LN-A4A4 TCGA-LN-A4A5 TCGA-LN-A4A6 TCGA-LN-A4MQ 
       12.49        12.76        12.59        22.39        12.85        12.33 
TCGA-LN-A5U5 TCGA-LN-A5U6 TCGA-LN-A5U7 TCGA-LN-A7HV TCGA-LN-A7HY TCGA-LN-A7HZ 
        4.47        12.33        25.25        10.52        12.03        13.18 
TCGA-LN-A8HZ TCGA-LN-A8I0 TCGA-LN-A8I1 TCGA-LN-A9FQ TCGA-LN-A9FR TCGA-M9-A5M8 
       12.33        13.38        13.18        12.85        12.26        33.11 
TCGA-Q9-A6FW TCGA-R6-A6DN TCGA-R6-A6DQ TCGA-R6-A6KZ TCGA-R6-A6L4 TCGA-R6-A6XG 
        7.82         8.02         7.59         5.06        16.31        38.40 
TCGA-R6-A6XQ TCGA-R6-A6Y2 TCGA-R6-A8W5 TCGA-R6-A8W8 TCGA-R6-A8WC TCGA-R6-A8WG 
        6.35         9.30        15.78         2.89         2.30        12.69 
TCGA-RE-A7BO TCGA-V5-A7RB TCGA-V5-A7RC TCGA-V5-A7RE TCGA-V5-AASV TCGA-V5-AASW 
        7.00         5.29         3.42        16.44        15.35         9.27 
TCGA-VR-A8EO TCGA-VR-A8EQ TCGA-VR-A8ER TCGA-VR-A8ET TCGA-VR-A8EU TCGA-VR-A8EY 
       25.81        22.82        12.43         1.55        18.31        33.70 
TCGA-VR-A8EZ TCGA-VR-A8Q7 TCGA-VR-AA4D TCGA-VR-AA4G TCGA-VR-AA7I TCGA-X8-AAAR 
       18.18        52.27        46.19        18.05        15.91        18.21 
TCGA-XP-A8T6 TCGA-XP-A8T7 TCGA-XP-A8T8 TCGA-Z6-A9VB TCGA-ZR-A9CJ TCGA-B7-5816 
       25.08        41.23        14.37         1.32        19.73        26.70 
TCGA-B7-5818 TCGA-B7-A5TI TCGA-B7-A5TJ TCGA-B7-A5TK TCGA-B7-A5TN TCGA-BR-4183 
       11.70        19.56        11.01         9.47         9.44         6.61 
TCGA-BR-4184 TCGA-BR-4187 TCGA-BR-4188 TCGA-BR-4191 TCGA-BR-4201 TCGA-BR-4253 
        6.97         4.64         7.43        18.35        30.90         4.08 
TCGA-BR-4255 TCGA-BR-4256 TCGA-BR-4257 TCGA-BR-4267 TCGA-BR-4279 TCGA-BR-4280 
        4.08         9.34         9.67         6.18         9.57         6.61 
TCGA-BR-6452 TCGA-BR-6453 TCGA-BR-6455 TCGA-BR-6456 TCGA-BR-6457 TCGA-BR-6458 
       34.68        15.95        13.87        17.29        13.68        19.33 
TCGA-BR-6563 TCGA-BR-6564 TCGA-BR-6565 TCGA-BR-6566 TCGA-BR-6705 TCGA-BR-6706 
       39.12        26.10         9.17        32.78        25.61        18.05 
TCGA-BR-6707 TCGA-BR-6709 TCGA-BR-6710 TCGA-BR-6801 TCGA-BR-6802 TCGA-BR-6803 
       19.89        12.16         8.98        40.21        30.90        31.20 
TCGA-BR-6852 TCGA-BR-7196 TCGA-BR-7197 TCGA-BR-7703 TCGA-BR-7704 TCGA-BR-7707 
       44.94        21.90         9.21        36.16        35.24        35.84 
TCGA-BR-7715 TCGA-BR-7717 TCGA-BR-7722 TCGA-BR-7723 TCGA-BR-7901 TCGA-BR-7957 
       33.63        18.15        15.32        28.73         3.45         9.07 
TCGA-BR-7958 TCGA-BR-7959 TCGA-BR-8058 TCGA-BR-8059 TCGA-BR-8060 TCGA-BR-8077 
       29.56        33.21        37.25        14.43        11.44         0.69 
TCGA-BR-8078 TCGA-BR-8080 TCGA-BR-8081 TCGA-BR-8284 TCGA-BR-8285 TCGA-BR-8286 
       29.59         9.60        32.25         8.05         0.56        29.42 
TCGA-BR-8289 TCGA-BR-8291 TCGA-BR-8295 TCGA-BR-8297 TCGA-BR-8360 TCGA-BR-8361 
        2.66        19.96         2.20         7.40         6.18        31.10 
TCGA-BR-8363 TCGA-BR-8364 TCGA-BR-8365 TCGA-BR-8366 TCGA-BR-8367 TCGA-BR-8368 
        0.26        22.19        17.52         0.95        26.33         4.31 
TCGA-BR-8369 TCGA-BR-8370 TCGA-BR-8371 TCGA-BR-8372 TCGA-BR-8373 TCGA-BR-8381 
       14.04         3.32        11.80        31.27        14.79         7.36 
TCGA-BR-8382 TCGA-BR-8384 TCGA-BR-8483 TCGA-BR-8484 TCGA-BR-8485 TCGA-BR-8486 
       25.05         3.72         5.39        25.18         9.21        20.22 
TCGA-BR-8487 TCGA-BR-8588 TCGA-BR-8589 TCGA-BR-8590 TCGA-BR-8591 TCGA-BR-8592 
        1.12        12.79        27.12         9.34        28.14         6.28 
TCGA-BR-8676 TCGA-BR-8677 TCGA-BR-8678 TCGA-BR-8680 TCGA-BR-8682 TCGA-BR-8683 
        7.53        26.73        24.79        31.96        32.58         9.86 
TCGA-BR-8686 TCGA-BR-8687 TCGA-BR-8690 TCGA-BR-A44T TCGA-BR-A44U TCGA-BR-A452 
       20.88         8.22        10.68        34.13        13.87         7.53 
TCGA-BR-A453 TCGA-BR-A4CQ TCGA-BR-A4CS TCGA-BR-A4IU TCGA-BR-A4IV TCGA-BR-A4IY 
        6.08        34.98         1.48        27.55        28.57        12.89 
TCGA-BR-A4IZ TCGA-BR-A4J1 TCGA-BR-A4J2 TCGA-BR-A4J4 TCGA-BR-A4J5 TCGA-BR-A4J6 
        8.98         0.72        14.17         0.53        28.34         0.66 
TCGA-BR-A4J7 TCGA-BR-A4J8 TCGA-BR-A4PE TCGA-BR-A4PF TCGA-BR-A4QI TCGA-BR-A4QL 
       32.52        13.51        20.42         1.15        21.44        16.14 
TCGA-BR-A4QM TCGA-CD-5798 TCGA-CD-5799 TCGA-CD-5800 TCGA-CD-5801 TCGA-CD-5802 
