
R version 2.10.1 (2009-12-14)
Copyright (C) 2009 The R Foundation for Statistical Computing
ISBN 3-900051-07-0

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> source("/xchip/tcga/gdac_prod/applications/tcga-gdac-genepattern/gp-3.2.4-9272/Tomcat/../../taskLib/Correlate_Clinical_Clusters_onlysig.75.4002/Clusters2ClinicalAnalysis_nozzle_onlysig.R")
> result <- main("/xchip/tcga/gdac_prod/applications/tcga-gdac-genepattern/gp-3.2.4-9272/Tomcat/../../taskLib/Correlate_Clinical_Clusters_onlysig.75.4002/", "-nF=/xchip/tcga/Tools/Nozzle/v1.current", "-iD=/xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_MergedClusteringPipeline/HNSC-TP/2404135/1.GDAC_mergedClustering.Finished/HNSC-TP.mergedcluster.txt", "-iC=/xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_clinicalDataPickerPipeline/HNSC-TP/2330197/1.GDAC_clinicalDataPicker.Finished/HNSC-TP.clin.merged.picked.txt", "-fF=ALL", "-fC=3", "-fH=5", "-fW=9", "-fP=OUT", "-cP=0.05", "-cQ=0.25", "-MF=ALL", "-oT=", "-nV=Nozzle.R1", "-OP=AGGREGRATED_CLUSTER", "-iT=", "-iX=")
[1] "nver"          "-nV=Nozzle.R1"
[1] "nfn"                                 "/xchip/tcga/Tools/Nozzle/v1.current"
[1] "Nozzle.R1"
[1] "successfully load Nozzle.R1"
[1] "ofn"  "-oT="
[1] "opt"                     "-OP=AGGREGRATED_CLUSTER"
[1] "tl"   "-iT="
[1] "dx"   "-iX="
[1] "opt"                 "AGGREGRATED_CLUSTER"
[1] "dx" ""  

nPatients in clinical file=315, in cluster file=329, common to both=315
[1]   8 315
[1] "CN_CNMF"
[1] 3
 1  2  3  4  5  6  7 
64 41 45 83 20 10 46 
 1  2  3  4  5  6  7 
64 41 45 83 20 10 46 
[1] "METHLYATION_CNMF"
[1] 3
 1  2  3  4  5  6  7  8 
43 47 40 44 58 53  5 19 
 1  2  3  4  5  6  7  8 
43 47 40 44 58 53  5 19 
[1] "RPPA_CNMF"
[1] 3
 1  2  3 
82 85 45 
 1  2  3 
82 85 45 
[1] "RPPA_CHIERARCHICAL"
[1] 3
  1   2   3 
115  81  16 
  1   2   3 
115  81  16 
[1] "MRNASEQ_CNMF"
[1] 3
  1   2   3 
118  93  91 
  1   2   3 
118  93  91 
[1] "MRNASEQ_CHIERARCHICAL"
[1] 3
  1   2   3 
 97  85 120 
  1   2   3 
 97  85 120 
[1] "MIRSEQ_CNMF"
[1] 3
  1   2   3 
 83 131  94 
  1   2   3 
 83 131  94 
[1] "MIRSEQ_CHIERARCHICAL"
[1] 3
  1   2   3   4 
 13  12 167 116 
  1   2   3   4 
 13  12 167 116 
[1] "data2feature, selection=ALL"
 [1] "YEARSTOBIRTH"                          
 [2] "DAYSTODEATH"                           
 [3] "DAYSTOLASTFOLLOWUP"                    
 [4] "VITALSTATUS"                           
 [5] "DCCUPLOADDATE"                         
 [6] "PRIMARYSITEOFDESEASE"                  
 [7] "GENDER"                                
 [8] "DATEOFINITIALPATHOLOGICDIAGNOSIS"      
 [9] "DAYSTOLASTKNOWNALIVE"                  
[10] "HISTOLOGICALTYPE"                      
[11] "PATHOLOGICSPREAD(PT)"                  
[12] "PATHOLOGICSPREAD(PN)"                  
[13] "PATHOLOGICSPREAD(M)"                   
[14] "TUMORSTAGE"                            
[15] "RADIATIONS.RADIATION.REGIMENINDICATION"
[16] "NUMBERPACKYEARSSMOKED"                 
[17] "STOPPEDSMOKINGYEAR"                    
[18] "TOBACCOSMOKINGHISTORYINDICATOR"        
[19] "YEAROFTOBACCOSMOKINGONSET"             
[20] "BATCHNUMBER"                           

Input Data has 20 rows and 315 columns.

[1] "Batch" "20"   
[1] "Last Follow UP"
TCGA-BA-4074 TCGA-BA-4075 TCGA-BA-4076 TCGA-BA-4077 TCGA-BA-4078 TCGA-BA-5149 
         461          283          415         1134          276          248 
TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5153 TCGA-BA-5555 TCGA-BA-5556 TCGA-BA-5557 
         190          845         1761          186          179          242 
TCGA-BA-5558 TCGA-BA-5559 TCGA-BA-6868 TCGA-BA-6869 TCGA-BA-6870 TCGA-BA-6871 
        1635         1747          152          244           NA           63 
TCGA-BA-6872 TCGA-BA-6873 TCGA-BA-7269 TCGA-BB-4217 TCGA-BB-4223 TCGA-BB-4224 
          NA          113          236          186         2891          275 
TCGA-BB-4225 TCGA-BB-4227 TCGA-BB-4228 TCGA-BB-7861 TCGA-BB-7862 TCGA-BB-7863 
         140          133          557          310          535          422 
TCGA-BB-7864 TCGA-BB-7866 TCGA-BB-7870 TCGA-BB-7871 TCGA-BB-7872 TCGA-CN-4722 
         718          638         1152          427          436          192 
TCGA-CN-4723 TCGA-CN-4725 TCGA-CN-4726 TCGA-CN-4727 TCGA-CN-4728 TCGA-CN-4729 
         412          310          142          194          325          166 
TCGA-CN-4730 TCGA-CN-4731 TCGA-CN-4733 TCGA-CN-4734 TCGA-CN-4735 TCGA-CN-4736 
         343          383          522          226          369          395 
TCGA-CN-4737 TCGA-CN-4738 TCGA-CN-4739 TCGA-CN-4740 TCGA-CN-4741 TCGA-CN-4742 
         240          436          348          810          875          397 
TCGA-CN-5355 TCGA-CN-5356 TCGA-CN-5358 TCGA-CN-5359 TCGA-CN-5360 TCGA-CN-5361 
         279          289          173          377          866          193 
TCGA-CN-5363 TCGA-CN-5364 TCGA-CN-5365 TCGA-CN-5366 TCGA-CN-5367 TCGA-CN-5369 
         252          493          351          360          352          380 
TCGA-CN-5370 TCGA-CN-5373 TCGA-CN-5374 TCGA-CN-6010 TCGA-CN-6011 TCGA-CN-6012 
          NA          413          274          207          228          143 
TCGA-CN-6013 TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6018 TCGA-CN-6019 TCGA-CN-6020 
         154          201          159           45          134           97 
TCGA-CN-6021 TCGA-CN-6022 TCGA-CN-6023 TCGA-CN-6024 TCGA-CN-6988 TCGA-CN-6989 
         276          201          188          224           42          177 
TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6995 TCGA-CN-6996 TCGA-CN-6997 TCGA-CN-6998 
          83          119           NA          114          100           46 
TCGA-CQ-5323 TCGA-CQ-5324 TCGA-CQ-5325 TCGA-CQ-5326 TCGA-CQ-5327 TCGA-CQ-5329 
        1465         1207          654           NA         1183          841 
TCGA-CQ-5330 TCGA-CQ-5331 TCGA-CQ-5332 TCGA-CQ-5333 TCGA-CQ-5334 TCGA-CQ-6218 
         896         1028          317          341          128          870 
TCGA-CQ-6219 TCGA-CQ-6220 TCGA-CQ-6221 TCGA-CQ-6222 TCGA-CQ-6223 TCGA-CQ-6224 
          NA           NA         1000         1160         1057          984 
TCGA-CQ-6225 TCGA-CQ-6227 TCGA-CQ-6228 TCGA-CQ-6229 TCGA-CQ-7065 TCGA-CQ-7067 
          NA           NA           NA          814         1006          508 
TCGA-CQ-7068 TCGA-CR-5243 TCGA-CR-5247 TCGA-CR-5248 TCGA-CR-5249 TCGA-CR-5250 
         693         2562          358         1662         1152          798 
TCGA-CR-6467 TCGA-CR-6470 TCGA-CR-6471 TCGA-CR-6472 TCGA-CR-6473 TCGA-CR-6474 
        1777         1521           NA         1050         1125           NA 
TCGA-CR-6477 TCGA-CR-6478 TCGA-CR-6480 TCGA-CR-6481 TCGA-CR-6482 TCGA-CR-6484 
         514           NA          362          311          345          354 
TCGA-CR-6487 TCGA-CR-6488 TCGA-CR-6491 TCGA-CR-6492 TCGA-CR-6493 TCGA-CR-7364 
         233          379          350          479           NA         1435 
TCGA-CR-7365 TCGA-CR-7367 TCGA-CR-7368 TCGA-CR-7369 TCGA-CR-7370 TCGA-CR-7371 
        1190         1440         1244           NA          104           NA 
TCGA-CR-7372 TCGA-CR-7373 TCGA-CR-7374 TCGA-CR-7376 TCGA-CR-7377 TCGA-CR-7379 
         759          889           30          972           NA         1036 
TCGA-CR-7380 TCGA-CR-7382 TCGA-CR-7383 TCGA-CR-7385 TCGA-CR-7386 TCGA-CR-7388 
          NA          796           NA          997         1430           NA 
TCGA-CR-7389 TCGA-CR-7390 TCGA-CR-7391 TCGA-CR-7392 TCGA-CR-7393 TCGA-CR-7394 
         392          907          913          946          908          898 
TCGA-CR-7395 TCGA-CR-7397 TCGA-CR-7398 TCGA-CR-7399 TCGA-CR-7401 TCGA-CR-7402 
         929          216          156          180         1077          910 
TCGA-CR-7404 TCGA-CV-5430 TCGA-CV-5431 TCGA-CV-5432 TCGA-CV-5434 TCGA-CV-5435 
        1471         4115          522         3930         3295         1438 
TCGA-CV-5436 TCGA-CV-5439 TCGA-CV-5440 TCGA-CV-5441 TCGA-CV-5442 TCGA-CV-5443 
         584          546         2732         2663         2326         2567 
TCGA-CV-5444 TCGA-CV-5966 TCGA-CV-5970 TCGA-CV-5971 TCGA-CV-5973 TCGA-CV-5976 
        1969          519          406          540         1736         1478 
TCGA-CV-5977 TCGA-CV-5978 TCGA-CV-5979 TCGA-CV-6003 TCGA-CV-6433 TCGA-CV-6436 
        1007          215         1315         1246          405          743 
TCGA-CV-6441 TCGA-CV-6933 TCGA-CV-6934 TCGA-CV-6935 TCGA-CV-6936 TCGA-CV-6937 
         179           NA           NA           NA           NA           NA 
TCGA-CV-6938 TCGA-CV-6939 TCGA-CV-6940 TCGA-CV-6941 TCGA-CV-6942 TCGA-CV-6943 
          NA           NA           NA           NA         3835           NA 
TCGA-CV-6945 TCGA-CV-6948 TCGA-CV-6950 TCGA-CV-6951 TCGA-CV-6952 TCGA-CV-6953 
          NA           NA           NA           NA           NA           NA 
TCGA-CV-6954 TCGA-CV-6955 TCGA-CV-6956 TCGA-CV-6959 TCGA-CV-6960 TCGA-CV-6961 
          NA           NA           NA           NA           NA           NA 
TCGA-CV-6962 TCGA-CV-7089 TCGA-CV-7090 TCGA-CV-7091 TCGA-CV-7095 TCGA-CV-7097 
          NA           NA         3836         3380           NA           NA 
TCGA-CV-7099 TCGA-CV-7100 TCGA-CV-7101 TCGA-CV-7102 TCGA-CV-7103 TCGA-CV-7104 
          NA           NA           NA           NA           NA           NA 
TCGA-CV-7177 TCGA-CV-7178 TCGA-CV-7180 TCGA-CV-7183 TCGA-CV-7235 TCGA-CV-7236 
          NA           NA           NA         3496         1724           NA 
TCGA-CV-7238 TCGA-CV-7242 TCGA-CV-7243 TCGA-CV-7245 TCGA-CV-7247 TCGA-CV-7248 
        1444         1095          953          797           NA           NA 
TCGA-CV-7250 TCGA-CV-7252 TCGA-CV-7253 TCGA-CV-7254 TCGA-CV-7255 TCGA-CV-7261 
          NA           NA           NA           NA           NA         1099 
TCGA-CV-7263 TCGA-CV-7406 TCGA-CV-7407 TCGA-CV-7409 TCGA-CV-7410 TCGA-CV-7411 
          NA           NA           NA           NA           NA           NA 
TCGA-CV-7413 TCGA-CV-7414 TCGA-CV-7415 TCGA-CV-7416 TCGA-CV-7418 TCGA-CV-7421 
          NA           NA           NA           NA           NA           NA 
TCGA-CV-7422 TCGA-CV-7423 TCGA-CV-7424 TCGA-CV-7425 TCGA-CV-7427 TCGA-CV-7428 
          NA           NA           NA           NA           NA           NA 
TCGA-CV-7429 TCGA-CV-7430 TCGA-CV-7432 TCGA-CV-7433 TCGA-CV-7434 TCGA-CV-7435 
          NA           NA           NA           NA           NA         4334 
TCGA-CV-7437 TCGA-CV-7438 TCGA-CV-7440 TCGA-CV-7446 TCGA-CV-7568 TCGA-CX-7082 
          NA           NA           NA           NA           NA          316 
TCGA-CX-7085 TCGA-CX-7086 TCGA-CX-7219 TCGA-D6-6515 TCGA-D6-6516 TCGA-D6-6517 
         321          236          828          403          325          250 
TCGA-D6-6823 TCGA-D6-6824 TCGA-D6-6825 TCGA-D6-6826 TCGA-D6-6827 TCGA-DQ-5624 
         238           77          152          153          127         1149 
TCGA-DQ-5625 TCGA-DQ-5629 TCGA-DQ-5630 TCGA-DQ-5631 TCGA-DQ-7588 TCGA-DQ-7589 
        1058          516          477          548           NA          575 
TCGA-DQ-7590 TCGA-DQ-7591 TCGA-DQ-7592 TCGA-DQ-7593 TCGA-DQ-7594 TCGA-DQ-7595 
         661          360          299          369          368          324 
TCGA-F7-7848 TCGA-F7-8298 TCGA-H7-7774 TCGA-HD-7229 TCGA-HD-7753 TCGA-HD-7754 
          35           14           30            2            5           25 
TCGA-HD-7831 TCGA-HD-7832 TCGA-HD-7917 TCGA-HD-8224 TCGA-HD-8314 TCGA-HL-7533 
          NA           NA           31           55           44          692 
TCGA-IQ-7630 TCGA-IQ-7631 TCGA-IQ-7632 
         160          122          113 
Variable 1:'AGE':	nDistinctValues=56,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 2:'DAYSTODEATH':	nDistinctValues=119,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 3:'DAYSTOLASTFOLLOWUP':	nDistinctValues=207,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 4:'VITALSTATUS':	nDistinctValues=2,	numeric=TRUE,	binary=TRUE,	exclude=FALSE.
Variable 5:'DCCUPLOADDAY':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 6:'PRIMARY.SITE.OF.DISEASE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 7:'GENDER':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 8:'DAYOFINITIALPATHOLOGICDIAGNOSIS':	nDistinctValues=21,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 9:'DAYSTOLASTKNOWNALIVE':	nDistinctValues=96,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 10:'HISTOLOGICAL.TYPE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 11:'PATHOLOGY.T':	nDistinctValues=6,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 12:'PATHOLOGY.N':	nDistinctValues=8,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 13:'PATHOLOGICSPREAD(M)':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 14:'TUMOR.STAGE':	nDistinctValues=5,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 15:'RADIATIONS.RADIATION.REGIMENINDICATION':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 16:'NUMBERPACKYEARSSMOKED':	nDistinctValues=71,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 17:'STOPPEDSMOKINGYEAR':	nDistinctValues=48,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 18:'TOBACCOSMOKINGHISTORYINDICATOR':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 19:'YEAROFTOBACCOSMOKINGONSET':	nDistinctValues=52,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 20:'BATCH.NUMBER':	nDistinctValues=10,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "rownames(nsurv.mat)"
 [1] "AGE"                                   
 [2] "GENDER"                                
 [3] "PATHOLOGY.T"                           
 [4] "PATHOLOGY.N"                           
 [5] "TUMOR.STAGE"                           
 [6] "RADIATIONS.RADIATION.REGIMENINDICATION"
 [7] "NUMBERPACKYEARSSMOKED"                 
 [8] "STOPPEDSMOKINGYEAR"                    
 [9] "TOBACCOSMOKINGHISTORYINDICATOR"        
[10] "YEAROFTOBACCOSMOKINGONSET"             
[1] "TUMOR.?STAGE" "5"           
[1] "stage2"
vv
  1   2   3   4 
 18  48  42 159 
[1] "TUMOR.?GRADE"
[1] "PATHOLOGY.T" "3"          
[1] "PATHOLOGY.N" "4"          
Output Data has 315 columns, 1 survival variables, and 10 non-survival variables.
AGE, nv=56, binary=FALSE, numeric=TRUE
GENDER, nv=2, binary=FALSE, numeric=FALSE
PATHOLOGY.T, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.T',vnm)"
vv
 T1  T2  T3  T4 
 25  80  64 103 
[1] "table(vv)"
vv
 T1  T2  T3  T4 
 25  80  64 103 
$ClinVariableName
[1] "PATHOLOGY.T"

$Table
vv
 T1  T2  T3  T4 
 25  80  64 103 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


 T1  T2  T3  T4 
 25  80  64 103 
PATHOLOGY.N, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.N',vnm)"
vv
 N0  N1  N2  N3 
103  32 102   5 
[1] "table(vv)"
vv
 N0  N1  N2  N3 
103  32 102   5 
$ClinVariableName
[1] "PATHOLOGY.N"

$Table
vv
 N0  N1  N2  N3 
103  32 102   5 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


 N0  N1  N2  N3 
103  32 102   5 
TUMOR.STAGE, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('TUMOR.?STAGE',vnm)"
vv
  I  II III  IV 
 18  48  42 159 
[1] "table(vv)"
vv
  I  II III  IV 
 18  48  42 159 
$ClinVariableName
[1] "TUMOR.STAGE"

$Table
vv
  I  II III  IV 
 18  48  42 159 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


  I  II III  IV 
 18  48  42 159 
RADIATIONS.RADIATION.REGIMENINDICATION, nv=2, binary=FALSE, numeric=FALSE
NUMBERPACKYEARSSMOKED, nv=71, binary=FALSE, numeric=TRUE
STOPPEDSMOKINGYEAR, nv=48, binary=FALSE, numeric=TRUE
TOBACCOSMOKINGHISTORYINDICATOR, nv=4, binary=FALSE, numeric=FALSE
YEAROFTOBACCOSMOKINGONSET, nv=52, binary=FALSE, numeric=TRUE