        5.13        13.41        13.02        13.15        13.18        13.35 
TCGA-CD-5803 TCGA-CD-5804 TCGA-CD-5813 TCGA-CD-8524 TCGA-CD-8525 TCGA-CD-8526 
       11.21        12.10        12.39        12.76        12.59        12.53 
TCGA-CD-8527 TCGA-CD-8528 TCGA-CD-8530 TCGA-CD-8531 TCGA-CD-8532 TCGA-CD-8533 
        7.17        12.33        12.39        12.59        11.64        15.39 
TCGA-CD-8534 TCGA-CD-8535 TCGA-CD-8536 TCGA-CD-A486 TCGA-CD-A487 TCGA-CD-A489 
       12.07        12.82        12.43         6.31        12.30        11.31 
TCGA-CD-A48A TCGA-CD-A48C TCGA-CD-A4MG TCGA-CD-A4MH TCGA-CD-A4MI TCGA-CD-A4MJ 
       12.43        11.61         6.58        12.20        11.77        12.62 
TCGA-CG-4300 TCGA-CG-4301 TCGA-CG-4304 TCGA-CG-4305 TCGA-CG-4306 TCGA-CG-4436 
       20.02         3.02        27.02        15.95         1.02         7.99 
TCGA-CG-4437 TCGA-CG-4438 TCGA-CG-4440 TCGA-CG-4441 TCGA-CG-4443 TCGA-CG-4449 
        8.05        54.08         4.01        14.01        29.98        19.07 
TCGA-CG-4455 TCGA-CG-4462 TCGA-CG-4465 TCGA-CG-4466 TCGA-CG-4469 TCGA-CG-4477 
       12.03         0.00         9.01        18.97         7.07        30.97 
TCGA-CG-5717 TCGA-CG-5718 TCGA-CG-5719 TCGA-CG-5720 TCGA-CG-5721 TCGA-CG-5722 
        6.97        36.00         1.02         0.99         6.02         0.99 
TCGA-CG-5723 TCGA-CG-5724 TCGA-CG-5725 TCGA-CG-5726 TCGA-CG-5728 TCGA-CG-5730 
      105.07        12.03        15.02        28.96        65.10         4.01 
TCGA-CG-5732 TCGA-CG-5733 TCGA-CG-5734 TCGA-D7-5577 TCGA-D7-5578 TCGA-D7-5579 
       69.04        21.07         7.99        25.71        12.66        20.91 
TCGA-D7-6518 TCGA-D7-6519 TCGA-D7-6520 TCGA-D7-6521 TCGA-D7-6522 TCGA-D7-6524 
       19.13        20.55        18.84        18.54        18.61        17.85 
TCGA-D7-6525 TCGA-D7-6526 TCGA-D7-6527 TCGA-D7-6528 TCGA-D7-6815 TCGA-D7-6817 
       13.35        17.19        10.26        15.22        15.98        12.79 
TCGA-D7-6818 TCGA-D7-6820 TCGA-D7-6822 TCGA-D7-8570 TCGA-D7-8572 TCGA-D7-8573 
       12.36        11.31        12.33        24.72        16.80        19.50 
TCGA-D7-8574 TCGA-D7-8575 TCGA-D7-8576 TCGA-D7-8578 TCGA-D7-8579 TCGA-D7-A4YT 
       17.19        18.21        14.66        21.14        20.91        14.27 
TCGA-D7-A4YU TCGA-D7-A4YV TCGA-D7-A4YX TCGA-D7-A4YY TCGA-D7-A4Z0 TCGA-D7-A6ET 
       16.44         5.92        36.43        13.78        14.76        26.43 
TCGA-D7-A6EV TCGA-D7-A6EX TCGA-D7-A6EY TCGA-D7-A6F0 TCGA-D7-A6F2 TCGA-D7-A747 
       11.24        11.31        11.44        22.29        15.65         8.38 
TCGA-D7-A748 TCGA-D7-A74B TCGA-EQ-5647 TCGA-EQ-8122 TCGA-F1-6874 TCGA-F1-6875 
        4.34         7.13         0.62         7.99        14.47        72.23 
TCGA-F1-A448 TCGA-F1-A72C TCGA-FP-7735 TCGA-FP-7829 TCGA-FP-7916 TCGA-FP-7998 
       21.27        11.38         3.48        19.53        14.07        22.29 
TCGA-FP-8099 TCGA-FP-8209 TCGA-FP-8210 TCGA-FP-8211 TCGA-FP-8631 TCGA-FP-A4BE 
       17.06        59.54         5.03        13.58         0.56        11.08 
TCGA-FP-A4BF TCGA-FP-A9TM TCGA-HF-7132 TCGA-HF-7133 TCGA-HF-7134 TCGA-HF-A5NB 
        5.52         6.21        77.29        63.06        52.21        30.51 
TCGA-HJ-7597 TCGA-HU-8238 TCGA-HU-8243 TCGA-HU-8244 TCGA-HU-8249 TCGA-HU-8602 
       26.47         1.51         5.92        24.39        28.96        22.32 
TCGA-HU-8604 TCGA-HU-8608 TCGA-HU-8610 TCGA-HU-A4G2 TCGA-HU-A4G3 TCGA-HU-A4G6 
       22.82        21.07         0.76        24.30         5.59        24.26 
TCGA-HU-A4G8 TCGA-HU-A4G9 TCGA-HU-A4GC TCGA-HU-A4GD TCGA-HU-A4GF TCGA-HU-A4GH 
       22.68        24.20         3.25        22.75        25.81        11.77 
TCGA-HU-A4GJ TCGA-HU-A4GN TCGA-HU-A4GP TCGA-HU-A4GQ TCGA-HU-A4GT TCGA-HU-A4GU 
       21.37        29.98         8.98         0.10         6.51         6.58 
TCGA-HU-A4GX TCGA-HU-A4GY TCGA-HU-A4H0 TCGA-HU-A4H2 TCGA-HU-A4H3 TCGA-HU-A4H4 
       20.25         0.26         2.10        12.95        29.00        23.84 
TCGA-HU-A4H5 TCGA-HU-A4H6 TCGA-HU-A4H8 TCGA-HU-A4HB TCGA-HU-A4HD TCGA-IN-7806 
       23.80        21.17        14.07        15.68        33.40        36.36 
TCGA-IN-7808 TCGA-IN-8462 TCGA-IN-8663 TCGA-IN-A6RI TCGA-IN-A6RJ TCGA-IN-A6RL 
        3.45        18.81         3.39        18.38        12.46        13.35 
TCGA-IN-A6RN TCGA-IN-A6RP TCGA-IN-A6RR TCGA-IN-A6RS TCGA-IN-A7NR TCGA-IN-A7NT 
       19.53         6.44         6.74        12.59         6.51        10.62 
TCGA-IN-A7NU TCGA-IN-AB1V TCGA-IN-AB1X TCGA-IP-7968 TCGA-KB-A6F5 TCGA-KB-A6F7 
       11.70        15.75        13.51         2.53         5.56        63.62 
TCGA-KB-A93J TCGA-MX-A5UG TCGA-MX-A5UJ TCGA-MX-A666 TCGA-R5-A7O7 TCGA-R5-A7ZE 
       36.95         3.72        19.73        14.04        45.67        18.21 
TCGA-R5-A7ZF TCGA-R5-A7ZI TCGA-R5-A7ZR TCGA-R5-A804 TCGA-R5-A805 TCGA-RD-A7BS 
        8.52        74.53         6.08         4.60         9.24        11.05 
TCGA-RD-A7BT TCGA-RD-A7BW TCGA-RD-A7C1 TCGA-RD-A8MV TCGA-RD-A8MW TCGA-RD-A8N0 
        8.61         5.13        16.67       122.30        37.91        40.64 
TCGA-RD-A8N1 TCGA-RD-A8N2 TCGA-RD-A8N4 TCGA-RD-A8N5 TCGA-RD-A8N6 TCGA-RD-A8N9 
      115.69       116.38        71.38        57.44         8.94        35.61 
TCGA-SW-A7EA TCGA-SW-A7EB TCGA-VQ-A8DL TCGA-VQ-A8DT TCGA-VQ-A8DU TCGA-VQ-A8DV 
       19.04         5.79         0.92        48.79         5.46        13.25 
TCGA-VQ-A8DZ TCGA-VQ-A8E2 TCGA-VQ-A8E7 TCGA-VQ-A8P2 TCGA-VQ-A8P3 TCGA-VQ-A8PE 
       13.02        43.36        37.41        38.14        37.22        22.19 
TCGA-VQ-A8PK TCGA-VQ-A8PM TCGA-VQ-A8PQ TCGA-VQ-A91Q TCGA-VQ-A91U TCGA-VQ-A91V 
       17.85         1.87        15.65        20.81         1.71        42.64 
TCGA-VQ-A92D TCGA-VQ-A94T TCGA-VQ-AA68 TCGA-VQ-AA69 TCGA-VQ-AA6A TCGA-VQ-AA6B 
       66.81        11.24        43.66        28.41        38.93        32.94 
TCGA-VQ-AA6F TCGA-VQ-AA6G TCGA-VQ-AA6I TCGA-VQ-AA6J TCGA-VQ-AA6K TCGA-ZA-A8F6 
       54.12        26.04        16.14        27.55        12.43        17.26 

$HIGH
TCGA-Q9-A6FU TCGA-IG-A3Y9 TCGA-IG-A4P3 TCGA-IG-A5B8 TCGA-JY-A6FD TCGA-L5-A8NK 
        5.16         0.85        18.64         0.79        68.02        13.55 
TCGA-L5-A8NQ TCGA-LN-A49M TCGA-LN-A49S TCGA-LN-A49U TCGA-LN-A4A8 TCGA-LN-A4A9 
       21.37        12.66        13.15        15.35        15.52        11.54 
TCGA-LN-A4MR TCGA-LN-A9FP TCGA-S8-A6BW TCGA-VR-A8EX TCGA-VR-AA7B TCGA-Z6-A8JD 
       13.22        12.03        20.38        28.11        11.24         3.42 
TCGA-Z6-A8JE TCGA-Z6-AAPN TCGA-BR-7716 TCGA-D7-A74A TCGA-VQ-AA64 
        2.10         2.66        39.78        19.96        18.41 

$LOW
TCGA-EQ-A4SO TCGA-IG-A51D TCGA-IG-A8O2 TCGA-IG-A97I TCGA-JY-A6FA TCGA-L5-A88W 
       16.24        17.03         4.67        12.16        44.75        25.12 
TCGA-L5-A8NS TCGA-LN-A49L TCGA-LN-A49Y TCGA-LN-A7HW TCGA-LN-A7HX TCGA-LN-A9FO 
       13.41        10.45        12.46        12.00        12.23         0.13 
TCGA-R6-A6L6 TCGA-R6-A6Y0 TCGA-V5-AASX TCGA-VR-A8EP TCGA-VR-A8EW TCGA-VR-AA7D 
        7.04        53.95         8.98        27.09         8.12         9.17 
TCGA-BR-A4PD TCGA-CD-8529 TCGA-D7-A6EZ 
       20.65        12.30        20.32 

   0 HIGH  LOW 
0.00 0.79 0.13 
     0   HIGH    LOW 
122.30  68.02  53.95 
    0  HIGH   LOW 
13.87 13.22 12.30 
[1] "0.0 - 122.3 (13.9)" "0.8 - 68.0 (13.2)"  "0.1 - 54.0 (12.3)" 
D1V2, continuous
      vv
clus   STAGE I STAGE IA STAGE IB STAGE II STAGE IIA STAGE IIB STAGE III
  0         10       20       43       31        66        76        29
  HIGH       0        0        2        0        11         3         0
  LOW        0        0        1        0         7         4         0
      vv
clus   STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV STAGE IVA
  0            80         56         38       41         3
  HIGH          3          2          0        1         1
  LOW           1          4          1        1         0
D1V3, multiclass
            clus
vv            0 HIGH LOW
  STAGE I    10    0   0
  STAGE IA   20    0   0
  STAGE IB   43    2   1
  STAGE II   31    0   0
  STAGE IIA  66   11   7
  STAGE IIB  76    3   4
  STAGE III  29    0   0
  STAGE IIIA 80    3   1
  STAGE IIIB 56    2   4
  STAGE IIIC 38    0   1
  STAGE IV   41    1   1
  STAGE IVA   3    1   0
[1] 12  3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
      vv
clus   T0+T1  T2  T3  T4
  0       52 120 239  98
  HIGH     1   8  13   1
  LOW      1   7   9   3
D1V4, multiclass
       clus
vv        0 HIGH LOW
  T0+T1  52    1   1
  T2    120    8   7
  T3    239   13   9
  T4     98    1   3
[1] 4 3
[1] 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  N3
  0    169 166  82  83
  HIGH  15   4   3   1
  LOW   11   3   4   1
D1V5, multiclass
    clus
vv     0 HIGH LOW
  N0 169   15  11
  N1 166    4   3
  N2  82    3   4
  N3  83    1   1
[1] 4 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V6, binary
      cls
clus     0   1
  0    447  35
  HIGH  20   2
  LOW   15   1
[1] "tbl2"
      cls
clus   [,1] [,2]
  0     447   35
  HIGH   20    2
  LOW    15    1
   clus
vv    0 HIGH LOW
  0 447   20  15
  1  35    2   1
[1] 2 3