Clustering(1) Variable = CN_CNMF
D1V1, survival
          sevent
clus2       0  1
  subtype1 30 34
  subtype2 23 18
  subtype3 29 16
  subtype4 65 18
  subtype5 11  8
  subtype6  7  3
  subtype7 20 24
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 
      64       41       45       83       19       10       44 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 
      34       18       16       18        8        3       24 
$subtype1
TCGA-BA-4074 TCGA-BA-4076 TCGA-BA-4077 TCGA-BA-5149 TCGA-BA-6868 TCGA-BA-6870 
       15.16        13.64        37.28         8.15         5.00        14.79 
TCGA-BA-6871 TCGA-BA-7269 TCGA-BB-4227 TCGA-BB-7870 TCGA-CN-4727 TCGA-CN-4728 
        2.07         7.76         4.37        37.87         6.38        10.68 
TCGA-CN-4735 TCGA-CN-5363 TCGA-CN-5364 TCGA-CN-5365 TCGA-CN-5366 TCGA-CN-5367 
       12.13         8.28        16.21        11.54        11.84        11.57 
TCGA-CN-6011 TCGA-CN-6013 TCGA-CN-6020 TCGA-CN-6989 TCGA-CN-6995 TCGA-CQ-6228 
        7.50         5.06         3.19         5.82         3.68        14.96 
TCGA-CQ-7067 TCGA-CR-5247 TCGA-CR-5248 TCGA-CR-6477 TCGA-CR-6478 TCGA-CR-6491 
       16.70        11.77        54.64        16.90         6.02        11.51 
TCGA-CR-7369 TCGA-CR-7380 TCGA-CR-7383 TCGA-CR-7388 TCGA-CR-7399 TCGA-CV-5430 
       35.84        19.92        17.13        27.02         5.92       135.29 
TCGA-CV-5431 TCGA-CV-5441 TCGA-CV-5979 TCGA-CV-6935 TCGA-CV-6936 TCGA-CV-6940 
       17.16        87.55        43.23         9.70         5.46        26.43 
TCGA-CV-6945 TCGA-CV-6950 TCGA-CV-6956 TCGA-CV-7095 TCGA-CV-7097 TCGA-CV-7102 
       12.03        15.06         7.13        18.81        12.66         1.84 
TCGA-CV-7178 TCGA-CV-7235 TCGA-CV-7247 TCGA-CV-7414 TCGA-CV-7415 TCGA-CV-7423 
       71.21        56.68        18.97         0.46        22.85       100.54 
TCGA-CV-7432 TCGA-CV-7433 TCGA-D6-6825 TCGA-D6-6826 TCGA-DQ-5625 TCGA-DQ-7588 
       84.49        19.73         5.00         5.03        34.78        14.04 
TCGA-DQ-7589 TCGA-F7-7848 TCGA-F7-8298 TCGA-HD-7753 
       18.90         1.15         0.46         0.16 

$subtype2
TCGA-BA-4075 TCGA-BA-6872 TCGA-BA-6873 TCGA-BB-4224 TCGA-CN-4723 TCGA-CN-4725 
        9.30        12.99         3.72         9.04        13.55        10.19 
TCGA-CN-4730 TCGA-CN-4737 TCGA-CQ-5329 TCGA-CQ-5332 TCGA-CQ-6220 TCGA-CR-7367 
       11.28         7.89        27.65        10.42        32.35        47.34 
TCGA-CR-7372 TCGA-CR-7374 TCGA-CR-7379 TCGA-CR-7390 TCGA-CV-5435 TCGA-CV-5444 
       24.95         0.99        34.06        29.82        47.28        64.73 
TCGA-CV-5976 TCGA-CV-6933 TCGA-CV-6948 TCGA-CV-6959 TCGA-CV-6962 TCGA-CV-7090 
       48.59        90.08        42.35         8.38         4.14       126.12 
TCGA-CV-7091 TCGA-CV-7101 TCGA-CV-7243 TCGA-CV-7245 TCGA-CV-7248 TCGA-CV-7255 
      111.12         5.23        31.33        26.20        17.10         2.10 
TCGA-CV-7416 TCGA-CV-7424 TCGA-CV-7429 TCGA-CV-7437 TCGA-CV-7438 TCGA-CV-7440 
       25.02        14.86         3.48        16.60         6.38        21.99 
TCGA-D6-6516 TCGA-D6-6823 TCGA-DQ-5624 TCGA-DQ-5629 TCGA-DQ-7592 
       10.68         7.82        37.78        16.96         9.83 

$subtype3
TCGA-BA-4078 TCGA-BA-5555 TCGA-BA-6869 TCGA-BB-7862 TCGA-BB-7864 TCGA-BB-7871 
        9.07         6.12         8.02        17.59        23.61        14.04 
TCGA-CN-5360 TCGA-CN-6010 TCGA-CN-6012 TCGA-CN-6021 TCGA-CN-6023 TCGA-CN-6024 
       28.47         6.81         4.70         9.07         6.18         7.36 
TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6997 TCGA-CQ-5323 TCGA-CQ-6221 TCGA-CQ-6225 
        2.73         3.91         3.29        48.16        32.88        13.25 
TCGA-CR-6487 TCGA-CR-7364 TCGA-CR-7365 TCGA-CR-7370 TCGA-CR-7371 TCGA-CR-7402 
        7.66        47.18        39.12         3.42         3.06        29.92 
TCGA-CV-5432 TCGA-CV-5434 TCGA-CV-5440 TCGA-CV-5978 TCGA-CV-6941 TCGA-CV-6951 
      129.21       108.33        89.82         7.07        11.24        30.05 
TCGA-CV-7103 TCGA-CV-7177 TCGA-CV-7242 TCGA-CV-7254 TCGA-CV-7261 TCGA-CV-7406 
       52.31        21.76        36.00        47.97        36.13        58.06 
TCGA-CV-7407 TCGA-CV-7418 TCGA-CV-7422 TCGA-CV-7430 TCGA-CV-7435 TCGA-CX-7082 
       35.54        25.94        34.09        16.27       142.49        10.39 
TCGA-DQ-7595 TCGA-HD-7917 TCGA-HD-8314 
       10.65         1.02         1.45 

$subtype4
TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5153 TCGA-BA-5556 TCGA-BA-5557 TCGA-BB-4217 
        6.25        27.78        57.90         5.88         7.96         6.12 
TCGA-BB-4223 TCGA-BB-4225 TCGA-BB-4228 TCGA-BB-7861 TCGA-BB-7863 TCGA-BB-7866 
       95.05         4.60        18.31        10.19        13.87        20.98 
TCGA-CN-4722 TCGA-CN-4733 TCGA-CN-4736 TCGA-CN-4738 TCGA-CN-4739 TCGA-CN-4740 
        6.31        17.16        12.99        14.33        11.44        26.63 
TCGA-CN-4741 TCGA-CN-5356 TCGA-CN-5358 TCGA-CN-5359 TCGA-CN-5369 TCGA-CN-5374 
       28.77         9.50         5.69        12.39        12.49         9.01 
TCGA-CN-6017 TCGA-CN-6018 TCGA-CN-6019 TCGA-CQ-5324 TCGA-CQ-5325 TCGA-CQ-5327 
        5.23         1.48         4.41        39.68        21.50        38.89 
TCGA-CQ-5331 TCGA-CQ-5333 TCGA-CQ-6229 TCGA-CQ-7068 TCGA-CR-5249 TCGA-CR-6470 
       33.80        11.21        26.76        22.78        37.87        50.01 
TCGA-CR-6471 TCGA-CR-6472 TCGA-CR-6473 TCGA-CR-6481 TCGA-CR-6482 TCGA-CR-6484 
       39.52        34.52        36.99        10.22        11.34        11.64 
TCGA-CR-6492 TCGA-CR-7376 TCGA-CR-7382 TCGA-CR-7385 TCGA-CR-7389 TCGA-CR-7391 
       15.75        31.96        26.17        32.78        12.89        30.02 
TCGA-CR-7392 TCGA-CR-7393 TCGA-CR-7394 TCGA-CR-7395 TCGA-CR-7397 TCGA-CR-7404 
       31.10        29.85        29.52        30.54         7.10        48.36 
TCGA-CV-5442 TCGA-CV-5443 TCGA-CV-5971 TCGA-CV-6436 TCGA-CV-6938 TCGA-CV-6943 
       76.47        84.39        17.75        24.43         4.70        19.79 
TCGA-CV-6953 TCGA-CV-6955 TCGA-CV-7183 TCGA-CV-7238 TCGA-CV-7250 TCGA-CV-7410 
       53.92        10.98       114.94        47.47        95.34       210.94 
TCGA-CV-7411 TCGA-CV-7425 TCGA-CV-7427 TCGA-CX-7085 TCGA-D6-6515 TCGA-D6-6824 
       89.33        56.48       156.49        10.55        13.25         2.53 
TCGA-D6-6827 TCGA-DQ-5630 TCGA-DQ-7590 TCGA-DQ-7591 TCGA-DQ-7593 TCGA-DQ-7594 
        4.18        15.68        21.73        11.84        12.13        12.10 
TCGA-H7-7774 TCGA-HD-7754 TCGA-HL-7533 TCGA-IQ-7631 TCGA-IQ-7632 
        0.99         0.82        22.75         4.01         3.72 

$subtype5
TCGA-BA-5558 TCGA-CN-4729 TCGA-CN-4731 TCGA-CN-6988 TCGA-CQ-5330 TCGA-CQ-6224 
       53.75         5.46        12.59         1.38        29.46        32.35 
TCGA-CR-5243 TCGA-CR-6474 TCGA-CR-6493 TCGA-CR-7398 TCGA-CV-5973 TCGA-CV-6441 
       84.23        18.51         9.27         5.13        57.07         5.88 
TCGA-CV-6937 TCGA-CV-6954 TCGA-CV-7104 TCGA-CV-7421 TCGA-CX-7086 TCGA-DQ-5631 
       20.52        65.82        12.89         0.07         7.76        18.02 
TCGA-HD-8224 
        1.81 

$subtype6
TCGA-BA-5559 TCGA-CN-6996 TCGA-CN-6998 TCGA-CR-6467 TCGA-CV-5977 TCGA-CV-6003 
       57.44         3.75         1.51        58.42        33.11        40.96 
TCGA-CV-6433 TCGA-CV-7409 TCGA-CV-7428 TCGA-CV-7434 
       13.32        17.82        54.90         7.13 

$subtype7
TCGA-BB-7872 TCGA-CN-4726 TCGA-CN-4742 TCGA-CN-5355 TCGA-CN-5370 TCGA-CN-5373 
       14.33         4.67        13.05         9.17         8.52        13.58 
TCGA-CN-6016 TCGA-CN-6022 TCGA-CQ-5326 TCGA-CQ-5334 TCGA-CQ-6218 TCGA-CQ-6223 
        6.61         6.61         2.93         4.21        28.60        34.75 
TCGA-CQ-6227 TCGA-CQ-7065 TCGA-CR-5250 TCGA-CR-6480 TCGA-CR-6488 TCGA-CR-7368 
        4.21        33.07        26.24        11.90        12.46        40.90 
TCGA-CR-7373 TCGA-CR-7386 TCGA-CR-7401 TCGA-CV-5436 TCGA-CV-5439 TCGA-CV-5966 
       29.23        47.01        35.41        19.20        17.95        17.06 
TCGA-CV-5970 TCGA-CV-6934 TCGA-CV-6939 TCGA-CV-6942 TCGA-CV-6952 TCGA-CV-6960 
       13.35         2.14        21.86       126.08         6.08        28.31 
TCGA-CV-6961 TCGA-CV-7089 TCGA-CV-7099 TCGA-CV-7100 TCGA-CV-7180 TCGA-CV-7236 
        2.50        64.80         7.99         9.01        10.75         4.73 
TCGA-CV-7252 TCGA-CV-7253 TCGA-CV-7263 TCGA-CV-7413 TCGA-CX-7219 TCGA-D6-6517 
        4.96        11.87        18.41         9.67        27.22         8.22 
TCGA-HD-7229 TCGA-IQ-7630 
        0.07         5.26 

subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 
    0.16     0.99     1.02     0.82     0.07     1.51     0.07 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 
  135.29   126.12   142.49   210.94    84.23    58.42   126.08 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 
  12.395   16.600   16.270   17.750   12.890   25.465   12.180 
[1] "0.2 - 135.3 (12.4)" "1.0 - 126.1 (16.6)" "1.0 - 142.5 (16.3)"
[4] "0.8 - 210.9 (17.8)" "0.1 - 84.2 (12.9)"  "1.5 - 58.4 (25.5)" 
[7] "0.1 - 126.1 (12.2)"
  [1] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype1"
  [7] "subtype4" "subtype4" "subtype4" "subtype3" "subtype4" "subtype4"
 [13] "subtype5" "subtype6" "subtype1" "subtype3" "subtype1" "subtype1"
 [19] "subtype2" "subtype2" "subtype1" "subtype4" "subtype4" "subtype2"
 [25] "subtype4" "subtype1" "subtype4" "subtype4" "subtype3" "subtype4"
 [31] "subtype3" "subtype4" "subtype1" "subtype3" "subtype7" "subtype4"
 [37] "subtype2" "subtype2" "subtype7" "subtype1" "subtype1" "subtype5"
 [43] "subtype2" "subtype5" "subtype4" "subtype1" "subtype4" "subtype2"
 [49] "subtype4" "subtype4" "subtype4" "subtype4" "subtype7" "subtype7"
 [55] "subtype4" "subtype4" "subtype4" "subtype3" "subtype1" "subtype1"
 [61] "subtype1" "subtype1" "subtype1" "subtype4" "subtype7" "subtype7"
 [67] "subtype4" "subtype3" "subtype1" "subtype3" "subtype1" "subtype7"
 [73] "subtype4" "subtype4" "subtype4" "subtype1" "subtype3" "subtype7"
 [79] "subtype3" "subtype3" "subtype5" "subtype1" "subtype3" "subtype3"
 [85] "subtype1" "subtype6" "subtype3" "subtype6" "subtype3" "subtype4"
 [91] "subtype4" "subtype7" "subtype4" "subtype2" "subtype5" "subtype4"
 [97] "subtype2" "subtype4" "subtype7" "subtype7" "subtype2" "subtype3"
[103] "subtype7" "subtype5" "subtype3" "subtype7" "subtype1" "subtype4"
[109] "subtype7" "subtype1" "subtype4" "subtype5" "subtype1" "subtype1"
[115] "subtype4" "subtype7" "subtype6" "subtype4" "subtype4" "subtype4"
[121] "subtype4" "subtype5" "subtype1" "subtype1" "subtype7" "subtype4"
[127] "subtype4" "subtype4" "subtype3" "subtype7" "subtype1" "subtype4"
[133] "subtype5" "subtype3" "subtype3" "subtype2" "subtype7" "subtype1"
[139] "subtype3" "subtype3" "subtype2" "subtype7" "subtype2" "subtype4"
[145] "subtype2" "subtype1" "subtype4" "subtype1" "subtype4" "subtype7"
[151] "subtype1" "subtype4" "subtype2" "subtype4" "subtype4" "subtype4"
[157] "subtype4" "subtype4" "subtype4" "subtype5" "subtype1" "subtype7"
[163] "subtype3" "subtype4" "subtype1" "subtype1" "subtype3" "subtype3"
[169] "subtype2" "subtype7" "subtype7" "subtype3" "subtype1" "subtype4"
[175] "subtype4" "subtype2" "subtype7" "subtype7" "subtype4" "subtype5"
[181] "subtype2" "subtype6" "subtype3" "subtype1" "subtype6" "subtype6"
[187] "subtype4" "subtype5" "subtype2" "subtype7" "subtype1" "subtype1"
[193] "subtype5" "subtype4" "subtype7" "subtype1" "subtype3" "subtype7"
[199] "subtype4" "subtype1" "subtype2" "subtype1" "subtype3" "subtype7"
[205] "subtype4" "subtype5" "subtype4" "subtype1" "subtype2" "subtype7"
[211] "subtype7" "subtype2" "subtype7" "subtype2" "subtype2" "subtype1"
[217] "subtype1" "subtype7" "subtype7" "subtype2" "subtype1" "subtype3"
[223] "subtype5" "subtype3" "subtype1" "subtype7" "subtype4" "subtype1"
[229] "subtype7" "subtype4" "subtype3" "subtype2" "subtype2" "subtype1"
[235] "subtype2" "subtype4" "subtype7" "subtype7" "subtype3" "subtype2"
[241] "subtype3" "subtype7" "subtype3" "subtype3" "subtype6" "subtype4"
[247] "subtype4" "subtype7" "subtype1" "subtype1" "subtype2" "subtype3"
[253] "subtype5" "subtype3" "subtype1" "subtype2" "subtype4" "subtype4"
[259] "subtype6" "subtype2" "subtype3" "subtype1" "subtype1" "subtype6"
[265] "subtype3" "subtype2" "subtype2" "subtype2" "subtype3" "subtype4"
[271] "subtype5" "subtype7" "subtype4" "subtype2" "subtype7" "subtype2"
[277] "subtype4" "subtype1" "subtype1" "subtype4" "subtype2" "subtype1"
[283] "subtype2" "subtype4" "subtype5" "subtype1" "subtype1" "subtype4"
[289] "subtype4" "subtype2" "subtype4" "subtype4" "subtype3" "subtype1"
[295] "subtype1" "subtype4" "subtype7" "subtype1" "subtype4" "subtype3"
[301] "subtype5" "subtype3" "subtype4" "subtype7" "subtype4" "subtype4"
  [1] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype1"
  [7] "subtype4" "subtype4" "subtype4" "subtype3" "subtype4" "subtype4"
 [13] "subtype5" "subtype6" "subtype1" "subtype3" "subtype1" "subtype1"
 [19] "subtype2" "subtype2" "subtype1" "subtype4" "subtype4" "subtype2"
 [25] "subtype4" "subtype1" "subtype4" "subtype4" "subtype3" "subtype4"
 [31] "subtype3" "subtype4" "subtype1" "subtype3" "subtype7" "subtype4"
 [37] "subtype2" "subtype2" "subtype7" "subtype1" "subtype1" "subtype5"
 [43] "subtype2" "subtype5" "subtype4" "subtype1" "subtype4" "subtype2"
 [49] "subtype4" "subtype4" "subtype4" "subtype4" "subtype7" "subtype7"
 [55] "subtype4" "subtype4" "subtype4" "subtype3" "subtype1" "subtype1"
 [61] "subtype1" "subtype1" "subtype1" "subtype4" "subtype7" "subtype7"
 [67] "subtype4" "subtype3" "subtype1" "subtype3" "subtype1" "subtype7"
 [73] "subtype4" "subtype4" "subtype4" "subtype1" "subtype3" "subtype7"
 [79] "subtype3" "subtype3" "subtype5" "subtype1" "subtype3" "subtype3"
 [85] "subtype1" "subtype6" "subtype3" "subtype6" "subtype3" "subtype4"
 [91] "subtype4" "subtype7" "subtype4" "subtype2" "subtype5" "subtype4"
 [97] "subtype2" "subtype4" "subtype7" "subtype7" "subtype2" "subtype3"
[103] "subtype7" "subtype5" "subtype3" "subtype7" "subtype1" "subtype4"
[109] "subtype7" "subtype1" "subtype4" "subtype5" "subtype1" "subtype1"
[115] "subtype4" "subtype7" "subtype6" "subtype4" "subtype4" "subtype4"
[121] "subtype4" "subtype5" "subtype1" "subtype1" "subtype7" "subtype4"
[127] "subtype4" "subtype4" "subtype3" "subtype7" "subtype1" "subtype4"
[133] "subtype5" "subtype3" "subtype3" "subtype2" "subtype7" "subtype1"
[139] "subtype3" "subtype3" "subtype2" "subtype7" "subtype2" "subtype4"
[145] "subtype2" "subtype1" "subtype4" "subtype1" "subtype4" "subtype7"
[151] "subtype1" "subtype4" "subtype2" "subtype4" "subtype4" "subtype4"
[157] "subtype4" "subtype4" "subtype4" "subtype5" "subtype1" "subtype7"
[163] "subtype3" "subtype4" "subtype1" "subtype1" "subtype3" "subtype3"
[169] "subtype2" "subtype7" "subtype7" "subtype3" "subtype1" "subtype4"
[175] "subtype4" "subtype2" "subtype7" "subtype7" "subtype4" "subtype5"
[181] "subtype2" "subtype6" "subtype3" "subtype1" "subtype6" "subtype6"
[187] "subtype4" "subtype5" "subtype2" "subtype7" "subtype1" "subtype1"
[193] "subtype5" "subtype4" "subtype7" "subtype1" "subtype3" "subtype7"
[199] "subtype4" "subtype1" "subtype2" "subtype1" "subtype3" "subtype7"
[205] "subtype4" "subtype5" "subtype4" "subtype1" "subtype2" "subtype7"
[211] "subtype7" "subtype2" "subtype7" "subtype2" "subtype2" "subtype1"
[217] "subtype1" "subtype7" "subtype7" "subtype2" "subtype1" "subtype3"
[223] "subtype5" "subtype3" "subtype1" "subtype7" "subtype4" "subtype1"
[229] "subtype7" "subtype4" "subtype3" "subtype2" "subtype2" "subtype1"
[235] "subtype2" "subtype4" "subtype7" "subtype7" "subtype3" "subtype2"
[241] "subtype3" "subtype7" "subtype3" "subtype3" "subtype6" "subtype4"
[247] "subtype4" "subtype7" "subtype1" "subtype1" "subtype2" "subtype3"
[253] "subtype5" "subtype3" "subtype1" "subtype2" "subtype4" "subtype4"
[259] "subtype6" "subtype2" "subtype3" "subtype1" "subtype1" "subtype6"
[265] "subtype3" "subtype2" "subtype2" "subtype2" "subtype3" "subtype4"
[271] "subtype5" "subtype7" "subtype4" "subtype2" "subtype7" "subtype2"
[277] "subtype4" "subtype1" "subtype1" "subtype4" "subtype2" "subtype1"
[283] "subtype2" "subtype4" "subtype5" "subtype1" "subtype1" "subtype4"
[289] "subtype4" "subtype2" "subtype4" "subtype4" "subtype3" "subtype1"
[295] "subtype1" "subtype4" "subtype7" "subtype1" "subtype4" "subtype3"
[301] "subtype5" "subtype3" "subtype4" "subtype7" "subtype4" "subtype4"
  [1] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype1"
  [7] "subtype4" "subtype4" "subtype4" "subtype3" "subtype4" "subtype4"
 [13] "subtype5" "subtype6" "subtype1" "subtype3" "subtype1" "subtype1"
 [19] "subtype2" "subtype2" "subtype1" "subtype4" "subtype4" "subtype2"
 [25] "subtype4" "subtype1" "subtype4" "subtype4" "subtype3" "subtype4"
 [31] "subtype3" "subtype4" "subtype1" "subtype3" "subtype7" "subtype4"
 [37] "subtype2" "subtype2" "subtype7" "subtype1" "subtype1" "subtype5"
 [43] "subtype2" "subtype5" "subtype4" "subtype1" "subtype4" "subtype2"
 [49] "subtype4" "subtype4" "subtype4" "subtype4" "subtype7" "subtype7"
 [55] "subtype4" "subtype4" "subtype4" "subtype3" "subtype1" "subtype1"
 [61] "subtype1" "subtype1" "subtype1" "subtype4" "subtype7" "subtype7"
 [67] "subtype4" "subtype3" "subtype1" "subtype3" "subtype1" "subtype7"
 [73] "subtype4" "subtype4" "subtype4" "subtype1" "subtype3" "subtype7"
 [79] "subtype3" "subtype3" "subtype5" "subtype1" "subtype3" "subtype3"
 [85] "subtype1" "subtype6" "subtype3" "subtype6" "subtype3" "subtype4"
 [91] "subtype4" "subtype7" "subtype4" "subtype2" "subtype5" "subtype4"
 [97] "subtype2" "subtype4" "subtype7" "subtype7" "subtype2" "subtype3"
[103] "subtype7" "subtype5" "subtype3" "subtype7" "subtype1" "subtype4"
[109] "subtype7" "subtype1" "subtype4" "subtype5" "subtype1" "subtype1"
[115] "subtype4" "subtype7" "subtype6" "subtype4" "subtype4" "subtype4"
[121] "subtype4" "subtype5" "subtype1" "subtype1" "subtype7" "subtype4"
[127] "subtype4" "subtype4" "subtype3" "subtype7" "subtype1" "subtype4"
[133] "subtype5" "subtype3" "subtype3" "subtype2" "subtype7" "subtype1"
[139] "subtype3" "subtype3" "subtype2" "subtype7" "subtype2" "subtype4"
[145] "subtype2" "subtype1" "subtype4" "subtype1" "subtype4" "subtype7"
[151] "subtype1" "subtype4" "subtype2" "subtype4" "subtype4" "subtype4"
[157] "subtype4" "subtype4" "subtype4" "subtype5" "subtype1" "subtype7"
[163] "subtype3" "subtype4" "subtype1" "subtype1" "subtype3" "subtype3"
[169] "subtype2" "subtype7" "subtype7" "subtype3" "subtype1" "subtype4"
[175] "subtype4" "subtype2" "subtype7" "subtype7" "subtype4" "subtype5"
[181] "subtype2" "subtype6" "subtype3" "subtype1" "subtype6" "subtype6"
[187] "subtype4" "subtype5" "subtype2" "subtype7" "subtype1" "subtype1"
[193] "subtype5" "subtype4" "subtype7" "subtype1" "subtype3" "subtype7"
[199] "subtype4" "subtype1" "subtype2" "subtype1" "subtype3" "subtype7"
[205] "subtype4" "subtype5" "subtype4" "subtype1" "subtype2" "subtype7"
[211] "subtype7" "subtype2" "subtype7" "subtype2" "subtype2" "subtype1"
[217] "subtype1" "subtype7" "subtype7" "subtype2" "subtype1" "subtype3"
[223] "subtype5" "subtype3" "subtype1" "subtype7" "subtype4" "subtype1"
[229] "subtype7" "subtype4" "subtype3" "subtype2" "subtype2" "subtype1"
[235] "subtype2" "subtype4" "subtype7" "subtype7" "subtype3" "subtype2"
[241] "subtype3" "subtype7" "subtype3" "subtype3" "subtype6" "subtype4"
[247] "subtype4" "subtype7" "subtype1" "subtype1" "subtype2" "subtype3"
[253] "subtype5" "subtype3" "subtype1" "subtype2" "subtype4" "subtype4"
[259] "subtype6" "subtype2" "subtype3" "subtype1" "subtype1" "subtype6"
[265] "subtype3" "subtype2" "subtype2" "subtype2" "subtype3" "subtype4"
[271] "subtype5" "subtype7" "subtype4" "subtype2" "subtype7" "subtype2"
[277] "subtype4" "subtype1" "subtype1" "subtype4" "subtype2" "subtype1"
[283] "subtype2" "subtype4" "subtype5" "subtype1" "subtype1" "subtype4"
[289] "subtype4" "subtype2" "subtype4" "subtype4" "subtype3" "subtype1"
[295] "subtype1" "subtype4" "subtype7" "subtype1" "subtype4" "subtype3"
[301] "subtype5" "subtype3" "subtype4" "subtype7" "subtype4" "subtype4"
D1V2, continuous
D1V3, binary
          cls
clus        0  1
  subtype1 16 48
  subtype2  9 32
  subtype3 11 34
  subtype4 29 54
  subtype5  5 15
  subtype6  2  8
  subtype7 12 34
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   16   48
  subtype2    9   32
  subtype3   11   34
  subtype4   29   54
  subtype5    5   15
  subtype6    2    8
  subtype7   12   34
D1V4, multiclass
D1V5, multiclass
D1V6, multiclass
D1V7, binary
          cls
clus        0  1
  subtype1 19 45
  subtype2  9 32
  subtype3 12 33
  subtype4 21 62
  subtype5  5 15
  subtype6  2  8
  subtype7  8 38
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   19   45
  subtype2    9   32
  subtype3   12   33
  subtype4   21   62
  subtype5    5   15
  subtype6    2    8
  subtype7    8   38
D1V8, continuous
D1V9, continuous
D1V10, multiclass
D1V11, continuous

Clustering(2) Variable = METHLYATION_CNMF
D2V1, survival
          sevent
clus2       0  1
  subtype1 28 15
  subtype2 28 19
  subtype3 19 20
  subtype4 36  8
  subtype5 28 30
  subtype6 32 19
  subtype7  4  1
  subtype8 10  9
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 subtype8 
      43       47       39       44       58       51        5       19 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 subtype8 
      15       19       20        8       30       19        1        9 
$subtype1
TCGA-BA-4074 TCGA-BA-5555 TCGA-BA-6869 TCGA-BB-7864 TCGA-BB-7870 TCGA-CN-4727 
       15.16         6.12         8.02        23.61        37.87         6.38 
TCGA-CN-4730 TCGA-CN-4731 TCGA-CN-4737 TCGA-CN-4739 TCGA-CN-4740 TCGA-CN-5356 
       11.28        12.59         7.89        11.44        26.63         9.50 
TCGA-CN-5360 TCGA-CN-6988 TCGA-CQ-6225 TCGA-CQ-6228 TCGA-CR-5247 TCGA-CR-7364 
       28.47         1.38        13.25        14.96        11.77        47.18 
TCGA-CR-7398 TCGA-CR-7402 TCGA-CV-5441 TCGA-CV-6941 TCGA-CV-6950 TCGA-CV-6954 
        5.13        29.92        87.55        11.24        15.06        65.82 
TCGA-CV-6956 TCGA-CV-6960 TCGA-CV-7091 TCGA-CV-7242 TCGA-CV-7245 TCGA-CV-7250 
        7.13        28.31       111.12        36.00        26.20        95.34 
TCGA-CV-7253 TCGA-CV-7263 TCGA-CV-7409 TCGA-CV-7421 TCGA-CV-7428 TCGA-CV-7435 
       11.87        18.41        17.82         0.07        54.90       142.49 
TCGA-CV-7440 TCGA-CX-7086 TCGA-D6-6823 TCGA-DQ-7595 TCGA-F7-7848 TCGA-HD-7917 
       21.99         7.76         7.82        10.65         1.15         1.02 
TCGA-IQ-7631 
        4.01 

$subtype2
TCGA-BA-4075 TCGA-BA-6872 TCGA-BA-6873 TCGA-BB-4224 TCGA-BB-4227 TCGA-CN-4725 
        9.30        12.99         3.72         9.04         4.37        10.19 
TCGA-CN-4736 TCGA-CN-4742 TCGA-CN-5370 TCGA-CN-5373 TCGA-CN-6020 TCGA-CN-6996 
       12.99        13.05         8.52        13.58         3.19         3.75 
TCGA-CN-6998 TCGA-CQ-5329 TCGA-CQ-6220 TCGA-CQ-6223 TCGA-CQ-7065 TCGA-CQ-7067 
        1.51        27.65        32.35        34.75        33.07        16.70 
TCGA-CR-6477 TCGA-CR-6493 TCGA-CR-7372 TCGA-CR-7379 TCGA-CR-7401 TCGA-CV-5439 
       16.90         9.27        24.95        34.06        35.41        17.95 
TCGA-CV-5970 TCGA-CV-5973 TCGA-CV-5976 TCGA-CV-5979 TCGA-CV-6003 TCGA-CV-6959 
       13.35        57.07        48.59        43.23        40.96         8.38 
TCGA-CV-7090 TCGA-CV-7102 TCGA-CV-7178 TCGA-CV-7180 TCGA-CV-7183 TCGA-CV-7243 
      126.12         1.84        71.21        10.75       114.94        31.33 
TCGA-CV-7247 TCGA-CV-7255 TCGA-CV-7411 TCGA-CV-7416 TCGA-CV-7423 TCGA-CV-7438 
       18.97         2.10        89.33        25.02       100.54         6.38 
TCGA-D6-6517 TCGA-DQ-5624 TCGA-DQ-7592 TCGA-HD-7753 TCGA-IQ-7630 
        8.22        37.78         9.83         0.16         5.26 

$subtype3
TCGA-BA-4076 TCGA-BA-5149 TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5558 TCGA-BA-6870 
       13.64         8.15         6.25        27.78        53.75        14.79 
TCGA-BB-7863 TCGA-CN-4722 TCGA-CN-4734 TCGA-CN-5363 TCGA-CN-5365 TCGA-CN-6011 
       13.87         6.31         7.43         8.28        11.54         7.50 
TCGA-CN-6995 TCGA-CQ-5326 TCGA-CQ-5334 TCGA-CQ-7068 TCGA-CR-6484 TCGA-CR-7365 
        3.68         2.93         4.21        22.78        11.64        39.12 
TCGA-CR-7373 TCGA-CR-7380 TCGA-CV-5444 TCGA-CV-5966 TCGA-CV-6942 TCGA-CV-6952 
       29.23        19.92        64.73        17.06       126.08         6.08 
TCGA-CV-6955 TCGA-CV-7097 TCGA-CV-7104 TCGA-CV-7252 TCGA-CV-7413 TCGA-CV-7415 
       10.98        12.66        12.89         4.96         9.67        22.85 
TCGA-CV-7425 TCGA-CV-7427 TCGA-CV-7434 TCGA-CX-7219 TCGA-D6-6825 TCGA-D6-6826 
       56.48       156.49         7.13        27.22         5.00         5.03 
TCGA-DQ-5625 TCGA-DQ-7588 TCGA-HD-7229 
       34.78        14.04         0.07 

$subtype4
TCGA-BA-4077 TCGA-BA-5153 TCGA-BA-5559 TCGA-BA-6871 TCGA-BB-4223 TCGA-BB-4225 
       37.28        57.90        57.44         2.07        95.05         4.60 
TCGA-BB-4228 TCGA-BB-7861 TCGA-BB-7866 TCGA-CN-4741 TCGA-CN-5374 TCGA-CN-6013 
       18.31        10.19        20.98        28.77         9.01         5.06 
TCGA-CQ-5323 TCGA-CR-5243 TCGA-CR-5248 TCGA-CR-5249 TCGA-CR-5250 TCGA-CR-6467 
       48.16        84.23        54.64        37.87        26.24        58.42 
TCGA-CR-6470 TCGA-CR-6471 TCGA-CR-6472 TCGA-CR-6473 TCGA-CR-6480 TCGA-CR-6481 
       50.01        39.52        34.52        36.99        11.90        10.22 
TCGA-CR-6482 TCGA-CR-6487 TCGA-CR-7368 TCGA-CR-7369 TCGA-CR-7385 TCGA-CR-7399 
       11.34         7.66        40.90        35.84        32.78         5.92 
TCGA-CR-7404 TCGA-CV-5431 TCGA-CV-5442 TCGA-CV-5443 TCGA-CV-6433 TCGA-CV-6441 
       48.36        17.16        76.47        84.39        13.32         5.88 
TCGA-CV-6939 TCGA-CV-7100 TCGA-DQ-7590 TCGA-DQ-7591 TCGA-DQ-7593 TCGA-DQ-7594 
       21.86         9.01        21.73        11.84        12.13        12.10 
TCGA-HD-7754 TCGA-HL-7533 
        0.82        22.75 

$subtype5
TCGA-BA-4078 TCGA-BA-7269 TCGA-BB-7862 TCGA-BB-7871 TCGA-CN-4723 TCGA-CN-4735 
        9.07         7.76        17.59        14.04        13.55        12.13 
TCGA-CN-6010 TCGA-CN-6012 TCGA-CN-6019 TCGA-CN-6021 TCGA-CN-6023 TCGA-CN-6024 
        6.81         4.70         4.41         9.07         6.18         7.36 
TCGA-CN-6989 TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6997 TCGA-CQ-5332 TCGA-CQ-6221 
        5.82         2.73         3.91         3.29        10.42        32.88 
TCGA-CR-7370 TCGA-CR-7371 TCGA-CR-7374 TCGA-CR-7388 TCGA-CR-7389 TCGA-CR-7390 
        3.42         3.06         0.99        27.02        12.89        29.82 
TCGA-CV-5430 TCGA-CV-5432 TCGA-CV-5434 TCGA-CV-5435 TCGA-CV-5440 TCGA-CV-5978 
      135.29       129.21       108.33        47.28        89.82         7.07 
TCGA-CV-6933 TCGA-CV-6935 TCGA-CV-6937 TCGA-CV-6940 TCGA-CV-6945 TCGA-CV-6948 
       90.08         9.70        20.52        26.43        12.03        42.35 
TCGA-CV-6951 TCGA-CV-6962 TCGA-CV-7101 TCGA-CV-7103 TCGA-CV-7177 TCGA-CV-7235 
       30.05         4.14         5.23        52.31        21.76        56.68 
TCGA-CV-7248 TCGA-CV-7254 TCGA-CV-7261 TCGA-CV-7406 TCGA-CV-7407 TCGA-CV-7414 
       17.10        47.97        36.13        58.06        35.54         0.46 
TCGA-CV-7418 TCGA-CV-7422 TCGA-CV-7424 TCGA-CV-7429 TCGA-CV-7430 TCGA-CV-7437 
       25.94        34.09        14.86         3.48        16.27        16.60 
TCGA-CX-7082 TCGA-D6-6827 TCGA-DQ-5629 TCGA-DQ-7589 
       10.39         4.18        16.96        18.90 

$subtype6
TCGA-BA-5556 TCGA-BA-5557 TCGA-BB-4217 TCGA-BB-7872 TCGA-CN-4728 TCGA-CN-4733 
        5.88         7.96         6.12        14.33        10.68        17.16 
TCGA-CN-4738 TCGA-CN-5358 TCGA-CN-5359 TCGA-CN-5366 TCGA-CN-5367 TCGA-CN-5369 
       14.33         5.69        12.39        11.84        11.57        12.49 
TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6018 TCGA-CN-6022 TCGA-CQ-5325 TCGA-CQ-5331 
        6.61         5.23         1.48         6.61        21.50        33.80 
TCGA-CQ-6219 TCGA-CQ-6222 TCGA-CQ-6224 TCGA-CQ-6227 TCGA-CQ-6229 TCGA-CR-6474 
       15.72        38.14        32.35         4.21        26.76        18.51 
TCGA-CR-6478 TCGA-CR-6488 TCGA-CR-6492 TCGA-CR-7376 TCGA-CR-7382 TCGA-CR-7383 
        6.02        12.46        15.75        31.96        26.17        17.13 
TCGA-CR-7386 TCGA-CR-7391 TCGA-CR-7392 TCGA-CR-7393 TCGA-CR-7394 TCGA-CR-7395 
       47.01        30.02        31.10        29.85        29.52        30.54 
TCGA-CR-7397 TCGA-CV-5971 TCGA-CV-6938 TCGA-CV-6943 TCGA-CV-6961 TCGA-CV-7089 
        7.10        17.75         4.70        19.79         2.50        64.80 
TCGA-CV-7236 TCGA-CV-7238 TCGA-CV-7410 TCGA-CV-7433 TCGA-CX-7085 TCGA-D6-6515 
        4.73        47.47       210.94        19.73        10.55        13.25 
TCGA-D6-6824 TCGA-DQ-5630 TCGA-IQ-7632 
        2.53        15.68         3.72 