[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
  0    163 369
  HIGH   7  16
  LOW    2  21
[1] "tbl2"
      cls
clus   [,1] [,2]
  0     163  369
  HIGH    7   16
  LOW     2   21
        clus
vv         0 HIGH LOW
  FEMALE 163    7   2
  MALE   369   16  21
[1] 2 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V8, binary
      cls
clus     0   1
  0    389  87
  HIGH  16   6
  LOW   11   9
[1] "tbl2"
      cls
clus   [,1] [,2]
  0     389   87
  HIGH   16    6
  LOW    11    9
     clus
vv      0 HIGH LOW
  NO  389   16  11
  YES  87    6   9
[1] 2 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V9, continuous
D1V10, continuous
      vv
clus   ASIAN BLACK OR AFRICAN AMERICAN
  0      116                        14
  HIGH     8                         0
  LOW      9                         0
      vv
clus   NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER WHITE
  0                                            1   331
  HIGH                                         0    14
  LOW                                          0    12
D1V11, multiclass
                                           clus
vv                                            0 HIGH LOW
  ASIAN                                     116    8   9
  BLACK OR AFRICAN AMERICAN                  14    0   0
  NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER   1    0   0
  WHITE                                     331   14  12
[1] 4 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D1V12, binary
      cls
clus     0   1
  0     10 365
  HIGH   0  17
  LOW    0  16
[1] "tbl2"
      cls
clus   [,1] [,2]
  0      10  365
  HIGH    0   17
  LOW     0   16
                        clus
vv                         0 HIGH LOW
  HISPANIC OR LATINO      10    0   0
  NOT HISPANIC OR LATINO 365   17  16
[1] 2 3
[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 = APOBEC_ENRICH
D2V1, survival
                sevent
clus2              0   1
  FC.HIGH.ENRICH  22  12
  FC.LOW.ENRICH    6   4
  FC.NO.ENRICH   310 200
FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
            34             10            510 
FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
            12              4            200 
$FC.HIGH.ENRICH
TCGA-Q9-A6FU TCGA-EQ-A4SO TCGA-IG-A3Y9 TCGA-IG-A4P3 TCGA-IG-A51D TCGA-IG-A5B8 
        5.16        16.24         0.85        18.64        17.03         0.79 
TCGA-IG-A97I TCGA-JY-A6FA TCGA-JY-A6FD TCGA-L5-A8NK TCGA-L5-A8NQ TCGA-LN-A49L 
       12.16        44.75        68.02        13.55        21.37        10.45 
TCGA-LN-A49M TCGA-LN-A49S TCGA-LN-A49U TCGA-LN-A4A8 TCGA-LN-A4A9 TCGA-LN-A4MR 
       12.66        13.15        15.35        15.52        11.54        13.22 
TCGA-LN-A7HW TCGA-LN-A9FO TCGA-LN-A9FP TCGA-S8-A6BW TCGA-VR-A8EP TCGA-VR-A8EW 
       12.00         0.13        12.03        20.38        27.09         8.12 
TCGA-VR-A8EX TCGA-VR-AA7B TCGA-VR-AA7D TCGA-Z6-A8JD TCGA-Z6-A8JE TCGA-Z6-AAPN 
       28.11        11.24         9.17         3.42         2.10         2.66 
TCGA-BR-7716 TCGA-BR-A4PD TCGA-D7-A74A TCGA-VQ-AA64 
       39.78        20.65        19.96        18.41 

$FC.LOW.ENRICH
TCGA-IG-A8O2 TCGA-L5-A88W TCGA-L5-A8NS TCGA-LN-A49Y TCGA-LN-A7HX TCGA-R6-A6L6 
        4.67        25.12        13.41        12.46        12.23         7.04 
TCGA-R6-A6Y0 TCGA-V5-AASX TCGA-CD-8529 TCGA-D7-A6EZ 
       53.95         8.98        12.30        20.32 

$FC.NO.ENRICH
TCGA-IC-A6RF TCGA-JY-A6FB TCGA-JY-A938 TCGA-L5-A43I TCGA-L5-A43J TCGA-L5-A43M 
       15.68        60.39        34.85        18.28         4.31         8.94 
TCGA-L5-A4OE TCGA-L5-A4OG TCGA-L5-A4OI TCGA-L5-A88T TCGA-L5-A88Y TCGA-L5-A8NG 
       24.00         4.70        19.99        22.82         0.36        35.97 
TCGA-L5-A8NT TCGA-S8-A6BV TCGA-CG-4444 TCGA-CG-4460 TCGA-CG-4475 TCGA-CG-5727 
       27.12        20.02        47.05        21.99        22.98        79.07 
TCGA-FP-A8CX TCGA-KB-A93G TCGA-MX-A663 TCGA-2H-A9GF TCGA-2H-A9GG TCGA-2H-A9GH 
        0.23        20.15         9.86        25.78        20.05        31.27 
TCGA-2H-A9GI TCGA-2H-A9GJ TCGA-2H-A9GK TCGA-2H-A9GL TCGA-2H-A9GM TCGA-2H-A9GN 
       14.30        58.55         7.63         5.92        13.94         8.94 
TCGA-2H-A9GO TCGA-2H-A9GQ TCGA-2H-A9GR TCGA-IC-A6RE TCGA-IG-A3I8 TCGA-IG-A3QL 
       16.24         4.21        32.45         7.69        33.27        35.21 
TCGA-IG-A3YA TCGA-IG-A3YB TCGA-IG-A3YC TCGA-IG-A4QS TCGA-IG-A4QT TCGA-IG-A50L 
       20.78         2.63        20.12         3.88         9.30         0.53 
TCGA-IG-A5S3 TCGA-IG-A625 TCGA-IG-A6QS TCGA-IG-A7DP TCGA-IG-A97H TCGA-JY-A6F8 
       23.41        12.82         9.96        14.86        14.50       122.10 
TCGA-JY-A6FE TCGA-JY-A6FG TCGA-JY-A6FH TCGA-JY-A939 TCGA-JY-A93C TCGA-JY-A93D 
        3.68        41.52        47.38        21.70        23.18        31.56 
TCGA-JY-A93E TCGA-JY-A93F TCGA-KH-A6WC TCGA-L5-A43C TCGA-L5-A43E TCGA-L5-A43H 
       25.22        24.03         6.28         3.16        30.25         0.30 
TCGA-L5-A4OF TCGA-L5-A4OH TCGA-L5-A4OJ TCGA-L5-A4OM TCGA-L5-A4ON TCGA-L5-A4OO 
       26.33        32.61        21.01        47.93        18.35         3.32 
TCGA-L5-A4OP TCGA-L5-A4OQ TCGA-L5-A4OR TCGA-L5-A4OS TCGA-L5-A4OT TCGA-L5-A4OU 
        7.17         1.38         3.16        58.59         4.90        29.00 
TCGA-L5-A4OW TCGA-L5-A4OX TCGA-L5-A88S TCGA-L5-A88V TCGA-L5-A88Z TCGA-L5-A891 
        7.13         7.43        15.48         2.60         7.40         3.75 
TCGA-L5-A893 TCGA-L5-A8NE TCGA-L5-A8NF TCGA-L5-A8NH TCGA-L5-A8NI TCGA-L5-A8NJ 
        3.02        55.50         2.66        12.92        13.48        16.47 
TCGA-L5-A8NL TCGA-L5-A8NM TCGA-L5-A8NN TCGA-L5-A8NR TCGA-L5-A8NU TCGA-L5-A8NV 
       13.22         7.76         5.49         8.71        83.24        52.57 
TCGA-L5-A8NW TCGA-L7-A56G TCGA-L7-A6VZ TCGA-LN-A49K TCGA-LN-A49N TCGA-LN-A49O 
       46.09        10.85        10.36         5.92        12.43        13.41 
TCGA-LN-A49P TCGA-LN-A49R TCGA-LN-A49V TCGA-LN-A49W TCGA-LN-A49X TCGA-LN-A4A1 
       12.33        13.38        12.59        13.25        12.62        12.59 
TCGA-LN-A4A2 TCGA-LN-A4A3 TCGA-LN-A4A4 TCGA-LN-A4A5 TCGA-LN-A4A6 TCGA-LN-A4MQ 
       12.49        12.76        12.59        22.39        12.85        12.33 
TCGA-LN-A5U5 TCGA-LN-A5U6 TCGA-LN-A5U7 TCGA-LN-A7HV TCGA-LN-A7HY TCGA-LN-A7HZ 
        4.47        12.33        25.25        10.52        12.03        13.18 
TCGA-LN-A8HZ TCGA-LN-A8I0 TCGA-LN-A8I1 TCGA-LN-A9FQ TCGA-LN-A9FR TCGA-M9-A5M8 
       12.33        13.38        13.18        12.85        12.26        33.11 
TCGA-Q9-A6FW TCGA-R6-A6DN TCGA-R6-A6DQ TCGA-R6-A6KZ TCGA-R6-A6L4 TCGA-R6-A6XG 
        7.82         8.02         7.59         5.06        16.31        38.40 
TCGA-R6-A6XQ TCGA-R6-A6Y2 TCGA-R6-A8W5 TCGA-R6-A8W8 TCGA-R6-A8WC TCGA-R6-A8WG 
        6.35         9.30        15.78         2.89         2.30        12.69 
TCGA-RE-A7BO TCGA-V5-A7RB TCGA-V5-A7RC TCGA-V5-A7RE TCGA-V5-AASV TCGA-V5-AASW 
        7.00         5.29         3.42        16.44        15.35         9.27 
TCGA-VR-A8EO TCGA-VR-A8EQ TCGA-VR-A8ER TCGA-VR-A8ET TCGA-VR-A8EU TCGA-VR-A8EY 
       25.81        22.82        12.43         1.55        18.31        33.70 
TCGA-VR-A8EZ TCGA-VR-A8Q7 TCGA-VR-AA4D TCGA-VR-AA4G TCGA-VR-AA7I TCGA-X8-AAAR 
       18.18        52.27        46.19        18.05        15.91        18.21 
TCGA-XP-A8T6 TCGA-XP-A8T7 TCGA-XP-A8T8 TCGA-Z6-A9VB TCGA-ZR-A9CJ TCGA-B7-5816 
       25.08        41.23        14.37         1.32        19.73        26.70 
TCGA-B7-5818 TCGA-B7-A5TI TCGA-B7-A5TJ TCGA-B7-A5TK TCGA-B7-A5TN TCGA-BR-4183 
       11.70        19.56        11.01         9.47         9.44         6.61 
TCGA-BR-4184 TCGA-BR-4187 TCGA-BR-4188 TCGA-BR-4191 TCGA-BR-4201 TCGA-BR-4253 
        6.97         4.64         7.43        18.35        30.90         4.08 
TCGA-BR-4255 TCGA-BR-4256 TCGA-BR-4257 TCGA-BR-4267 TCGA-BR-4279 TCGA-BR-4280 
        4.08         9.34         9.67         6.18         9.57         6.61 
TCGA-BR-6452 TCGA-BR-6453 TCGA-BR-6455 TCGA-BR-6456 TCGA-BR-6457 TCGA-BR-6458 
       34.68        15.95        13.87        17.29        13.68        19.33 
TCGA-BR-6563 TCGA-BR-6564 TCGA-BR-6565 TCGA-BR-6566 TCGA-BR-6705 TCGA-BR-6706 
       39.12        26.10         9.17        32.78        25.61        18.05 
TCGA-BR-6707 TCGA-BR-6709 TCGA-BR-6710 TCGA-BR-6801 TCGA-BR-6802 TCGA-BR-6803 
       19.89        12.16         8.98        40.21        30.90        31.20 
TCGA-BR-6852 TCGA-BR-7196 TCGA-BR-7197 TCGA-BR-7703 TCGA-BR-7704 TCGA-BR-7707 
       44.94        21.90         9.21        36.16        35.24        35.84 
TCGA-BR-7715 TCGA-BR-7717 TCGA-BR-7722 TCGA-BR-7723 TCGA-BR-7901 TCGA-BR-7957 
       33.63        18.15        15.32        28.73         3.45         9.07 
TCGA-BR-7958 TCGA-BR-7959 TCGA-BR-8058 TCGA-BR-8059 TCGA-BR-8060 TCGA-BR-8077 
       29.56        33.21        37.25        14.43        11.44         0.69 
TCGA-BR-8078 TCGA-BR-8080 TCGA-BR-8081 TCGA-BR-8284 TCGA-BR-8285 TCGA-BR-8286 
       29.59         9.60        32.25         8.05         0.56        29.42 
TCGA-BR-8289 TCGA-BR-8291 TCGA-BR-8295 TCGA-BR-8297 TCGA-BR-8360 TCGA-BR-8361 
        2.66        19.96         2.20         7.40         6.18        31.10 