$subtype7
TCGA-BA-6868 TCGA-CN-5361 TCGA-CQ-6218 TCGA-CV-5436 TCGA-D6-6516 
        5.00         6.35        28.60        19.20        10.68 

$subtype8
TCGA-CN-4726 TCGA-CN-4729 TCGA-CN-5355 TCGA-CN-5364 TCGA-CQ-5324 TCGA-CQ-5327 
        4.67         5.46         9.17        16.21        39.68        38.89 
TCGA-CQ-5330 TCGA-CR-6491 TCGA-CR-7367 TCGA-CV-5977 TCGA-CV-6436 TCGA-CV-6934 
       29.46        11.51        47.34        33.11        24.43         2.14 
TCGA-CV-6936 TCGA-CV-6953 TCGA-CV-7095 TCGA-CV-7099 TCGA-CV-7432 TCGA-DQ-5631 
        5.46        53.92        18.81         7.99        84.49        18.02 
TCGA-H7-7774 
        0.99 

subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 subtype8 
    0.07     0.16     0.07     0.82     0.46     1.48     5.00     0.99 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 subtype8 
  142.49   126.12   156.49    95.05   135.29   210.94    28.60    84.49 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 subtype7 subtype8 
  13.250   13.580   12.660   22.305   14.450   14.330   10.680   18.020 
[1] "0.1 - 142.5 (13.2)" "0.2 - 126.1 (13.6)" "0.1 - 156.5 (12.7)"
[4] "0.8 - 95.0 (22.3)"  "0.5 - 135.3 (14.4)" "1.5 - 210.9 (14.3)"
[7] "5.0 - 28.6 (10.7)"  "1.0 - 84.5 (18.0)" 
  [1] "subtype1" "subtype2" "subtype3" "subtype4" "subtype5" "subtype3"
  [7] "subtype3" "subtype3" "subtype4" "subtype1" "subtype6" "subtype6"
 [13] "subtype3" "subtype4" "subtype7" "subtype1" "subtype3" "subtype4"
 [19] "subtype2" "subtype2" "subtype5" "subtype6" "subtype4" "subtype2"
 [25] "subtype4" "subtype2" "subtype4" "subtype4" "subtype5" "subtype3"
 [31] "subtype1" "subtype4" "subtype1" "subtype5" "subtype6" "subtype3"
 [37] "subtype5" "subtype2" "subtype8" "subtype1" "subtype6" "subtype8"
 [43] "subtype1" "subtype1" "subtype6" "subtype3" "subtype5" "subtype2"
 [49] "subtype1" "subtype6" "subtype1" "subtype1" "subtype4" "subtype2"
 [55] "subtype8" "subtype1" "subtype6" "subtype6" "subtype1" "subtype7"
 [61] "subtype3" "subtype8" "subtype3" "subtype6" "subtype6" "subtype6"
 [67] "subtype2" "subtype2" "subtype4" "subtype5" "subtype3" "subtype5"
 [73] "subtype4" "subtype6" "subtype6" "subtype6" "subtype5" "subtype2"
 [79] "subtype5" "subtype6" "subtype5" "subtype5" "subtype1" "subtype5"
 [85] "subtype5" "subtype5" "subtype3" "subtype2" "subtype5" "subtype2"
 [91] "subtype4" "subtype8" "subtype6" "subtype3" "subtype8" "subtype2"
 [97] "subtype8" "subtype6" "subtype5" "subtype3" "subtype7" "subtype6"
[103] "subtype2" "subtype5" "subtype6" "subtype2" "subtype6" "subtype1"
[109] "subtype6" "subtype1" "subtype6" "subtype2" "subtype2" "subtype3"
[115] "subtype4" "subtype1" "subtype4" "subtype4" "subtype4" "subtype4"
[121] "subtype4" "subtype4" "subtype4" "subtype4" "subtype6" "subtype2"
[127] "subtype6" "subtype4" "subtype4" "subtype4" "subtype3" "subtype4"
[133] "subtype6" "subtype8" "subtype6" "subtype2" "subtype1" "subtype3"
[139] "subtype8" "subtype4" "subtype4" "subtype5" "subtype5" "subtype2"
[145] "subtype3" "subtype5" "subtype6" "subtype2" "subtype3" "subtype6"
[151] "subtype6" "subtype4" "subtype6" "subtype5" "subtype5" "subtype5"
[157] "subtype6" "subtype6" "subtype6" "subtype6" "subtype6" "subtype6"
[163] "subtype1" "subtype4" "subtype2" "subtype1" "subtype4" "subtype5"
[169] "subtype4" "subtype5" "subtype5" "subtype5" "subtype7" "subtype2"
[175] "subtype5" "subtype1" "subtype4" "subtype4" "subtype3" "subtype3"
[181] "subtype2" "subtype6" "subtype2" "subtype2" "subtype8" "subtype5"
[187] "subtype2" "subtype2" "subtype4" "subtype8" "subtype4" "subtype5"
[193] "subtype8" "subtype5" "subtype8" "subtype5" "subtype6" "subtype4"
[199] "subtype5" "subtype1" "subtype3" "subtype6" "subtype5" "subtype5"
[205] "subtype1" "subtype5" "subtype3" "subtype8" "subtype1" "subtype3"
[211] "subtype1" "subtype2" "subtype1" "subtype6" "subtype5" "subtype6"
[217] "subtype2" "subtype1" "subtype8" "subtype3" "subtype8" "subtype4"
[223] "subtype5" "subtype2" "subtype5" "subtype3" "subtype5" "subtype2"
[229] "subtype2" "subtype2" "subtype5" "subtype6" "subtype6" "subtype1"
[235] "subtype2" "subtype1" "subtype2" "subtype5" "subtype1" "subtype3"
[241] "subtype1" "subtype5" "subtype2" "subtype5" "subtype1" "subtype5"
[247] "subtype5" "subtype1" "subtype6" "subtype2" "subtype3" "subtype5"
[253] "subtype3" "subtype2" "subtype5" "subtype1" "subtype5" "subtype2"
[259] "subtype5" "subtype3" "subtype3" "subtype1" "subtype5" "subtype5"
[265] "subtype8" "subtype6" "subtype3" "subtype1" "subtype5" "subtype2"
[271] "subtype1" "subtype5" "subtype6" "subtype1" "subtype3" "subtype6"
[277] "subtype7" "subtype2" "subtype1" "subtype6" "subtype3" "subtype3"
[283] "subtype5" "subtype2" "subtype3" "subtype5" "subtype6" "subtype8"
[289] "subtype3" "subtype5" "subtype4" "subtype4" "subtype2" "subtype4"
[295] "subtype4" "subtype1" "subtype1" "subtype8" "subtype3" "subtype2"
[301] "subtype4" "subtype1" "subtype4" "subtype2" "subtype1" "subtype6"
  [1] "subtype1" "subtype2" "subtype3" "subtype4" "subtype5" "subtype3"
  [7] "subtype3" "subtype3" "subtype4" "subtype1" "subtype6" "subtype6"
 [13] "subtype3" "subtype4" "subtype7" "subtype1" "subtype3" "subtype4"
 [19] "subtype2" "subtype2" "subtype5" "subtype6" "subtype4" "subtype2"
 [25] "subtype4" "subtype2" "subtype4" "subtype4" "subtype5" "subtype3"
 [31] "subtype1" "subtype4" "subtype1" "subtype5" "subtype6" "subtype3"
 [37] "subtype5" "subtype2" "subtype8" "subtype1" "subtype6" "subtype8"
 [43] "subtype1" "subtype1" "subtype6" "subtype3" "subtype5" "subtype2"
 [49] "subtype1" "subtype6" "subtype1" "subtype1" "subtype4" "subtype2"
 [55] "subtype8" "subtype1" "subtype6" "subtype6" "subtype1" "subtype7"
 [61] "subtype3" "subtype8" "subtype3" "subtype6" "subtype6" "subtype6"
 [67] "subtype2" "subtype2" "subtype4" "subtype5" "subtype3" "subtype5"
 [73] "subtype4" "subtype6" "subtype6" "subtype6" "subtype5" "subtype2"
 [79] "subtype5" "subtype6" "subtype5" "subtype5" "subtype1" "subtype5"
 [85] "subtype5" "subtype5" "subtype3" "subtype2" "subtype5" "subtype2"
 [91] "subtype4" "subtype8" "subtype6" "subtype3" "subtype8" "subtype2"
 [97] "subtype8" "subtype6" "subtype5" "subtype3" "subtype7" "subtype6"
[103] "subtype2" "subtype5" "subtype6" "subtype2" "subtype6" "subtype1"
[109] "subtype6" "subtype1" "subtype6" "subtype2" "subtype2" "subtype3"
[115] "subtype4" "subtype1" "subtype4" "subtype4" "subtype4" "subtype4"
[121] "subtype4" "subtype4" "subtype4" "subtype4" "subtype6" "subtype2"
[127] "subtype6" "subtype4" "subtype4" "subtype4" "subtype3" "subtype4"
[133] "subtype6" "subtype8" "subtype6" "subtype2" "subtype1" "subtype3"
[139] "subtype8" "subtype4" "subtype4" "subtype5" "subtype5" "subtype2"
[145] "subtype3" "subtype5" "subtype6" "subtype2" "subtype3" "subtype6"
[151] "subtype6" "subtype4" "subtype6" "subtype5" "subtype5" "subtype5"
[157] "subtype6" "subtype6" "subtype6" "subtype6" "subtype6" "subtype6"
[163] "subtype1" "subtype4" "subtype2" "subtype1" "subtype4" "subtype5"
[169] "subtype4" "subtype5" "subtype5" "subtype5" "subtype7" "subtype2"
[175] "subtype5" "subtype1" "subtype4" "subtype4" "subtype3" "subtype3"
[181] "subtype2" "subtype6" "subtype2" "subtype2" "subtype8" "subtype5"
[187] "subtype2" "subtype2" "subtype4" "subtype8" "subtype4" "subtype5"
[193] "subtype8" "subtype5" "subtype8" "subtype5" "subtype6" "subtype4"
[199] "subtype5" "subtype1" "subtype3" "subtype6" "subtype5" "subtype5"
[205] "subtype1" "subtype5" "subtype3" "subtype8" "subtype1" "subtype3"
[211] "subtype1" "subtype2" "subtype1" "subtype6" "subtype5" "subtype6"
[217] "subtype2" "subtype1" "subtype8" "subtype3" "subtype8" "subtype4"
[223] "subtype5" "subtype2" "subtype5" "subtype3" "subtype5" "subtype2"
[229] "subtype2" "subtype2" "subtype5" "subtype6" "subtype6" "subtype1"
[235] "subtype2" "subtype1" "subtype2" "subtype5" "subtype1" "subtype3"
[241] "subtype1" "subtype5" "subtype2" "subtype5" "subtype1" "subtype5"
[247] "subtype5" "subtype1" "subtype6" "subtype2" "subtype3" "subtype5"
[253] "subtype3" "subtype2" "subtype5" "subtype1" "subtype5" "subtype2"
[259] "subtype5" "subtype3" "subtype3" "subtype1" "subtype5" "subtype5"
[265] "subtype8" "subtype6" "subtype3" "subtype1" "subtype5" "subtype2"
[271] "subtype1" "subtype5" "subtype6" "subtype1" "subtype3" "subtype6"
[277] "subtype7" "subtype2" "subtype1" "subtype6" "subtype3" "subtype3"
[283] "subtype5" "subtype2" "subtype3" "subtype5" "subtype6" "subtype8"
[289] "subtype3" "subtype5" "subtype4" "subtype4" "subtype2" "subtype4"
[295] "subtype4" "subtype1" "subtype1" "subtype8" "subtype3" "subtype2"
[301] "subtype4" "subtype1" "subtype4" "subtype2" "subtype1" "subtype6"
  [1] "subtype1" "subtype2" "subtype3" "subtype4" "subtype5" "subtype3"
  [7] "subtype3" "subtype3" "subtype4" "subtype1" "subtype6" "subtype6"
 [13] "subtype3" "subtype4" "subtype7" "subtype1" "subtype3" "subtype4"
 [19] "subtype2" "subtype2" "subtype5" "subtype6" "subtype4" "subtype2"
 [25] "subtype4" "subtype2" "subtype4" "subtype4" "subtype5" "subtype3"
 [31] "subtype1" "subtype4" "subtype1" "subtype5" "subtype6" "subtype3"
 [37] "subtype5" "subtype2" "subtype8" "subtype1" "subtype6" "subtype8"
 [43] "subtype1" "subtype1" "subtype6" "subtype3" "subtype5" "subtype2"
 [49] "subtype1" "subtype6" "subtype1" "subtype1" "subtype4" "subtype2"
 [55] "subtype8" "subtype1" "subtype6" "subtype6" "subtype1" "subtype7"
 [61] "subtype3" "subtype8" "subtype3" "subtype6" "subtype6" "subtype6"
 [67] "subtype2" "subtype2" "subtype4" "subtype5" "subtype3" "subtype5"
 [73] "subtype4" "subtype6" "subtype6" "subtype6" "subtype5" "subtype2"
 [79] "subtype5" "subtype6" "subtype5" "subtype5" "subtype1" "subtype5"
 [85] "subtype5" "subtype5" "subtype3" "subtype2" "subtype5" "subtype2"
 [91] "subtype4" "subtype8" "subtype6" "subtype3" "subtype8" "subtype2"
 [97] "subtype8" "subtype6" "subtype5" "subtype3" "subtype7" "subtype6"
[103] "subtype2" "subtype5" "subtype6" "subtype2" "subtype6" "subtype1"
[109] "subtype6" "subtype1" "subtype6" "subtype2" "subtype2" "subtype3"
[115] "subtype4" "subtype1" "subtype4" "subtype4" "subtype4" "subtype4"
[121] "subtype4" "subtype4" "subtype4" "subtype4" "subtype6" "subtype2"
[127] "subtype6" "subtype4" "subtype4" "subtype4" "subtype3" "subtype4"
[133] "subtype6" "subtype8" "subtype6" "subtype2" "subtype1" "subtype3"
[139] "subtype8" "subtype4" "subtype4" "subtype5" "subtype5" "subtype2"
[145] "subtype3" "subtype5" "subtype6" "subtype2" "subtype3" "subtype6"
[151] "subtype6" "subtype4" "subtype6" "subtype5" "subtype5" "subtype5"
[157] "subtype6" "subtype6" "subtype6" "subtype6" "subtype6" "subtype6"
[163] "subtype1" "subtype4" "subtype2" "subtype1" "subtype4" "subtype5"
[169] "subtype4" "subtype5" "subtype5" "subtype5" "subtype7" "subtype2"
[175] "subtype5" "subtype1" "subtype4" "subtype4" "subtype3" "subtype3"
[181] "subtype2" "subtype6" "subtype2" "subtype2" "subtype8" "subtype5"
[187] "subtype2" "subtype2" "subtype4" "subtype8" "subtype4" "subtype5"
[193] "subtype8" "subtype5" "subtype8" "subtype5" "subtype6" "subtype4"
[199] "subtype5" "subtype1" "subtype3" "subtype6" "subtype5" "subtype5"
[205] "subtype1" "subtype5" "subtype3" "subtype8" "subtype1" "subtype3"
[211] "subtype1" "subtype2" "subtype1" "subtype6" "subtype5" "subtype6"
[217] "subtype2" "subtype1" "subtype8" "subtype3" "subtype8" "subtype4"
[223] "subtype5" "subtype2" "subtype5" "subtype3" "subtype5" "subtype2"
[229] "subtype2" "subtype2" "subtype5" "subtype6" "subtype6" "subtype1"
[235] "subtype2" "subtype1" "subtype2" "subtype5" "subtype1" "subtype3"
[241] "subtype1" "subtype5" "subtype2" "subtype5" "subtype1" "subtype5"
[247] "subtype5" "subtype1" "subtype6" "subtype2" "subtype3" "subtype5"
[253] "subtype3" "subtype2" "subtype5" "subtype1" "subtype5" "subtype2"
[259] "subtype5" "subtype3" "subtype3" "subtype1" "subtype5" "subtype5"
[265] "subtype8" "subtype6" "subtype3" "subtype1" "subtype5" "subtype2"
[271] "subtype1" "subtype5" "subtype6" "subtype1" "subtype3" "subtype6"
[277] "subtype7" "subtype2" "subtype1" "subtype6" "subtype3" "subtype3"
[283] "subtype5" "subtype2" "subtype3" "subtype5" "subtype6" "subtype8"
[289] "subtype3" "subtype5" "subtype4" "subtype4" "subtype2" "subtype4"
[295] "subtype4" "subtype1" "subtype1" "subtype8" "subtype3" "subtype2"
[301] "subtype4" "subtype1" "subtype4" "subtype2" "subtype1" "subtype6"
D2V2, continuous
D2V3, binary
          cls
clus        0  1
  subtype1  7 36
  subtype2 17 30
  subtype3 15 25
  subtype4  5 39
  subtype5 15 43
  subtype6 18 35
  subtype7  1  4
  subtype8  7 12
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1    7   36
  subtype2   17   30
  subtype3   15   25
  subtype4    5   39
  subtype5   15   43
  subtype6   18   35
  subtype7    1    4
  subtype8    7   12
D2V4, multiclass
D2V5, multiclass
D2V6, multiclass
D2V7, binary
          cls
clus        0  1
  subtype1  7 36
  subtype2 10 37
  subtype3 11 29
  subtype4 10 34
  subtype5 16 42
  subtype6 17 36
  subtype7  2  3
  subtype8  5 14
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1    7   36
  subtype2   10   37
  subtype3   11   29
  subtype4   10   34
  subtype5   16   42
  subtype6   17   36
  subtype7    2    3
  subtype8    5   14
D2V8, continuous
D2V9, continuous
D2V10, multiclass
D2V11, continuous

Clustering(3) Variable = RPPA_CNMF
D3V1, survival
          sevent
clus2       0  1
  subtype1 40 42
  subtype2 38 47
  subtype3 27 18
subtype1 subtype2 subtype3 
      82       85       45 
subtype1 subtype2 subtype3 
      42       47       18 
$subtype1
TCGA-BA-4074 TCGA-BA-5149 TCGA-BA-5151 TCGA-BA-5556 TCGA-BA-5557 TCGA-BA-5559 
       15.16         8.15         6.25         5.88         7.96        57.44 
TCGA-BA-6870 TCGA-BA-6871 TCGA-BA-6873 TCGA-BB-4217 TCGA-CN-4723 TCGA-CN-4726 
       14.79         2.07         3.72         6.12        13.55         4.67 
TCGA-CN-4727 TCGA-CN-4728 TCGA-CN-4729 TCGA-CN-4730 TCGA-CN-4733 TCGA-CN-4735 
        6.38        10.68         5.46        11.28        17.16        12.13 
TCGA-CN-4739 TCGA-CN-5355 TCGA-CN-5359 TCGA-CN-5361 TCGA-CN-5363 TCGA-CN-5364 
       11.44         9.17        12.39         6.35         8.28        16.21 
TCGA-CN-5366 TCGA-CN-5369 TCGA-CN-5374 TCGA-CN-6011 TCGA-CN-6013 TCGA-CN-6018 
       11.84        12.49         9.01         7.50         5.06         1.48 
TCGA-CN-6020 TCGA-CN-6021 TCGA-CN-6023 TCGA-CN-6997 TCGA-CQ-5326 TCGA-CQ-5329 
        3.19         9.07         6.18         3.29         2.93        27.65 
TCGA-CQ-6219 TCGA-CQ-6220 TCGA-CQ-6222 TCGA-CV-5431 TCGA-CV-5432 TCGA-CV-5439 
       15.72        32.35        38.14        17.16       129.21        17.95 
TCGA-CV-5443 TCGA-CV-5966 TCGA-CV-5971 TCGA-CV-6003 TCGA-CV-6433 TCGA-CV-6436 
       84.39        17.06        17.75        40.96        13.32        24.43 
TCGA-CV-6936 TCGA-CV-6939 TCGA-CV-6942 TCGA-CV-6945 TCGA-CV-6950 TCGA-CV-6955 
        5.46        21.86       126.08        12.03        15.06        10.98 
TCGA-CV-6959 TCGA-CV-6960 TCGA-CV-6961 TCGA-CV-6962 TCGA-CV-7089 TCGA-CV-7090 
        8.38        28.31         2.50         4.14        64.80       126.12 
TCGA-CV-7099 TCGA-CV-7100 TCGA-CV-7178 TCGA-CV-7180 TCGA-CV-7247 TCGA-CV-7248 
        7.99         9.01        71.21        10.75        18.97        17.10 
TCGA-CV-7252 TCGA-CV-7253 TCGA-CV-7254 TCGA-CV-7261 TCGA-CV-7406 TCGA-CV-7422 
        4.96        11.87        47.97        36.13        58.06        34.09 
TCGA-CV-7430 TCGA-CV-7432 TCGA-CV-7437 TCGA-CV-7438 TCGA-CV-7440 TCGA-CX-7219 
       16.27        84.49        16.60         6.38        21.99        27.22 
TCGA-D6-6515 TCGA-D6-6823 TCGA-DQ-7592 TCGA-IQ-7630 
       13.25         7.82         9.83         5.26 

$subtype2
TCGA-BA-4078 TCGA-BA-5153 TCGA-CN-4731 TCGA-CN-4734 TCGA-CN-4736 TCGA-CN-4737 
        9.07        57.90        12.59         7.43        12.99         7.89 
TCGA-CN-4740 TCGA-CN-4741 TCGA-CN-4742 TCGA-CN-5360 TCGA-CN-5367 TCGA-CN-5370 
       26.63        28.77        13.05        28.47        11.57         8.52 
TCGA-CN-6010 TCGA-CN-6012 TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6019 TCGA-CN-6022 
        6.81         4.70         6.61         5.23         4.41         6.61 
TCGA-CN-6024 TCGA-CN-6988 TCGA-CN-6989 TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6995 
        7.36         1.38         5.82         2.73         3.91         3.68 
TCGA-CN-6996 TCGA-CN-6998 TCGA-CQ-5324 TCGA-CQ-5325 TCGA-CQ-5327 TCGA-CQ-5330 
        3.75         1.51        39.68        21.50        38.89        29.46 
TCGA-CQ-5332 TCGA-CQ-5334 TCGA-CQ-6221 TCGA-CQ-6224 TCGA-CQ-6225 TCGA-CQ-6227 
       10.42         4.21        32.88        32.35        13.25         4.21 
TCGA-CQ-6228 TCGA-CV-5430 TCGA-CV-5434 TCGA-CV-5436 TCGA-CV-5440 TCGA-CV-5441 
       14.96       135.29       108.33        19.20        89.82        87.55 
TCGA-CV-5444 TCGA-CV-5976 TCGA-CV-5978 TCGA-CV-6441 TCGA-CV-6933 TCGA-CV-6934 
       64.73        48.59         7.07         5.88        90.08         2.14 
TCGA-CV-6935 TCGA-CV-6938 TCGA-CV-6943 TCGA-CV-6948 TCGA-CV-6951 TCGA-CV-6954 
        9.70         4.70        19.79        42.35        30.05        65.82 
TCGA-CV-6956 TCGA-CV-7091 TCGA-CV-7095 TCGA-CV-7097 TCGA-CV-7101 TCGA-CV-7102 
        7.13       111.12        18.81        12.66         5.23         1.84 
TCGA-CV-7103 TCGA-CV-7104 TCGA-CV-7235 TCGA-CV-7236 TCGA-CV-7242 TCGA-CV-7243 
       52.31        12.89        56.68         4.73        36.00        31.33 
TCGA-CV-7263 TCGA-CV-7407 TCGA-CV-7410 TCGA-CV-7414 TCGA-CV-7415 TCGA-CV-7416 
       18.41        35.54       210.94         0.46        22.85        25.02 
TCGA-CV-7418 TCGA-CV-7421 TCGA-CV-7424 TCGA-CV-7425 TCGA-CV-7429 TCGA-CV-7433 
       25.94         0.07        14.86        56.48         3.48        19.73 
TCGA-CV-7435 TCGA-CV-7446 TCGA-CV-7568 TCGA-CX-7085 TCGA-D6-6517 TCGA-D6-6827 
      142.49        35.93        30.48        10.55         8.22         4.18 
TCGA-DQ-7591 
       11.84 

$subtype3
TCGA-BA-5152 TCGA-BA-5555 TCGA-BA-6869 TCGA-BA-6872 TCGA-CN-4722 TCGA-CN-4725 
       27.78         6.12         8.02        12.99         6.31        10.19 
TCGA-CN-4738 TCGA-CN-5356 TCGA-CN-5358 TCGA-CN-5365 TCGA-CN-5373 TCGA-CQ-5323 
       14.33         9.50         5.69        11.54        13.58        48.16 
TCGA-CQ-5331 TCGA-CQ-6218 TCGA-CQ-6229 TCGA-CQ-7065 TCGA-CQ-7068 TCGA-CV-5442 
       33.80        28.60        26.76        33.07        22.78        76.47 
TCGA-CV-5970 TCGA-CV-5973 TCGA-CV-5977 TCGA-CV-5979 TCGA-CV-6937 TCGA-CV-6940 
       13.35        57.07        33.11        43.23        20.52        26.43 
TCGA-CV-6941 TCGA-CV-6952 TCGA-CV-6953 TCGA-CV-7177 TCGA-CV-7183 TCGA-CV-7238 
       11.24         6.08        53.92        21.76       114.94        47.47 
TCGA-CV-7245 TCGA-CV-7250 TCGA-CV-7255 TCGA-CV-7411 TCGA-CV-7413 TCGA-CV-7423 
       26.20        95.34         2.10        89.33         9.67       100.54 
TCGA-CV-7427 TCGA-CV-7428 TCGA-CV-7434 TCGA-CX-7086 TCGA-D6-6516 TCGA-D6-6824 
      156.49        54.90         7.13         7.76        10.68         2.53 
TCGA-D6-6825 TCGA-D6-6826 TCGA-IQ-7632 
        5.00         5.03         3.72 

subtype1 subtype2 subtype3 
    1.48     0.07     2.10 
subtype1 subtype2 subtype3 
  129.21   210.94   156.49 
subtype1 subtype2 subtype3 
   12.08    13.05    20.52 
[1] "1.5 - 129.2 (12.1)" "0.1 - 210.9 (13.1)" "2.1 - 156.5 (20.5)"
  [1] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
  [7] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [13] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
 [19] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [31] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
 [37] "subtype3" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
 [43] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [55] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
 [61] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [67] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype3"
 [73] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
 [79] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
 [85] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [91] "subtype3" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
 [97] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[103] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[109] "subtype2" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[115] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype1"
[121] "subtype3" "subtype2" "subtype1" "subtype3" "subtype3" "subtype1"
[127] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[133] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[139] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[145] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[151] "subtype2" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[157] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[163] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[169] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[175] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[181] "subtype1" "subtype3" "subtype2" "subtype2" "subtype3" "subtype3"
[187] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[193] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[199] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype1"
[205] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype1"
[211] "subtype1" "subtype3"
  [1] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
  [7] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [13] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
 [19] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [31] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
 [37] "subtype3" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
 [43] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [55] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
 [61] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [67] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype3"
 [73] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
 [79] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
 [85] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [91] "subtype3" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
 [97] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[103] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[109] "subtype2" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[115] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype1"
[121] "subtype3" "subtype2" "subtype1" "subtype3" "subtype3" "subtype1"
[127] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[133] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[139] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[145] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[151] "subtype2" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[157] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[163] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[169] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[175] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[181] "subtype1" "subtype3" "subtype2" "subtype2" "subtype3" "subtype3"
[187] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[193] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[199] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype1"
[205] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype1"
[211] "subtype1" "subtype3"
  [1] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
  [7] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [13] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
 [19] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [31] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
 [37] "subtype3" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
 [43] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [55] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
 [61] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [67] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype3"
 [73] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
 [79] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
 [85] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [91] "subtype3" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
 [97] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[103] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[109] "subtype2" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[115] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype1"
[121] "subtype3" "subtype2" "subtype1" "subtype3" "subtype3" "subtype1"
[127] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[133] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[139] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[145] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[151] "subtype2" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[157] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[163] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[169] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[175] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[181] "subtype1" "subtype3" "subtype2" "subtype2" "subtype3" "subtype3"
[187] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[193] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[199] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype1"
[205] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype1"
[211] "subtype1" "subtype3"
D3V2, continuous
D3V3, binary
          cls
clus        0  1
  subtype1 19 63
  subtype2 25 60
  subtype3 18 27
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   19   63
  subtype2   25   60
  subtype3   18   27
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       19       25       18
  MALE         63       60       27
D3V4, multiclass
D3V5, multiclass
D3V6, multiclass
D3V7, binary
          cls
clus        0  1
  subtype1 25 57
  subtype2 23 62
  subtype3  8 37
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   25   57
  subtype2   23   62
  subtype3    8   37
     clus
vv    subtype1 subtype2 subtype3
  NO        25       23        8
  YES       57       62       37
D3V8, continuous
D3V9, continuous
D3V10, multiclass
D3V11, continuous

Clustering(4) Variable = RPPA_CHIERARCHICAL
D4V1, survival
          sevent
clus2       0  1
  subtype1 59 56
  subtype2 39 42
  subtype3  7  9
subtype1 subtype2 subtype3 
     115       81       16 
subtype1 subtype2 subtype3 
      56       42        9 
$subtype1
TCGA-BA-4078 TCGA-BA-5152 TCGA-BA-5153 TCGA-BA-5555 TCGA-BA-5559 TCGA-BA-6869 
        9.07        27.78        57.90         6.12        57.44         8.02 
TCGA-BA-6871 TCGA-CN-4722 TCGA-CN-4731 TCGA-CN-4734 TCGA-CN-4740 TCGA-CN-4741 
        2.07         6.31        12.59         7.43        26.63        28.77 
TCGA-CN-4742 TCGA-CN-5356 TCGA-CN-5358 TCGA-CN-5360 TCGA-CN-5361 TCGA-CN-5365 
       13.05         9.50         5.69        28.47         6.35        11.54 
TCGA-CN-5366 TCGA-CN-5367 TCGA-CN-5370 TCGA-CN-5373 TCGA-CN-5374 TCGA-CN-6013 
       11.84        11.57         8.52        13.58         9.01         5.06 
TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6019 TCGA-CN-6021 TCGA-CN-6022 TCGA-CN-6023 
        6.61         5.23         4.41         9.07         6.61         6.18 
TCGA-CN-6024 TCGA-CN-6988 TCGA-CN-6989 TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6995 
        7.36         1.38         5.82         2.73         3.91         3.68 
TCGA-CN-6996 TCGA-CN-6998 TCGA-CQ-5323 TCGA-CQ-5324 TCGA-CQ-5325 TCGA-CQ-5327 
        3.75         1.51        48.16        39.68        21.50        38.89 
TCGA-CQ-5330 TCGA-CQ-5332 TCGA-CQ-5334 TCGA-CQ-6218 TCGA-CQ-6220 TCGA-CQ-6222 
       29.46        10.42         4.21        28.60        32.35        38.14 
TCGA-CQ-6224 TCGA-CQ-6225 TCGA-CQ-6227 TCGA-CQ-6228 TCGA-CQ-7065 TCGA-CV-5430 
       32.35        13.25         4.21        14.96        33.07       135.29 
TCGA-CV-5434 TCGA-CV-5436 TCGA-CV-5440 TCGA-CV-5441 TCGA-CV-5442 TCGA-CV-5443 
      108.33        19.20        89.82        87.55        76.47        84.39 
TCGA-CV-5444 TCGA-CV-5973 TCGA-CV-5976 TCGA-CV-5978 TCGA-CV-6433 TCGA-CV-6441 
       64.73        57.07        48.59         7.07        13.32         5.88 
TCGA-CV-6934 TCGA-CV-6935 TCGA-CV-6938 TCGA-CV-6941 TCGA-CV-6943 TCGA-CV-6948 
        2.14         9.70         4.70        11.24        19.79        42.35 
TCGA-CV-6951 TCGA-CV-6952 TCGA-CV-6953 TCGA-CV-6954 TCGA-CV-7091 TCGA-CV-7095 
       30.05         6.08        53.92        65.82       111.12        18.81 
TCGA-CV-7097 TCGA-CV-7101 TCGA-CV-7102 TCGA-CV-7104 TCGA-CV-7235 TCGA-CV-7236 
       12.66         5.23         1.84        12.89        56.68         4.73 
TCGA-CV-7238 TCGA-CV-7242 TCGA-CV-7243 TCGA-CV-7245 TCGA-CV-7250 TCGA-CV-7255 
       47.47        36.00        31.33        26.20        95.34         2.10 
TCGA-CV-7263 TCGA-CV-7407 TCGA-CV-7410 TCGA-CV-7411 TCGA-CV-7414 TCGA-CV-7415 
       18.41        35.54       210.94        89.33         0.46        22.85 
TCGA-CV-7416 TCGA-CV-7418 TCGA-CV-7421 TCGA-CV-7423 TCGA-CV-7424 TCGA-CV-7425 
       25.02        25.94         0.07       100.54        14.86        56.48 
TCGA-CV-7429 TCGA-CV-7433 TCGA-CV-7434 TCGA-CV-7435 TCGA-CV-7437 TCGA-CV-7446 
        3.48        19.73         7.13       142.49        16.60        35.93 
TCGA-CV-7568 TCGA-CX-7085 TCGA-CX-7086 TCGA-D6-6517 TCGA-D6-6824 TCGA-D6-6827 
       30.48        10.55         7.76         8.22         2.53         4.18 
TCGA-DQ-7591 
       11.84 

$subtype2
TCGA-BA-4074 TCGA-BA-5149 TCGA-BA-5151 TCGA-BA-5556 TCGA-BA-5557 TCGA-BA-6870 
       15.16         8.15         6.25         5.88         7.96        14.79 
TCGA-BA-6872 TCGA-BA-6873 TCGA-BB-4217 TCGA-CN-4723 TCGA-CN-4727 TCGA-CN-4729 
       12.99         3.72         6.12        13.55         6.38         5.46 
TCGA-CN-4730 TCGA-CN-4733 TCGA-CN-4735 TCGA-CN-4738 TCGA-CN-4739 TCGA-CN-5355 
       11.28        17.16        12.13        14.33        11.44         9.17 
TCGA-CN-5359 TCGA-CN-5363 TCGA-CN-6011 TCGA-CN-6018 TCGA-CN-6020 TCGA-CQ-5326 
       12.39         8.28         7.50         1.48         3.19         2.93 
TCGA-CQ-5329 TCGA-CQ-5331 TCGA-CQ-6219 TCGA-CQ-6221 TCGA-CQ-6229 TCGA-CQ-7068 
       27.65        33.80        15.72        32.88        26.76        22.78 
TCGA-CV-5431 TCGA-CV-5432 TCGA-CV-5439 TCGA-CV-5966 TCGA-CV-5971 TCGA-CV-5977 
       17.16       129.21        17.95        17.06        17.75        33.11 
TCGA-CV-5979 TCGA-CV-6003 TCGA-CV-6436 TCGA-CV-6933 TCGA-CV-6936 TCGA-CV-6937 
       43.23        40.96        24.43        90.08         5.46        20.52 
TCGA-CV-6940 TCGA-CV-6942 TCGA-CV-6945 TCGA-CV-6950 TCGA-CV-6955 TCGA-CV-6956 
       26.43       126.08        12.03        15.06        10.98         7.13 
TCGA-CV-6959 TCGA-CV-6960 TCGA-CV-6961 TCGA-CV-6962 TCGA-CV-7089 TCGA-CV-7090 
        8.38        28.31         2.50         4.14        64.80       126.12 
TCGA-CV-7099 TCGA-CV-7100 TCGA-CV-7177 TCGA-CV-7178 TCGA-CV-7180 TCGA-CV-7183 
        7.99         9.01        21.76        71.21        10.75       114.94 
TCGA-CV-7247 TCGA-CV-7248 TCGA-CV-7252 TCGA-CV-7253 TCGA-CV-7261 TCGA-CV-7406 
       18.97        17.10         4.96        11.87        36.13        58.06 
TCGA-CV-7413 TCGA-CV-7427 TCGA-CV-7428 TCGA-CV-7430 TCGA-CV-7432 TCGA-CV-7438 
        9.67       156.49        54.90        16.27        84.49         6.38 
TCGA-CV-7440 TCGA-CX-7219 TCGA-D6-6515 TCGA-D6-6516 TCGA-D6-6823 TCGA-D6-6825 
       21.99        27.22        13.25        10.68         7.82         5.00 
TCGA-DQ-7592 TCGA-IQ-7630 TCGA-IQ-7632 
        9.83         5.26         3.72 

$subtype3
TCGA-CN-4725 TCGA-CN-4726 TCGA-CN-4728 TCGA-CN-4736 TCGA-CN-4737 TCGA-CN-5364 
       10.19         4.67        10.68        12.99         7.89        16.21 
TCGA-CN-5369 TCGA-CN-6010 TCGA-CN-6012 TCGA-CN-6997 TCGA-CV-5970 TCGA-CV-6939 
       12.49         6.81         4.70         3.29        13.35        21.86 
TCGA-CV-7103 TCGA-CV-7254 TCGA-CV-7422 TCGA-D6-6826 
       52.31        47.97        34.09         5.03 

subtype1 subtype2 subtype3 
    0.07     1.48     3.29 
subtype1 subtype2 subtype3 
  210.94   156.49    52.31 
subtype1 subtype2 subtype3 
  13.250   13.550   11.585 
[1] "0.1 - 210.9 (13.2)" "1.5 - 156.5 (13.6)" "3.3 - 52.3 (11.6)" 
  [1] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
  [7] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
 [13] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [19] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
 [25] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
 [31] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
 [37] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [49] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype1"
 [55] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [61] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [67] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
 [73] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [79] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
 [85] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [91] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[103] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[109] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[115] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
[121] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[127] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[133] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[145] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[151] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype1"
[157] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[163] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[169] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[175] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[181] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[187] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[193] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[199] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[205] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
[211] "subtype2" "subtype2"
  [1] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
  [7] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
 [13] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [19] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
 [25] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
 [31] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
 [37] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [49] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype1"
 [55] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [61] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [67] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
 [73] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [79] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
 [85] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [91] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[103] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[109] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[115] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
[121] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[127] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[133] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[145] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[151] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype1"
[157] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[163] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[169] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[175] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[181] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[187] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[193] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[199] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[205] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
[211] "subtype2" "subtype2"
  [1] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
  [7] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
 [13] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [19] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
 [25] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
 [31] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
 [37] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [49] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype1"
 [55] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [61] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [67] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
 [73] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [79] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
 [85] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [91] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[103] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[109] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[115] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
[121] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[127] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[133] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[145] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[151] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype1"
[157] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[163] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[169] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[175] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[181] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[187] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[193] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[199] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[205] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
[211] "subtype2" "subtype2"
D4V2, continuous
D4V3, binary
          cls
clus        0  1
  subtype1 35 80
  subtype2 22 59
  subtype3  5 11
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   35   80
  subtype2   22   59
  subtype3    5   11
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       35       22        5
  MALE         80       59       11
D4V4, multiclass
D4V5, multiclass
D4V6, multiclass
D4V7, binary
          cls
clus        0  1
  subtype1 30 85
  subtype2 20 61
  subtype3  6 10
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   30   85
  subtype2   20   61
  subtype3    6   10
     clus
vv    subtype1 subtype2 subtype3
  NO        30       20        6
  YES       85       61       10
D4V8, continuous
D4V9, continuous
D4V10, multiclass
D4V11, continuous