TCGA-BR-8363 TCGA-BR-8364 TCGA-BR-8365 TCGA-BR-8366 TCGA-BR-8367 TCGA-BR-8368 
        0.26        22.19        17.52         0.95        26.33         4.31 
TCGA-BR-8369 TCGA-BR-8370 TCGA-BR-8371 TCGA-BR-8372 TCGA-BR-8373 TCGA-BR-8381 
       14.04         3.32        11.80        31.27        14.79         7.36 
TCGA-BR-8382 TCGA-BR-8384 TCGA-BR-8483 TCGA-BR-8484 TCGA-BR-8485 TCGA-BR-8486 
       25.05         3.72         5.39        25.18         9.21        20.22 
TCGA-BR-8487 TCGA-BR-8588 TCGA-BR-8589 TCGA-BR-8590 TCGA-BR-8591 TCGA-BR-8592 
        1.12        12.79        27.12         9.34        28.14         6.28 
TCGA-BR-8676 TCGA-BR-8677 TCGA-BR-8678 TCGA-BR-8680 TCGA-BR-8682 TCGA-BR-8683 
        7.53        26.73        24.79        31.96        32.58         9.86 
TCGA-BR-8686 TCGA-BR-8687 TCGA-BR-8690 TCGA-BR-A44T TCGA-BR-A44U TCGA-BR-A452 
       20.88         8.22        10.68        34.13        13.87         7.53 
TCGA-BR-A453 TCGA-BR-A4CQ TCGA-BR-A4CS TCGA-BR-A4IU TCGA-BR-A4IV TCGA-BR-A4IY 
        6.08        34.98         1.48        27.55        28.57        12.89 
TCGA-BR-A4IZ TCGA-BR-A4J1 TCGA-BR-A4J2 TCGA-BR-A4J4 TCGA-BR-A4J5 TCGA-BR-A4J6 
        8.98         0.72        14.17         0.53        28.34         0.66 
TCGA-BR-A4J7 TCGA-BR-A4J8 TCGA-BR-A4PE TCGA-BR-A4PF TCGA-BR-A4QI TCGA-BR-A4QL 
       32.52        13.51        20.42         1.15        21.44        16.14 
TCGA-BR-A4QM TCGA-CD-5798 TCGA-CD-5799 TCGA-CD-5800 TCGA-CD-5801 TCGA-CD-5802 
        5.13        13.41        13.02        13.15        13.18        13.35 
TCGA-CD-5803 TCGA-CD-5804 TCGA-CD-5813 TCGA-CD-8524 TCGA-CD-8525 TCGA-CD-8526 
       11.21        12.10        12.39        12.76        12.59        12.53 
TCGA-CD-8527 TCGA-CD-8528 TCGA-CD-8530 TCGA-CD-8531 TCGA-CD-8532 TCGA-CD-8533 
        7.17        12.33        12.39        12.59        11.64        15.39 
TCGA-CD-8534 TCGA-CD-8535 TCGA-CD-8536 TCGA-CD-A486 TCGA-CD-A487 TCGA-CD-A489 
       12.07        12.82        12.43         6.31        12.30        11.31 
TCGA-CD-A48A TCGA-CD-A48C TCGA-CD-A4MG TCGA-CD-A4MH TCGA-CD-A4MI TCGA-CD-A4MJ 
       12.43        11.61         6.58        12.20        11.77        12.62 
TCGA-CG-4300 TCGA-CG-4301 TCGA-CG-4304 TCGA-CG-4305 TCGA-CG-4306 TCGA-CG-4436 
       20.02         3.02        27.02        15.95         1.02         7.99 
TCGA-CG-4437 TCGA-CG-4438 TCGA-CG-4440 TCGA-CG-4441 TCGA-CG-4443 TCGA-CG-4449 
        8.05        54.08         4.01        14.01        29.98        19.07 
TCGA-CG-4455 TCGA-CG-4462 TCGA-CG-4465 TCGA-CG-4466 TCGA-CG-4469 TCGA-CG-4477 
       12.03         0.00         9.01        18.97         7.07        30.97 
TCGA-CG-5717 TCGA-CG-5718 TCGA-CG-5719 TCGA-CG-5720 TCGA-CG-5721 TCGA-CG-5722 
        6.97        36.00         1.02         0.99         6.02         0.99 
TCGA-CG-5723 TCGA-CG-5724 TCGA-CG-5725 TCGA-CG-5726 TCGA-CG-5728 TCGA-CG-5730 
      105.07        12.03        15.02        28.96        65.10         4.01 
TCGA-CG-5732 TCGA-CG-5733 TCGA-CG-5734 TCGA-D7-5577 TCGA-D7-5578 TCGA-D7-5579 
       69.04        21.07         7.99        25.71        12.66        20.91 
TCGA-D7-6518 TCGA-D7-6519 TCGA-D7-6520 TCGA-D7-6521 TCGA-D7-6522 TCGA-D7-6524 
       19.13        20.55        18.84        18.54        18.61        17.85 
TCGA-D7-6525 TCGA-D7-6526 TCGA-D7-6527 TCGA-D7-6528 TCGA-D7-6815 TCGA-D7-6817 
       13.35        17.19        10.26        15.22        15.98        12.79 
TCGA-D7-6818 TCGA-D7-6820 TCGA-D7-6822 TCGA-D7-8570 TCGA-D7-8572 TCGA-D7-8573 
       12.36        11.31        12.33        24.72        16.80        19.50 
TCGA-D7-8574 TCGA-D7-8575 TCGA-D7-8576 TCGA-D7-8578 TCGA-D7-8579 TCGA-D7-A4YT 
       17.19        18.21        14.66        21.14        20.91        14.27 
TCGA-D7-A4YU TCGA-D7-A4YV TCGA-D7-A4YX TCGA-D7-A4YY TCGA-D7-A4Z0 TCGA-D7-A6ET 
       16.44         5.92        36.43        13.78        14.76        26.43 
TCGA-D7-A6EV TCGA-D7-A6EX TCGA-D7-A6EY TCGA-D7-A6F0 TCGA-D7-A6F2 TCGA-D7-A747 
       11.24        11.31        11.44        22.29        15.65         8.38 
TCGA-D7-A748 TCGA-D7-A74B TCGA-EQ-5647 TCGA-EQ-8122 TCGA-F1-6874 TCGA-F1-6875 
        4.34         7.13         0.62         7.99        14.47        72.23 
TCGA-F1-A448 TCGA-F1-A72C TCGA-FP-7735 TCGA-FP-7829 TCGA-FP-7916 TCGA-FP-7998 
       21.27        11.38         3.48        19.53        14.07        22.29 
TCGA-FP-8099 TCGA-FP-8209 TCGA-FP-8210 TCGA-FP-8211 TCGA-FP-8631 TCGA-FP-A4BE 
       17.06        59.54         5.03        13.58         0.56        11.08 