Clustering(5) Variable = MRNASEQ_CNMF
D5V1, survival
          sevent
clus2       0  1
  subtype1 76 42
  subtype2 51 40
  subtype3 52 38
subtype1 subtype2 subtype3 
     118       91       90 
subtype1 subtype2 subtype3 
      42       40       38 
$subtype1
TCGA-BA-4074 TCGA-BA-4077 TCGA-BA-4078 TCGA-BA-5153 TCGA-BA-5555 TCGA-BA-6869 
       15.16        37.28         9.07        57.90         6.12         8.02 
TCGA-BA-6871 TCGA-BA-7269 TCGA-BB-4217 TCGA-BB-4223 TCGA-BB-4225 TCGA-BB-4228 
        2.07         7.76         6.12        95.05         4.60        18.31 
TCGA-BB-7861 TCGA-BB-7862 TCGA-BB-7864 TCGA-BB-7866 TCGA-BB-7870 TCGA-BB-7871 
       10.19        17.59        23.61        20.98        37.87        14.04 
TCGA-CN-4723 TCGA-CN-4727 TCGA-CN-4731 TCGA-CN-4735 TCGA-CN-4738 TCGA-CN-4739 
       13.55         6.38        12.59        12.13        14.33        11.44 
TCGA-CN-4741 TCGA-CN-5356 TCGA-CN-5360 TCGA-CN-5361 TCGA-CN-5374 TCGA-CN-6010 
       28.77         9.50        28.47         6.35         9.01         6.81 
TCGA-CN-6012 TCGA-CN-6021 TCGA-CN-6023 TCGA-CN-6988 TCGA-CN-6992 TCGA-CN-6994 
        4.70         9.07         6.18         1.38         2.73         3.91 
TCGA-CN-6997 TCGA-CQ-5323 TCGA-CQ-5332 TCGA-CQ-6221 TCGA-CQ-6225 TCGA-CQ-6228 
        3.29        48.16        10.42        32.88        13.25        14.96 
TCGA-CR-5243 TCGA-CR-5247 TCGA-CR-5248 TCGA-CR-5249 TCGA-CR-5250 TCGA-CR-6467 
       84.23        11.77        54.64        37.87        26.24        58.42 
TCGA-CR-6470 TCGA-CR-6472 TCGA-CR-6473 TCGA-CR-6478 TCGA-CR-6481 TCGA-CR-6482 
       50.01        34.52        36.99         6.02        10.22        11.34 
TCGA-CR-6487 TCGA-CR-7364 TCGA-CR-7368 TCGA-CR-7369 TCGA-CR-7370 TCGA-CR-7371 
        7.66        47.18        40.90        35.84         3.42         3.06 
TCGA-CR-7374 TCGA-CR-7385 TCGA-CR-7388 TCGA-CR-7389 TCGA-CR-7393 TCGA-CR-7398 
        0.99        32.78        27.02        12.89        29.85         5.13 
TCGA-CR-7399 TCGA-CR-7402 TCGA-CR-7404 TCGA-CV-5430 TCGA-CV-5431 TCGA-CV-5432 
        5.92        29.92        48.36       135.29        17.16       129.21 
TCGA-CV-5443 TCGA-CV-5978 TCGA-CV-6433 TCGA-CV-6933 TCGA-CV-6935 TCGA-CV-6936 
       84.39         7.07        13.32        90.08         9.70         5.46 
TCGA-CV-6937 TCGA-CV-6939 TCGA-CV-6941 TCGA-CV-6942 TCGA-CV-6948 TCGA-CV-6960 
       20.52        21.86        11.24       126.08        42.35        28.31 
TCGA-CV-6962 TCGA-CV-7100 TCGA-CV-7101 TCGA-CV-7177 TCGA-CV-7235 TCGA-CV-7236 
        4.14         9.01         5.23        21.76        56.68         4.73 
TCGA-CV-7242 TCGA-CV-7248 TCGA-CV-7250 TCGA-CV-7253 TCGA-CV-7254 TCGA-CV-7261 
       36.00        17.10        95.34        11.87        47.97        36.13 
TCGA-CV-7407 TCGA-CV-7409 TCGA-CV-7414 TCGA-CV-7418 TCGA-CV-7421 TCGA-CV-7422 
       35.54        17.82         0.46        25.94         0.07        34.09 
TCGA-CV-7424 TCGA-CV-7430 TCGA-CV-7437 TCGA-CV-7440 TCGA-D6-6824 TCGA-D6-6826 
       14.86        16.27        16.60        21.99         2.53         5.03 
TCGA-DQ-5629 TCGA-DQ-7589 TCGA-DQ-7590 TCGA-DQ-7591 TCGA-DQ-7593 TCGA-DQ-7594 
       16.96        18.90        21.73        11.84        12.13        12.10 
TCGA-DQ-7595 TCGA-F7-7848 TCGA-HD-7754 TCGA-IQ-7631 
       10.65         1.15         0.82         4.01 

$subtype2
TCGA-BA-4075 TCGA-BA-5149 TCGA-BA-5559 TCGA-BA-6873 TCGA-BB-7872 TCGA-CN-4725 
        9.30         8.15        57.44         3.72        14.33        10.19 
TCGA-CN-4728 TCGA-CN-4733 TCGA-CN-4736 TCGA-CN-4737 TCGA-CN-4740 TCGA-CN-5355 
       10.68        17.16        12.99         7.89        26.63         9.17 
TCGA-CN-5358 TCGA-CN-5363 TCGA-CN-5364 TCGA-CN-5366 TCGA-CN-5367 TCGA-CN-5370 
        5.69         8.28        16.21        11.84        11.57         8.52 
TCGA-CN-6013 TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6018 TCGA-CN-6019 TCGA-CN-6022 
        5.06         6.61         5.23         1.48         4.41         6.61 
TCGA-CN-6024 TCGA-CN-6989 TCGA-CN-6995 TCGA-CQ-5325 TCGA-CQ-5329 TCGA-CQ-5330 
        7.36         5.82         3.68        21.50        27.65        29.46 
TCGA-CQ-6219 TCGA-CQ-6222 TCGA-CQ-6224 TCGA-CQ-6227 TCGA-CQ-6229 TCGA-CQ-7067 
       15.72        38.14        32.35         4.21        26.76        16.70 
TCGA-CR-6474 TCGA-CR-6477 TCGA-CR-6488 TCGA-CR-7365 TCGA-CR-7372 TCGA-CR-7376 
       18.51        16.90        12.46        39.12        24.95        31.96 
TCGA-CR-7382 TCGA-CR-7383 TCGA-CR-7386 TCGA-CR-7391 TCGA-CR-7397 TCGA-CR-7401 
       26.17        17.13        47.01        30.02         7.10        35.41 
TCGA-CV-5434 TCGA-CV-5435 TCGA-CV-5436 TCGA-CV-5440 TCGA-CV-5444 TCGA-CV-5966 
      108.33        47.28        19.20        89.82        64.73        17.06 
TCGA-CV-5970 TCGA-CV-5971 TCGA-CV-5976 TCGA-CV-5979 TCGA-CV-6441 TCGA-CV-6934 
       13.35        17.75        48.59        43.23         5.88         2.14 
TCGA-CV-6940 TCGA-CV-6950 TCGA-CV-6951 TCGA-CV-6956 TCGA-CV-6959 TCGA-CV-6961 
       26.43        15.06        30.05         7.13         8.38         2.50 
TCGA-CV-7095 TCGA-CV-7097 TCGA-CV-7102 TCGA-CV-7103 TCGA-CV-7104 TCGA-CV-7178 
       18.81        12.66         1.84        52.31        12.89        71.21 
TCGA-CV-7238 TCGA-CV-7243 TCGA-CV-7247 TCGA-CV-7263 TCGA-CV-7406 TCGA-CV-7415 
       47.47        31.33        18.97        18.41        58.06        22.85 
TCGA-CV-7429 TCGA-CV-7435 TCGA-CV-7438 TCGA-CX-7082 TCGA-CX-7085 TCGA-D6-6515 
        3.48       142.49         6.38        10.39        10.55        13.25 
TCGA-D6-6825 TCGA-DQ-5624 TCGA-DQ-5625 TCGA-DQ-5630 TCGA-DQ-5631 TCGA-DQ-7592 
        5.00        37.78        34.78        15.68        18.02         9.83 
TCGA-HD-7753 
        0.16 

$subtype3
TCGA-BA-4076 TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5556 TCGA-BA-5557 TCGA-BA-5558 
       13.64         6.25        27.78         5.88         7.96        53.75 
TCGA-BA-6868 TCGA-BA-6870 TCGA-BA-6872 TCGA-BB-4224 TCGA-BB-7863 TCGA-CN-4722 
        5.00        14.79        12.99         9.04        13.87         6.31 
TCGA-CN-4726 TCGA-CN-4729 TCGA-CN-4730 TCGA-CN-4734 TCGA-CN-4742 TCGA-CN-5359 
        4.67         5.46        11.28         7.43        13.05        12.39 
TCGA-CN-5365 TCGA-CN-5369 TCGA-CN-5373 TCGA-CN-6011 TCGA-CN-6020 TCGA-CN-6998 
       11.54        12.49        13.58         7.50         3.19         1.51 
TCGA-CQ-5324 TCGA-CQ-5326 TCGA-CQ-5331 TCGA-CQ-5334 TCGA-CQ-6218 TCGA-CQ-6220 
       39.68         2.93        33.80         4.21        28.60        32.35 
TCGA-CQ-6223 TCGA-CQ-7065 TCGA-CQ-7068 TCGA-CR-6471 TCGA-CR-6484 TCGA-CR-6491 
       34.75        33.07        22.78        39.52        11.64        11.51 
TCGA-CR-6492 TCGA-CR-6493 TCGA-CR-7367 TCGA-CR-7373 TCGA-CR-7379 TCGA-CR-7380 
       15.75         9.27        47.34        29.23        34.06        19.92 
TCGA-CR-7390 TCGA-CR-7392 TCGA-CR-7394 TCGA-CR-7395 TCGA-CV-5439 TCGA-CV-5441 
       29.82        31.10        29.52        30.54        17.95        87.55 
TCGA-CV-5442 TCGA-CV-5973 TCGA-CV-5977 TCGA-CV-6003 TCGA-CV-6436 TCGA-CV-6938 
       76.47        57.07        33.11        40.96        24.43         4.70 
TCGA-CV-6943 TCGA-CV-6945 TCGA-CV-6952 TCGA-CV-6953 TCGA-CV-6954 TCGA-CV-6955 
       19.79        12.03         6.08        53.92        65.82        10.98 
TCGA-CV-7089 TCGA-CV-7090 TCGA-CV-7091 TCGA-CV-7099 TCGA-CV-7180 TCGA-CV-7183 
       64.80       126.12       111.12         7.99        10.75       114.94 
TCGA-CV-7245 TCGA-CV-7252 TCGA-CV-7255 TCGA-CV-7410 TCGA-CV-7411 TCGA-CV-7413 
       26.20         4.96         2.10       210.94        89.33         9.67 
TCGA-CV-7416 TCGA-CV-7423 TCGA-CV-7427 TCGA-CV-7428 TCGA-CV-7432 TCGA-CV-7433 
       25.02       100.54       156.49        54.90        84.49        19.73 
TCGA-CV-7434 TCGA-CX-7086 TCGA-CX-7219 TCGA-D6-6516 TCGA-D6-6517 TCGA-D6-6823 
        7.13         7.76        27.22        10.68         8.22         7.82 
TCGA-DQ-7588 TCGA-H7-7774 TCGA-HD-7229 TCGA-HD-7917 TCGA-IQ-7630 TCGA-IQ-7632 
       14.04         0.99         0.07         1.02         5.26         3.72 

subtype1 subtype2 subtype3 
    0.07     0.16     0.07 
subtype1 subtype2 subtype3 
  135.29   142.49   210.94 
subtype1 subtype2 subtype3 
  14.185   15.720   13.955 
[1] "0.1 - 135.3 (14.2)" "0.2 - 142.5 (15.7)" "0.1 - 210.9 (14.0)"
  [1] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
  [7] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [13] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
 [19] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype3"
 [25] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [31] "subtype1" "subtype1" "subtype1" "subtype2" "subtype3" "subtype1"
 [37] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
 [43] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype2"
 [49] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
 [55] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
 [61] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [67] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
 [73] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype1"
 [79] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [85] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
 [91] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
 [97] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype2"
[103] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[109] "subtype3" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[115] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[121] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[127] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[133] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[139] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[151] "subtype1" "subtype3" "subtype2" "subtype3" "subtype1" "subtype3"
[157] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[163] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[169] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
[175] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[181] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[187] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[193] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype3"
[199] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[205] "subtype3" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
[211] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[223] "subtype1" "subtype2" "subtype3" "subtype3" "subtype1" "subtype1"
[229] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[235] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[241] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype3"
[247] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype2"
[259] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype1"
[265] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[271] "subtype2" "subtype3" "subtype3" "subtype3" "subtype1" "subtype2"
[277] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[283] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[295] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
  [1] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
  [7] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [13] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
 [19] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype3"
 [25] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [31] "subtype1" "subtype1" "subtype1" "subtype2" "subtype3" "subtype1"
 [37] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
 [43] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype2"
 [49] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
 [55] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
 [61] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [67] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
 [73] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype1"
 [79] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [85] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
 [91] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
 [97] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype2"
[103] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[109] "subtype3" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[115] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[121] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[127] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[133] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[139] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[151] "subtype1" "subtype3" "subtype2" "subtype3" "subtype1" "subtype3"
[157] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[163] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[169] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
[175] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[181] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[187] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[193] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype3"
[199] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[205] "subtype3" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
[211] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[223] "subtype1" "subtype2" "subtype3" "subtype3" "subtype1" "subtype1"
[229] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[235] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[241] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype3"
[247] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype2"
[259] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype1"
[265] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[271] "subtype2" "subtype3" "subtype3" "subtype3" "subtype1" "subtype2"
[277] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[283] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[295] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
  [1] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
  [7] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [13] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
 [19] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype3"
 [25] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [31] "subtype1" "subtype1" "subtype1" "subtype2" "subtype3" "subtype1"
 [37] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
 [43] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype2"
 [49] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
 [55] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
 [61] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [67] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
 [73] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype1"
 [79] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [85] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
 [91] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
 [97] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype2"
[103] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[109] "subtype3" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[115] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[121] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[127] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[133] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[139] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[151] "subtype1" "subtype3" "subtype2" "subtype3" "subtype1" "subtype3"
[157] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[163] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[169] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
[175] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[181] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[187] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[193] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype3"
[199] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[205] "subtype3" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
[211] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[223] "subtype1" "subtype2" "subtype3" "subtype3" "subtype1" "subtype1"
[229] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[235] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[241] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype3"
[247] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype2"
[259] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype1"
[265] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[271] "subtype2" "subtype3" "subtype3" "subtype3" "subtype1" "subtype2"
[277] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[283] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[295] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
D5V2, continuous
D5V3, binary
          cls
clus        0  1
  subtype1 25 93
  subtype2 27 66
  subtype3 29 62
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   25   93
  subtype2   27   66
  subtype3   29   62
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       25       27       29
  MALE         93       66       62
D5V4, multiclass
D5V5, multiclass
D5V6, multiclass
D5V7, binary
          cls
clus        0  1
  subtype1 25 93
  subtype2 27 66
  subtype3 23 68
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   25   93
  subtype2   27   66
  subtype3   23   68
     clus
vv    subtype1 subtype2 subtype3
  NO        25       27       23
  YES       93       66       68
D5V8, continuous
D5V9, continuous
D5V10, multiclass
D5V11, continuous

Clustering(6) Variable = MRNASEQ_CHIERARCHICAL
D6V1, survival
          sevent
clus2       0  1
  subtype1 52 43
  subtype2 48 36
  subtype3 79 41
subtype1 subtype2 subtype3 
      95       84      120 
subtype1 subtype2 subtype3 
      43       36       41 
$subtype1
TCGA-BA-5149 TCGA-BA-5557 TCGA-BA-6873 TCGA-BB-4224 TCGA-CN-4725 TCGA-CN-4726 
        8.15         7.96         3.72         9.04        10.19         4.67 
TCGA-CN-4728 TCGA-CN-4733 TCGA-CN-4736 TCGA-CN-4737 TCGA-CN-4740 TCGA-CN-4742 
       10.68        17.16        12.99         7.89        26.63        13.05 
TCGA-CN-5355 TCGA-CN-5358 TCGA-CN-5363 TCGA-CN-5364 TCGA-CN-5366 TCGA-CN-5367 
        9.17         5.69         8.28        16.21        11.84        11.57 
TCGA-CN-5370 TCGA-CN-6013 TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6018 TCGA-CN-6019 
        8.52         5.06         6.61         5.23         1.48         4.41 
TCGA-CN-6022 TCGA-CN-6024 TCGA-CN-6989 TCGA-CN-6995 TCGA-CN-6998 TCGA-CQ-5325 
        6.61         7.36         5.82         3.68         1.51        21.50 
TCGA-CQ-5329 TCGA-CQ-5330 TCGA-CQ-6219 TCGA-CQ-6222 TCGA-CQ-6224 TCGA-CQ-6227 
       27.65        29.46        15.72        38.14        32.35         4.21 
TCGA-CQ-6229 TCGA-CQ-7065 TCGA-CQ-7067 TCGA-CR-6474 TCGA-CR-6488 TCGA-CR-7365 
       26.76        33.07        16.70        18.51        12.46        39.12 
TCGA-CR-7372 TCGA-CR-7376 TCGA-CR-7382 TCGA-CR-7383 TCGA-CR-7386 TCGA-CR-7391 
       24.95        31.96        26.17        17.13        47.01        30.02 
TCGA-CR-7392 TCGA-CR-7393 TCGA-CR-7397 TCGA-CR-7401 TCGA-CV-5434 TCGA-CV-5435 
       31.10        29.85         7.10        35.41       108.33        47.28 
TCGA-CV-5440 TCGA-CV-5444 TCGA-CV-5966 TCGA-CV-5970 TCGA-CV-5971 TCGA-CV-5976 
       89.82        64.73        17.06        13.35        17.75        48.59 
TCGA-CV-6441 TCGA-CV-6934 TCGA-CV-6940 TCGA-CV-6943 TCGA-CV-6950 TCGA-CV-6951 
        5.88         2.14        26.43        19.79        15.06        30.05 
TCGA-CV-6952 TCGA-CV-6956 TCGA-CV-6959 TCGA-CV-6961 TCGA-CV-7095 TCGA-CV-7097 
        6.08         7.13         8.38         2.50        18.81        12.66 
TCGA-CV-7102 TCGA-CV-7103 TCGA-CV-7104 TCGA-CV-7178 TCGA-CV-7238 TCGA-CV-7243 
        1.84        52.31        12.89        71.21        47.47        31.33 
TCGA-CV-7247 TCGA-CV-7255 TCGA-CV-7263 TCGA-CV-7406 TCGA-CV-7423 TCGA-CV-7429 
       18.97         2.10        18.41        58.06       100.54         3.48 
TCGA-CV-7435 TCGA-CV-7438 TCGA-CX-7082 TCGA-CX-7085 TCGA-D6-6515 TCGA-D6-6825 
      142.49         6.38        10.39        10.55        13.25         5.00 
TCGA-DQ-5624 TCGA-DQ-5625 TCGA-DQ-5630 TCGA-DQ-5631 TCGA-DQ-7592 
       37.78        34.78        15.68        18.02         9.83 

$subtype2
TCGA-BA-4075 TCGA-BA-4076 TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5556 TCGA-BA-5558 
        9.30        13.64         6.25        27.78         5.88        53.75 
TCGA-BA-6868 TCGA-BA-6870 TCGA-BA-6872 TCGA-BB-7863 TCGA-BB-7872 TCGA-CN-4722 
        5.00        14.79        12.99        13.87        14.33         6.31 
TCGA-CN-4723 TCGA-CN-4729 TCGA-CN-4734 TCGA-CN-5359 TCGA-CN-5365 TCGA-CN-5369 
       13.55         5.46         7.43        12.39        11.54        12.49 
TCGA-CN-5373 TCGA-CN-6011 TCGA-CN-6020 TCGA-CN-6994 TCGA-CQ-5324 TCGA-CQ-5326 
       13.58         7.50         3.19         3.91        39.68         2.93 
TCGA-CQ-5331 TCGA-CQ-5334 TCGA-CQ-6218 TCGA-CQ-6220 TCGA-CQ-6223 TCGA-CQ-7068 
       33.80         4.21        28.60        32.35        34.75        22.78 
TCGA-CR-6471 TCGA-CR-6477 TCGA-CR-6478 TCGA-CR-6484 TCGA-CR-6491 TCGA-CR-6492 
       39.52        16.90         6.02        11.64        11.51        15.75 
TCGA-CR-6493 TCGA-CR-7367 TCGA-CR-7373 TCGA-CR-7379 TCGA-CR-7380 TCGA-CR-7394 
        9.27        47.34        29.23        34.06        19.92        29.52 
TCGA-CR-7395 TCGA-CV-5436 TCGA-CV-5439 TCGA-CV-5442 TCGA-CV-5973 TCGA-CV-5977 
       30.54        19.20        17.95        76.47        57.07        33.11 
TCGA-CV-5979 TCGA-CV-6003 TCGA-CV-6436 TCGA-CV-6937 TCGA-CV-6938 TCGA-CV-6942 
       43.23        40.96        24.43        20.52         4.70       126.08 
TCGA-CV-6945 TCGA-CV-6953 TCGA-CV-6955 TCGA-CV-7089 TCGA-CV-7090 TCGA-CV-7099 
       12.03        53.92        10.98        64.80       126.12         7.99 
TCGA-CV-7180 TCGA-CV-7183 TCGA-CV-7236 TCGA-CV-7252 TCGA-CV-7410 TCGA-CV-7411 
       10.75       114.94         4.73         4.96       210.94        89.33 
TCGA-CV-7413 TCGA-CV-7415 TCGA-CV-7416 TCGA-CV-7427 TCGA-CV-7432 TCGA-CV-7433 
        9.67        22.85        25.02       156.49        84.49        19.73 
TCGA-CV-7434 TCGA-CX-7086 TCGA-CX-7219 TCGA-D6-6516 TCGA-D6-6517 TCGA-D6-6826 
        7.13         7.76        27.22        10.68         8.22         5.03 
TCGA-DQ-7588 TCGA-H7-7774 TCGA-HD-7229 TCGA-HD-7753 TCGA-IQ-7630 TCGA-IQ-7632 
       14.04         0.99         0.07         0.16         5.26         3.72 

$subtype3
TCGA-BA-4074 TCGA-BA-4077 TCGA-BA-4078 TCGA-BA-5153 TCGA-BA-5555 TCGA-BA-5559 
       15.16        37.28         9.07        57.90         6.12        57.44 
TCGA-BA-6869 TCGA-BA-6871 TCGA-BA-7269 TCGA-BB-4217 TCGA-BB-4223 TCGA-BB-4225 
        8.02         2.07         7.76         6.12        95.05         4.60 
TCGA-BB-4228 TCGA-BB-7861 TCGA-BB-7862 TCGA-BB-7864 TCGA-BB-7866 TCGA-BB-7870 
       18.31        10.19        17.59        23.61        20.98        37.87 
TCGA-BB-7871 TCGA-CN-4727 TCGA-CN-4730 TCGA-CN-4731 TCGA-CN-4735 TCGA-CN-4738 
       14.04         6.38        11.28        12.59        12.13        14.33 
TCGA-CN-4739 TCGA-CN-4741 TCGA-CN-5356 TCGA-CN-5360 TCGA-CN-5361 TCGA-CN-5374 
       11.44        28.77         9.50        28.47         6.35         9.01 
TCGA-CN-6010 TCGA-CN-6012 TCGA-CN-6021 TCGA-CN-6023 TCGA-CN-6988 TCGA-CN-6992 
        6.81         4.70         9.07         6.18         1.38         2.73 
TCGA-CN-6997 TCGA-CQ-5323 TCGA-CQ-5332 TCGA-CQ-6221 TCGA-CQ-6225 TCGA-CQ-6228 
        3.29        48.16        10.42        32.88        13.25        14.96 
TCGA-CR-5243 TCGA-CR-5247 TCGA-CR-5248 TCGA-CR-5249 TCGA-CR-5250 TCGA-CR-6467 
       84.23        11.77        54.64        37.87        26.24        58.42 
TCGA-CR-6470 TCGA-CR-6472 TCGA-CR-6473 TCGA-CR-6481 TCGA-CR-6482 TCGA-CR-6487 
       50.01        34.52        36.99        10.22        11.34         7.66 
TCGA-CR-7364 TCGA-CR-7368 TCGA-CR-7369 TCGA-CR-7370 TCGA-CR-7371 TCGA-CR-7374 
       47.18        40.90        35.84         3.42         3.06         0.99 
TCGA-CR-7385 TCGA-CR-7388 TCGA-CR-7389 TCGA-CR-7390 TCGA-CR-7398 TCGA-CR-7399 
       32.78        27.02        12.89        29.82         5.13         5.92 
TCGA-CR-7402 TCGA-CR-7404 TCGA-CV-5430 TCGA-CV-5431 TCGA-CV-5432 TCGA-CV-5441 
       29.92        48.36       135.29        17.16       129.21        87.55 
TCGA-CV-5443 TCGA-CV-5978 TCGA-CV-6433 TCGA-CV-6933 TCGA-CV-6935 TCGA-CV-6936 
       84.39         7.07        13.32        90.08         9.70         5.46 
TCGA-CV-6939 TCGA-CV-6941 TCGA-CV-6948 TCGA-CV-6954 TCGA-CV-6960 TCGA-CV-6962 
       21.86        11.24        42.35        65.82        28.31         4.14 
TCGA-CV-7091 TCGA-CV-7100 TCGA-CV-7101 TCGA-CV-7177 TCGA-CV-7235 TCGA-CV-7242 
      111.12         9.01         5.23        21.76        56.68        36.00 
TCGA-CV-7245 TCGA-CV-7248 TCGA-CV-7250 TCGA-CV-7253 TCGA-CV-7254 TCGA-CV-7261 
       26.20        17.10        95.34        11.87        47.97        36.13 
TCGA-CV-7407 TCGA-CV-7409 TCGA-CV-7414 TCGA-CV-7418 TCGA-CV-7421 TCGA-CV-7422 
       35.54        17.82         0.46        25.94         0.07        34.09 
TCGA-CV-7424 TCGA-CV-7428 TCGA-CV-7430 TCGA-CV-7437 TCGA-CV-7440 TCGA-D6-6823 
       14.86        54.90        16.27        16.60        21.99         7.82 
TCGA-D6-6824 TCGA-DQ-5629 TCGA-DQ-7589 TCGA-DQ-7590 TCGA-DQ-7591 TCGA-DQ-7593 
        2.53        16.96        18.90        21.73        11.84        12.13 
TCGA-DQ-7594 TCGA-DQ-7595 TCGA-F7-7848 TCGA-HD-7754 TCGA-HD-7917 TCGA-IQ-7631 
       12.10        10.65         1.15         0.82         1.02         4.01 

subtype1 subtype2 subtype3 
    1.48     0.07     0.07 
subtype1 subtype2 subtype3 
  142.49   210.94   135.29 
subtype1 subtype2 subtype3 
  15.060   13.955   15.060 
[1] "1.5 - 142.5 (15.1)" "0.1 - 210.9 (14.0)" "0.1 - 135.3 (15.1)"
  [1] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
  [7] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype1"
 [13] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
 [19] "subtype2" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
 [25] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [31] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
 [37] "subtype1" "subtype1" "subtype3" "subtype1" "subtype2" "subtype3"
 [43] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype1"
 [49] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
 [55] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [61] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [67] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [73] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype3"
 [79] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
 [85] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [91] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype3"
 [97] "subtype2" "subtype2" "subtype1" "subtype2" "subtype3" "subtype1"
[103] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[109] "subtype1" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[115] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
[121] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[127] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[133] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[139] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[145] "subtype2" "subtype1" "subtype1" "subtype3" "subtype1" "subtype3"
[151] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[157] "subtype2" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[163] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[169] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[175] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[181] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
[187] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype2"
[193] "subtype2" "subtype3" "subtype1" "subtype3" "subtype2" "subtype1"
[199] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[205] "subtype3" "subtype2" "subtype1" "subtype1" "subtype3" "subtype1"
[211] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[217] "subtype2" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[223] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[229] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
[235] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
[241] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[247] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype3"
[253] "subtype3" "subtype1" "subtype3" "subtype2" "subtype3" "subtype1"
[259] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[265] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[271] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[277] "subtype2" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[283] "subtype2" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
[289] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[295] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2"
  [1] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
  [7] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype1"
 [13] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
 [19] "subtype2" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
 [25] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [31] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
 [37] "subtype1" "subtype1" "subtype3" "subtype1" "subtype2" "subtype3"
 [43] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype1"
 [49] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
 [55] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [61] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [67] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [73] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype3"
 [79] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
 [85] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [91] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype3"
 [97] "subtype2" "subtype2" "subtype1" "subtype2" "subtype3" "subtype1"
[103] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[109] "subtype1" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[115] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
[121] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[127] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[133] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[139] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[145] "subtype2" "subtype1" "subtype1" "subtype3" "subtype1" "subtype3"
[151] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[157] "subtype2" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[163] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[169] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[175] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[181] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
[187] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype2"
[193] "subtype2" "subtype3" "subtype1" "subtype3" "subtype2" "subtype1"
[199] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[205] "subtype3" "subtype2" "subtype1" "subtype1" "subtype3" "subtype1"
[211] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[217] "subtype2" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[223] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[229] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
[235] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
[241] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[247] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype3"
[253] "subtype3" "subtype1" "subtype3" "subtype2" "subtype3" "subtype1"
[259] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[265] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[271] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[277] "subtype2" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[283] "subtype2" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
[289] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[295] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2"
  [1] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
  [7] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype1"
 [13] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
 [19] "subtype2" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
 [25] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [31] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
 [37] "subtype1" "subtype1" "subtype3" "subtype1" "subtype2" "subtype3"
 [43] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype1"
 [49] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
 [55] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [61] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [67] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [73] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype3"
 [79] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
 [85] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [91] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype3"
 [97] "subtype2" "subtype2" "subtype1" "subtype2" "subtype3" "subtype1"
[103] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[109] "subtype1" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[115] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
[121] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
[127] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[133] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[139] "subtype3" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[145] "subtype2" "subtype1" "subtype1" "subtype3" "subtype1" "subtype3"
[151] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[157] "subtype2" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[163] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[169] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[175] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[181] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
[187] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype2"
[193] "subtype2" "subtype3" "subtype1" "subtype3" "subtype2" "subtype1"
[199] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[205] "subtype3" "subtype2" "subtype1" "subtype1" "subtype3" "subtype1"
[211] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[217] "subtype2" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[223] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[229] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
[235] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
[241] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[247] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype3"
[253] "subtype3" "subtype1" "subtype3" "subtype2" "subtype3" "subtype1"
[259] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[265] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[271] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[277] "subtype2" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[283] "subtype2" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
[289] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[295] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2"
D6V2, continuous
D6V3, binary
          cls
clus        0  1
  subtype1 31 66
  subtype2 29 56
  subtype3 21 99
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   31   66
  subtype2   29   56
  subtype3   21   99
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       31       29       21
  MALE         66       56       99
D6V4, multiclass
D6V5, multiclass
D6V6, multiclass
D6V7, binary
          cls
clus        0  1
  subtype1 28 69
  subtype2 20 65
  subtype3 27 93
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   28   69
  subtype2   20   65
  subtype3   27   93
     clus
vv    subtype1 subtype2 subtype3
  NO        28       20       27
  YES       69       65       93
D6V8, continuous
D6V9, continuous
D6V10, multiclass
D6V11, continuous

Clustering(7) Variable = MIRSEQ_CNMF
D7V1, survival
          sevent
clus2       0  1
  subtype1 52 30
  subtype2 79 52
  subtype3 52 40
subtype1 subtype2 subtype3 
      82      131       92 
subtype1 subtype2 subtype3 
      30       52       40 
$subtype1
TCGA-BA-4074 TCGA-BA-5149 TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5556 TCGA-BA-5557 
       15.16         8.15         6.25        27.78         5.88         7.96 
TCGA-BA-5558 TCGA-BA-6868 TCGA-BA-6869 TCGA-BA-6872 TCGA-BA-6873 TCGA-BB-4217 
       53.75         5.00         8.02        12.99         3.72         6.12 
TCGA-BB-4224 TCGA-BB-7863 TCGA-BB-7864 TCGA-BB-7866 TCGA-BB-7872 TCGA-CN-4725 
        9.04        13.87        23.61        20.98        14.33        10.19 
TCGA-CN-4726 TCGA-CN-4727 TCGA-CN-4729 TCGA-CN-4730 TCGA-CN-5361 TCGA-CN-5363 
        4.67         6.38         5.46        11.28         6.35         8.28 
TCGA-CN-5365 TCGA-CN-5366 TCGA-CN-5369 TCGA-CN-5373 TCGA-CN-6011 TCGA-CN-6021 
       11.54        11.84        12.49        13.58         7.50         9.07 
TCGA-CN-6995 TCGA-CN-6998 TCGA-CQ-5329 TCGA-CQ-5331 TCGA-CQ-5334 TCGA-CR-6478 
        3.68         1.51        27.65        33.80         4.21         6.02 
TCGA-CR-6491 TCGA-CR-6492 TCGA-CR-6493 TCGA-CR-7373 TCGA-CR-7380 TCGA-CR-7390 
       11.51        15.75         9.27        29.23        19.92        29.82 
TCGA-CR-7394 TCGA-CR-7395 TCGA-CV-5439 TCGA-CV-5441 TCGA-CV-5442 TCGA-CV-5973 
       29.52        30.54        17.95        87.55        76.47        57.07 
TCGA-CV-5977 TCGA-CV-6436 TCGA-CV-6938 TCGA-CV-6945 TCGA-CV-6954 TCGA-CV-6955 
       33.11        24.43         4.70        12.03        65.82        10.98 
TCGA-CV-7089 TCGA-CV-7180 TCGA-CV-7183 TCGA-CV-7235 TCGA-CV-7410 TCGA-CV-7413 
       64.80        10.75       114.94        56.68       210.94         9.67 
TCGA-CV-7427 TCGA-CV-7428 TCGA-CV-7432 TCGA-CV-7434 TCGA-CV-7440 TCGA-CV-7568 
      156.49        54.90        84.49         7.13        21.99        30.48 
TCGA-CX-7086 TCGA-CX-7219 TCGA-D6-6516 TCGA-D6-6823 TCGA-DQ-5631 TCGA-DQ-7588 
        7.76        27.22        10.68         7.82        18.02        14.04 
TCGA-DQ-7589 TCGA-DQ-7590 TCGA-DQ-7592 TCGA-DQ-7593 TCGA-DQ-7594 TCGA-HD-7229 
       18.90        21.73         9.83        12.13        12.10         0.07 
TCGA-HD-7753 TCGA-HL-7533 TCGA-IQ-7630 TCGA-IQ-7632 
        0.16        22.75         5.26         3.72 