TCGA-FP-A4BF TCGA-FP-A9TM TCGA-HF-7132 TCGA-HF-7133 TCGA-HF-7134 TCGA-HF-A5NB 
        5.52         6.21        77.29        63.06        52.21        30.51 
TCGA-HJ-7597 TCGA-HU-8238 TCGA-HU-8243 TCGA-HU-8244 TCGA-HU-8249 TCGA-HU-8602 
       26.47         1.51         5.92        24.39        28.96        22.32 
TCGA-HU-8604 TCGA-HU-8608 TCGA-HU-8610 TCGA-HU-A4G2 TCGA-HU-A4G3 TCGA-HU-A4G6 
       22.82        21.07         0.76        24.30         5.59        24.26 
TCGA-HU-A4G8 TCGA-HU-A4G9 TCGA-HU-A4GC TCGA-HU-A4GD TCGA-HU-A4GF TCGA-HU-A4GH 
       22.68        24.20         3.25        22.75        25.81        11.77 
TCGA-HU-A4GJ TCGA-HU-A4GN TCGA-HU-A4GP TCGA-HU-A4GQ TCGA-HU-A4GT TCGA-HU-A4GU 
       21.37        29.98         8.98         0.10         6.51         6.58 
TCGA-HU-A4GX TCGA-HU-A4GY TCGA-HU-A4H0 TCGA-HU-A4H2 TCGA-HU-A4H3 TCGA-HU-A4H4 
       20.25         0.26         2.10        12.95        29.00        23.84 
TCGA-HU-A4H5 TCGA-HU-A4H6 TCGA-HU-A4H8 TCGA-HU-A4HB TCGA-HU-A4HD TCGA-IN-7806 
       23.80        21.17        14.07        15.68        33.40        36.36 
TCGA-IN-7808 TCGA-IN-8462 TCGA-IN-8663 TCGA-IN-A6RI TCGA-IN-A6RJ TCGA-IN-A6RL 
        3.45        18.81         3.39        18.38        12.46        13.35 
TCGA-IN-A6RN TCGA-IN-A6RP TCGA-IN-A6RR TCGA-IN-A6RS TCGA-IN-A7NR TCGA-IN-A7NT 
       19.53         6.44         6.74        12.59         6.51        10.62 
TCGA-IN-A7NU TCGA-IN-AB1V TCGA-IN-AB1X TCGA-IP-7968 TCGA-KB-A6F5 TCGA-KB-A6F7 
       11.70        15.75        13.51         2.53         5.56        63.62 
TCGA-KB-A93J TCGA-MX-A5UG TCGA-MX-A5UJ TCGA-MX-A666 TCGA-R5-A7O7 TCGA-R5-A7ZE 
       36.95         3.72        19.73        14.04        45.67        18.21 
TCGA-R5-A7ZF TCGA-R5-A7ZI TCGA-R5-A7ZR TCGA-R5-A804 TCGA-R5-A805 TCGA-RD-A7BS 
        8.52        74.53         6.08         4.60         9.24        11.05 
TCGA-RD-A7BT TCGA-RD-A7BW TCGA-RD-A7C1 TCGA-RD-A8MV TCGA-RD-A8MW TCGA-RD-A8N0 
        8.61         5.13        16.67       122.30        37.91        40.64 
TCGA-RD-A8N1 TCGA-RD-A8N2 TCGA-RD-A8N4 TCGA-RD-A8N5 TCGA-RD-A8N6 TCGA-RD-A8N9 
      115.69       116.38        71.38        57.44         8.94        35.61 
TCGA-SW-A7EA TCGA-SW-A7EB TCGA-VQ-A8DL TCGA-VQ-A8DT TCGA-VQ-A8DU TCGA-VQ-A8DV 
       19.04         5.79         0.92        48.79         5.46        13.25 
TCGA-VQ-A8DZ TCGA-VQ-A8E2 TCGA-VQ-A8E7 TCGA-VQ-A8P2 TCGA-VQ-A8P3 TCGA-VQ-A8PE 
       13.02        43.36        37.41        38.14        37.22        22.19 
TCGA-VQ-A8PK TCGA-VQ-A8PM TCGA-VQ-A8PQ TCGA-VQ-A91Q TCGA-VQ-A91U TCGA-VQ-A91V 
       17.85         1.87        15.65        20.81         1.71        42.64 
TCGA-VQ-A92D TCGA-VQ-A94T TCGA-VQ-AA68 TCGA-VQ-AA69 TCGA-VQ-AA6A TCGA-VQ-AA6B 
       66.81        11.24        43.66        28.41        38.93        32.94 
TCGA-VQ-AA6F TCGA-VQ-AA6G TCGA-VQ-AA6I TCGA-VQ-AA6J TCGA-VQ-AA6K TCGA-ZA-A8F6 
       54.12        26.04        16.14        27.55        12.43        17.26 

FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
          0.13           4.67           0.00 
FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
         68.02          53.95         122.30 
FC.HIGH.ENRICH  FC.LOW.ENRICH   FC.NO.ENRICH 
        13.185         12.380         13.870 
[1] "0.1 - 68.0 (13.2)"  "4.7 - 54.0 (12.4)"  "0.0 - 122.3 (13.9)"
D2V2, continuous
                vv
clus             STAGE I STAGE IA STAGE IB STAGE II STAGE IIA STAGE IIB
  FC.HIGH.ENRICH       0        0        3        0        15         6
  FC.LOW.ENRICH        0        0        0        0         3         1
  FC.NO.ENRICH        10       20       43       31        66        76
                vv
clus             STAGE III STAGE IIIA STAGE IIIB STAGE IIIC STAGE IV STAGE IVA
  FC.HIGH.ENRICH         0          3          5          1        1         1
  FC.LOW.ENRICH          0          1          1          0        1         0
  FC.NO.ENRICH          29         80         56         38       41         3
D2V3, multiclass
            clus
vv           FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  STAGE I                 0             0           10
  STAGE IA                0             0           20
  STAGE IB                3             0           43
  STAGE II                0             0           31
  STAGE IIA              15             3           66
  STAGE IIB               6             1           76
  STAGE III               0             0           29
  STAGE IIIA              3             1           80
  STAGE IIIB              5             1           56
  STAGE IIIC              1             0           38
  STAGE IV                1             1           41
  STAGE IVA               1             0            3
[1] 12  3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
                vv
clus             T0+T1  T2  T3  T4
  FC.HIGH.ENRICH     2  14  17   3
  FC.LOW.ENRICH      0   1   5   1
  FC.NO.ENRICH      52 120 239  98
D2V4, multiclass
       clus
vv      FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  T0+T1              2             0           52
  T2                14             1          120
  T3                17             5          239
  T4                 3             1           98
[1] 4 3
[1] 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  N3
  FC.HIGH.ENRICH  21   7   5   2
  FC.LOW.ENRICH    5   0   2   0
  FC.NO.ENRICH   169 166  82  83
D2V5, multiclass
    clus
vv   FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  N0             21             5          169
  N1              7             0          166
  N2              5             2           82
  N3              2             0           83
[1] 4 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V6, binary
                cls
clus               0   1
  FC.HIGH.ENRICH  30   2
  FC.LOW.ENRICH    5   1
  FC.NO.ENRICH   447  35
[1] "tbl2"
                cls
clus             [,1] [,2]
  FC.HIGH.ENRICH   30    2
  FC.LOW.ENRICH     5    1
  FC.NO.ENRICH    447   35
   clus
vv  FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  0             30             5          447
  1              2             1           35
[1] 2 3
[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
  FC.HIGH.ENRICH   9  27
  FC.LOW.ENRICH    0  10
  FC.NO.ENRICH   163 369
[1] "tbl2"
                cls
clus             [,1] [,2]
  FC.HIGH.ENRICH    9   27
  FC.LOW.ENRICH     0   10
  FC.NO.ENRICH    163  369
        clus
vv       FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  FEMALE              9             0          163
  MALE               27            10          369
[1] 2 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V8, binary
                cls
clus               0   1
  FC.HIGH.ENRICH  23  11
  FC.LOW.ENRICH    4   4
  FC.NO.ENRICH   389  87
[1] "tbl2"
                cls
clus             [,1] [,2]
  FC.HIGH.ENRICH   23   11
  FC.LOW.ENRICH     4    4
  FC.NO.ENRICH    389   87
     clus
vv    FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  NO              23             4          389
  YES             11             4           87
[1] 2 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V9, continuous
D2V10, continuous
                vv
clus             ASIAN BLACK OR AFRICAN AMERICAN
  FC.HIGH.ENRICH    13                         0
  FC.LOW.ENRICH      4                         0
  FC.NO.ENRICH     116                        14
                vv
clus             NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER WHITE
  FC.HIGH.ENRICH                                         0    20
  FC.LOW.ENRICH                                          0     6
  FC.NO.ENRICH                                           1   331
D2V11, multiclass
                                           clus
vv                                          FC.HIGH.ENRICH FC.LOW.ENRICH
  ASIAN                                                 13             4
  BLACK OR AFRICAN AMERICAN                              0             0
  NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER              0             0
  WHITE                                                 20             6
                                           clus
vv                                          FC.NO.ENRICH
  ASIAN                                              116
  BLACK OR AFRICAN AMERICAN                           14
  NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER            1
  WHITE                                              331
[1] 4 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
D2V12, binary
                cls
clus               0   1
  FC.HIGH.ENRICH   0  25
  FC.LOW.ENRICH    0   8
  FC.NO.ENRICH    10 365
[1] "tbl2"
                cls
clus             [,1] [,2]
  FC.HIGH.ENRICH    0   25
  FC.LOW.ENRICH     0    8
  FC.NO.ENRICH     10  365
                        clus
vv                       FC.HIGH.ENRICH FC.LOW.ENRICH FC.NO.ENRICH
  HISPANIC OR LATINO                  0             0           10
  NOT HISPANIC OR LATINO             25             8          365
[1] 2 3
[1] TRUE
[1] "dimension of contingency table is larger than 2 by 2 --- so will do fisher test with simulate.p.value=TRUE"