$subtype2
TCGA-BA-4076 TCGA-BA-4077 TCGA-BA-4078 TCGA-BA-5153 TCGA-BA-5555 TCGA-BA-6870 
       13.64        37.28         9.07        57.90         6.12        14.79 
TCGA-BA-6871 TCGA-BB-4223 TCGA-BB-4225 TCGA-BB-4227 TCGA-BB-4228 TCGA-BB-7861 
        2.07        95.05         4.60         4.37        18.31        10.19 
TCGA-BB-7862 TCGA-BB-7870 TCGA-BB-7871 TCGA-CN-4722 TCGA-CN-4723 TCGA-CN-4731 
       17.59        37.87        14.04         6.31        13.55        12.59 
TCGA-CN-4735 TCGA-CN-4738 TCGA-CN-4739 TCGA-CN-4741 TCGA-CN-5356 TCGA-CN-5359 
       12.13        14.33        11.44        28.77         9.50        12.39 
TCGA-CN-5360 TCGA-CN-5374 TCGA-CN-6010 TCGA-CN-6012 TCGA-CN-6013 TCGA-CN-6018 
       28.47         9.01         6.81         4.70         5.06         1.48 
TCGA-CN-6023 TCGA-CN-6988 TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6997 TCGA-CQ-5323 
        6.18         1.38         2.73         3.91         3.29        48.16 
TCGA-CQ-5324 TCGA-CQ-5326 TCGA-CQ-5332 TCGA-CQ-6218 TCGA-CQ-6221 TCGA-CQ-6223 
       39.68         2.93        10.42        28.60        32.88        34.75 
TCGA-CQ-6225 TCGA-CQ-6228 TCGA-CQ-7068 TCGA-CR-5243 TCGA-CR-5247 TCGA-CR-5248 
       13.25        14.96        22.78        84.23        11.77        54.64 
TCGA-CR-5249 TCGA-CR-5250 TCGA-CR-6467 TCGA-CR-6470 TCGA-CR-6471 TCGA-CR-6472 
       37.87        26.24        58.42        50.01        39.52        34.52 
TCGA-CR-6473 TCGA-CR-6481 TCGA-CR-6482 TCGA-CR-6484 TCGA-CR-6487 TCGA-CR-7364 
       36.99        10.22        11.34        11.64         7.66        47.18 
TCGA-CR-7367 TCGA-CR-7368 TCGA-CR-7369 TCGA-CR-7370 TCGA-CR-7371 TCGA-CR-7374 
       47.34        40.90        35.84         3.42         3.06         0.99 
TCGA-CR-7385 TCGA-CR-7388 TCGA-CR-7389 TCGA-CR-7398 TCGA-CR-7399 TCGA-CR-7402 
       32.78        27.02        12.89         5.13         5.92        29.92 
TCGA-CR-7404 TCGA-CV-5430 TCGA-CV-5431 TCGA-CV-5432 TCGA-CV-5435 TCGA-CV-5443 
       48.36       135.29        17.16       129.21        47.28        84.39 
TCGA-CV-5978 TCGA-CV-6433 TCGA-CV-6933 TCGA-CV-6935 TCGA-CV-6936 TCGA-CV-6937 
        7.07        13.32        90.08         9.70         5.46        20.52 
TCGA-CV-6939 TCGA-CV-6941 TCGA-CV-6948 TCGA-CV-6953 TCGA-CV-6960 TCGA-CV-6962 
       21.86        11.24        42.35        53.92        28.31         4.14 
TCGA-CV-7091 TCGA-CV-7099 TCGA-CV-7100 TCGA-CV-7101 TCGA-CV-7103 TCGA-CV-7177 
      111.12         7.99         9.01         5.23        52.31        21.76 
TCGA-CV-7236 TCGA-CV-7242 TCGA-CV-7245 TCGA-CV-7248 TCGA-CV-7250 TCGA-CV-7252 
        4.73        36.00        26.20        17.10        95.34         4.96 
TCGA-CV-7253 TCGA-CV-7254 TCGA-CV-7255 TCGA-CV-7261 TCGA-CV-7409 TCGA-CV-7411 
       11.87        47.97         2.10        36.13        17.82        89.33 
TCGA-CV-7414 TCGA-CV-7415 TCGA-CV-7416 TCGA-CV-7418 TCGA-CV-7421 TCGA-CV-7424 
        0.46        22.85        25.02        25.94         0.07        14.86 
TCGA-CV-7425 TCGA-CV-7430 TCGA-CV-7435 TCGA-CV-7437 TCGA-CV-7446 TCGA-CX-7082 
       56.48        16.27       142.49        16.60        35.93        10.39 
TCGA-D6-6517 TCGA-D6-6826 TCGA-D6-6827 TCGA-DQ-5629 TCGA-DQ-7591 TCGA-DQ-7595 
        8.22         5.03         4.18        16.96        11.84        10.65 
TCGA-F7-7848 TCGA-H7-7774 TCGA-HD-7754 TCGA-HD-7917 TCGA-IQ-7631 
        1.15         0.99         0.82         1.02         4.01 

$subtype3
TCGA-BA-5559 TCGA-BA-7269 TCGA-CN-4728 TCGA-CN-4733 TCGA-CN-4736 TCGA-CN-4737 
       57.44         7.76        10.68        17.16        12.99         7.89 
TCGA-CN-4740 TCGA-CN-4742 TCGA-CN-5355 TCGA-CN-5358 TCGA-CN-5364 TCGA-CN-5367 
       26.63        13.05         9.17         5.69        16.21        11.57 
TCGA-CN-5370 TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6019 TCGA-CN-6020 TCGA-CN-6022 
        8.52         6.61         5.23         4.41         3.19         6.61 
TCGA-CN-6024 TCGA-CN-6989 TCGA-CN-6996 TCGA-CQ-5325 TCGA-CQ-5327 TCGA-CQ-5330 
        7.36         5.82         3.75        21.50        38.89        29.46 
TCGA-CQ-6219 TCGA-CQ-6220 TCGA-CQ-6222 TCGA-CQ-6224 TCGA-CQ-6227 TCGA-CQ-6229 
       15.72        32.35        38.14        32.35         4.21        26.76 
TCGA-CQ-7065 TCGA-CQ-7067 TCGA-CR-6474 TCGA-CR-6477 TCGA-CR-6488 TCGA-CR-7365 
       33.07        16.70        18.51        16.90        12.46        39.12 
TCGA-CR-7372 TCGA-CR-7376 TCGA-CR-7379 TCGA-CR-7382 TCGA-CR-7383 TCGA-CR-7386 
       24.95        31.96        34.06        26.17        17.13        47.01 
TCGA-CR-7391 TCGA-CR-7392 TCGA-CR-7393 TCGA-CR-7397 TCGA-CR-7401 TCGA-CV-5434 
       30.02        31.10        29.85         7.10        35.41       108.33 
TCGA-CV-5436 TCGA-CV-5440 TCGA-CV-5444 TCGA-CV-5966 TCGA-CV-5970 TCGA-CV-5971 
       19.20        89.82        64.73        17.06        13.35        17.75 
TCGA-CV-5976 TCGA-CV-5979 TCGA-CV-6003 TCGA-CV-6441 TCGA-CV-6934 TCGA-CV-6940 
       48.59        43.23        40.96         5.88         2.14        26.43 
TCGA-CV-6942 TCGA-CV-6943 TCGA-CV-6950 TCGA-CV-6951 TCGA-CV-6952 TCGA-CV-6956 
      126.08        19.79        15.06        30.05         6.08         7.13 
TCGA-CV-6959 TCGA-CV-6961 TCGA-CV-7090 TCGA-CV-7095 TCGA-CV-7097 TCGA-CV-7102 
        8.38         2.50       126.12        18.81        12.66         1.84 
TCGA-CV-7104 TCGA-CV-7178 TCGA-CV-7238 TCGA-CV-7243 TCGA-CV-7247 TCGA-CV-7263 
       12.89        71.21        47.47        31.33        18.97        18.41 
TCGA-CV-7406 TCGA-CV-7407 TCGA-CV-7422 TCGA-CV-7423 TCGA-CV-7429 TCGA-CV-7433 
       58.06        35.54        34.09       100.54         3.48        19.73 
TCGA-CV-7438 TCGA-CX-7085 TCGA-D6-6515 TCGA-D6-6824 TCGA-D6-6825 TCGA-DQ-5624 
        6.38        10.55        13.25         2.53         5.00        37.78 
TCGA-DQ-5625 TCGA-DQ-5630 
       34.78        15.68 

subtype1 subtype2 subtype3 
    0.07     0.07     1.84 
subtype1 subtype2 subtype3 
  210.94   142.49   126.12 
subtype1 subtype2 subtype3 
  12.115   14.330   18.080 
[1] "0.1 - 210.9 (12.1)" "0.1 - 142.5 (14.3)" "1.8 - 126.1 (18.1)"
  [1] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
  [7] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
 [13] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
 [19] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
 [25] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
 [31] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [37] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
 [43] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [49] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [55] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [61] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
 [67] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [73] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [79] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
 [85] "subtype1" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [91] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
 [97] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
[103] "subtype3" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[109] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[115] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[121] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype2"
[127] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[133] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype3" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
[151] "subtype2" "subtype2" "subtype1" "subtype3" "subtype3" "subtype3"
[157] "subtype1" "subtype1" "subtype3" "subtype2" "subtype2" "subtype3"
[163] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[169] "subtype2" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[175] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[181] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
[187] "subtype1" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
[193] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[199] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[205] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[211] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[217] "subtype3" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[223] "subtype3" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[229] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[235] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[241] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype1"
[247] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[253] "subtype2" "subtype3" "subtype3" "subtype2" "subtype2" "subtype1"
[259] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[265] "subtype2" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[271] "subtype2" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[277] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[283] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[289] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[295] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[301] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
  [1] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
  [7] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
 [13] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
 [19] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
 [25] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
 [31] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [37] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
 [43] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [49] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [55] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [61] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
 [67] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [73] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [79] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
 [85] "subtype1" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [91] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
 [97] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
[103] "subtype3" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[109] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[115] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[121] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype2"
[127] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[133] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype3" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
[151] "subtype2" "subtype2" "subtype1" "subtype3" "subtype3" "subtype3"
[157] "subtype1" "subtype1" "subtype3" "subtype2" "subtype2" "subtype3"
[163] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[169] "subtype2" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[175] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[181] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
[187] "subtype1" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
[193] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[199] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[205] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[211] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[217] "subtype3" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[223] "subtype3" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[229] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[235] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[241] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype1"
[247] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[253] "subtype2" "subtype3" "subtype3" "subtype2" "subtype2" "subtype1"
[259] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[265] "subtype2" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[271] "subtype2" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[277] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[283] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[289] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[295] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[301] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
  [1] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
  [7] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
 [13] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
 [19] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
 [25] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
 [31] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [37] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
 [43] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [49] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [55] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [61] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
 [67] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [73] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [79] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
 [85] "subtype1" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [91] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
 [97] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
[103] "subtype3" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[109] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[115] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[121] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype2"
[127] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[133] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype3" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
[151] "subtype2" "subtype2" "subtype1" "subtype3" "subtype3" "subtype3"
[157] "subtype1" "subtype1" "subtype3" "subtype2" "subtype2" "subtype3"
[163] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[169] "subtype2" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[175] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[181] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
[187] "subtype1" "subtype3" "subtype2" "subtype3" "subtype2" "subtype2"
[193] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[199] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[205] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[211] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[217] "subtype3" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[223] "subtype3" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
[229] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[235] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[241] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype1"
[247] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[253] "subtype2" "subtype3" "subtype3" "subtype2" "subtype2" "subtype1"
[259] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[265] "subtype2" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[271] "subtype2" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[277] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[283] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[289] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[295] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[301] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
D7V2, continuous
D7V3, binary
          cls
clus        0  1
  subtype1 16 67
  subtype2 37 94
  subtype3 33 61
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   16   67
  subtype2   37   94
  subtype3   33   61
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       16       37       33
  MALE         67       94       61
D7V4, multiclass
D7V5, multiclass
D7V6, multiclass
D7V7, binary
          cls
clus         0   1
  subtype1  21  62
  subtype2  29 102
  subtype3  27  67
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   21   62
  subtype2   29  102
  subtype3   27   67
     clus
vv    subtype1 subtype2 subtype3
  NO        21       29       27
  YES       62      102       67
D7V8, continuous
D7V9, continuous
D7V10, multiclass
D7V11, continuous

Clustering(8) Variable = MIRSEQ_CHIERARCHICAL
D8V1, survival
          sevent
clus2        0   1
  subtype1   8   5
  subtype2   7   5
  subtype3 105  61
  subtype4  63  51
subtype1 subtype2 subtype3 subtype4 
      13       12      166      114 
subtype1 subtype2 subtype3 subtype4 
       5        5       61       51 
$subtype1
TCGA-BA-7269 TCGA-BB-7863 TCGA-CN-5373 TCGA-CQ-5329 TCGA-CQ-5334 TCGA-CR-7390 
        7.76        13.87        13.58        27.65         4.21        29.82 
TCGA-CV-6945 TCGA-CV-7235 TCGA-CV-7413 TCGA-CV-7429 TCGA-DQ-5631 TCGA-HD-7753 
       12.03        56.68         9.67         3.48        18.02         0.16 
TCGA-IQ-7630 
        5.26 

$subtype2
TCGA-BA-4077 TCGA-BB-4224 TCGA-CN-4741 TCGA-CN-5359 TCGA-CN-5374 TCGA-CV-5442 
       37.28         9.04        28.77        12.39         9.01        76.47 
TCGA-CV-5443 TCGA-CV-6935 TCGA-CV-7253 TCGA-D6-6515 TCGA-DQ-7590 TCGA-DQ-7594 
       84.39         9.70        11.87        13.25        21.73        12.10 

$subtype3
TCGA-BA-4076 TCGA-BA-4078 TCGA-BA-5151 TCGA-BA-5152 TCGA-BA-5153 TCGA-BA-5555 
       13.64         9.07         6.25        27.78        57.90         6.12 
TCGA-BA-5556 TCGA-BA-5558 TCGA-BA-6868 TCGA-BA-6869 TCGA-BA-6870 TCGA-BA-6871 
        5.88        53.75         5.00         8.02        14.79         2.07 
TCGA-BB-4217 TCGA-BB-4223 TCGA-BB-4225 TCGA-BB-4227 TCGA-BB-4228 TCGA-BB-7861 
        6.12        95.05         4.60         4.37        18.31        10.19 
TCGA-BB-7862 TCGA-BB-7864 TCGA-BB-7866 TCGA-BB-7870 TCGA-BB-7871 TCGA-CN-4722 
       17.59        23.61        20.98        37.87        14.04         6.31 
TCGA-CN-4723 TCGA-CN-4727 TCGA-CN-4729 TCGA-CN-4730 TCGA-CN-4731 TCGA-CN-4735 
       13.55         6.38         5.46        11.28        12.59        12.13 
TCGA-CN-4738 TCGA-CN-4739 TCGA-CN-5356 TCGA-CN-5361 TCGA-CN-5365 TCGA-CN-5369 
       14.33        11.44         9.50         6.35        11.54        12.49 
TCGA-CN-6010 TCGA-CN-6011 TCGA-CN-6012 TCGA-CN-6018 TCGA-CN-6020 TCGA-CN-6021 
        6.81         7.50         4.70         1.48         3.19         9.07 
TCGA-CN-6023 TCGA-CN-6988 TCGA-CN-6992 TCGA-CN-6994 TCGA-CN-6997 TCGA-CQ-5323 
        6.18         1.38         2.73         3.91         3.29        48.16 
TCGA-CQ-5324 TCGA-CQ-5326 TCGA-CQ-5331 TCGA-CQ-5332 TCGA-CQ-6218 TCGA-CQ-6221 
       39.68         2.93        33.80        10.42        28.60        32.88 
TCGA-CQ-6223 TCGA-CQ-6225 TCGA-CQ-6228 TCGA-CQ-7068 TCGA-CR-5243 TCGA-CR-5247 
       34.75        13.25        14.96        22.78        84.23        11.77 
TCGA-CR-5248 TCGA-CR-5249 TCGA-CR-5250 TCGA-CR-6467 TCGA-CR-6470 TCGA-CR-6471 
       54.64        37.87        26.24        58.42        50.01        39.52 
TCGA-CR-6472 TCGA-CR-6473 TCGA-CR-6478 TCGA-CR-6481 TCGA-CR-6482 TCGA-CR-6484 
       34.52        36.99         6.02        10.22        11.34        11.64 
TCGA-CR-6487 TCGA-CR-6491 TCGA-CR-6492 TCGA-CR-7364 TCGA-CR-7367 TCGA-CR-7368 
        7.66        11.51        15.75        47.18        47.34        40.90 
TCGA-CR-7369 TCGA-CR-7370 TCGA-CR-7371 TCGA-CR-7373 TCGA-CR-7374 TCGA-CR-7380 
       35.84         3.42         3.06        29.23         0.99        19.92 
TCGA-CR-7385 TCGA-CR-7388 TCGA-CR-7389 TCGA-CR-7398 TCGA-CR-7399 TCGA-CR-7402 
       32.78        27.02        12.89         5.13         5.92        29.92 
TCGA-CR-7404 TCGA-CV-5430 TCGA-CV-5431 TCGA-CV-5439 TCGA-CV-5441 TCGA-CV-5973 
       48.36       135.29        17.16        17.95        87.55        57.07 
TCGA-CV-5978 TCGA-CV-6433 TCGA-CV-6933 TCGA-CV-6936 TCGA-CV-6937 TCGA-CV-6938 
        7.07        13.32        90.08         5.46        20.52         4.70 
TCGA-CV-6939 TCGA-CV-6941 TCGA-CV-6942 TCGA-CV-6948 TCGA-CV-6953 TCGA-CV-6954 
       21.86        11.24       126.08        42.35        53.92        65.82 
TCGA-CV-6955 TCGA-CV-6960 TCGA-CV-6962 TCGA-CV-7089 TCGA-CV-7090 TCGA-CV-7091 
       10.98        28.31         4.14        64.80       126.12       111.12 
TCGA-CV-7099 TCGA-CV-7100 TCGA-CV-7101 TCGA-CV-7177 TCGA-CV-7183 TCGA-CV-7236 
        7.99         9.01         5.23        21.76       114.94         4.73 
TCGA-CV-7242 TCGA-CV-7245 TCGA-CV-7248 TCGA-CV-7250 TCGA-CV-7252 TCGA-CV-7254 
       36.00        26.20        17.10        95.34         4.96        47.97 
TCGA-CV-7255 TCGA-CV-7261 TCGA-CV-7409 TCGA-CV-7410 TCGA-CV-7411 TCGA-CV-7415 
        2.10        36.13        17.82       210.94        89.33        22.85 
TCGA-CV-7416 TCGA-CV-7418 TCGA-CV-7421 TCGA-CV-7424 TCGA-CV-7425 TCGA-CV-7428 
       25.02        25.94         0.07        14.86        56.48        54.90 
TCGA-CV-7430 TCGA-CV-7432 TCGA-CV-7434 TCGA-CV-7435 TCGA-CV-7437 TCGA-CV-7440 
       16.27        84.49         7.13       142.49        16.60        21.99 
TCGA-CV-7446 TCGA-CX-7086 TCGA-CX-7219 TCGA-D6-6516 TCGA-D6-6517 TCGA-D6-6824 
       35.93         7.76        27.22        10.68         8.22         2.53 
TCGA-D6-6826 TCGA-D6-6827 TCGA-DQ-5629 TCGA-DQ-7588 TCGA-DQ-7589 TCGA-DQ-7591 
        5.03         4.18        16.96        14.04        18.90        11.84 
TCGA-DQ-7593 TCGA-DQ-7595 TCGA-F7-7848 TCGA-H7-7774 TCGA-HD-7229 TCGA-HD-7754 
       12.13        10.65         1.15         0.99         0.07         0.82 
TCGA-HD-7917 TCGA-HL-7533 TCGA-IQ-7631 TCGA-IQ-7632 
        1.02        22.75         4.01         3.72 

$subtype4
TCGA-BA-4074 TCGA-BA-5149 TCGA-BA-5557 TCGA-BA-5559 TCGA-BA-6872 TCGA-BA-6873 
       15.16         8.15         7.96        57.44        12.99         3.72 
TCGA-BB-7872 TCGA-CN-4725 TCGA-CN-4726 TCGA-CN-4728 TCGA-CN-4733 TCGA-CN-4736 
       14.33        10.19         4.67        10.68        17.16        12.99 
TCGA-CN-4737 TCGA-CN-4740 TCGA-CN-4742 TCGA-CN-5355 TCGA-CN-5358 TCGA-CN-5360 
        7.89        26.63        13.05         9.17         5.69        28.47 
TCGA-CN-5363 TCGA-CN-5364 TCGA-CN-5366 TCGA-CN-5367 TCGA-CN-5370 TCGA-CN-6013 
        8.28        16.21        11.84        11.57         8.52         5.06 
TCGA-CN-6016 TCGA-CN-6017 TCGA-CN-6019 TCGA-CN-6022 TCGA-CN-6024 TCGA-CN-6989 
        6.61         5.23         4.41         6.61         7.36         5.82 
TCGA-CN-6995 TCGA-CN-6996 TCGA-CN-6998 TCGA-CQ-5325 TCGA-CQ-5327 TCGA-CQ-5330 
        3.68         3.75         1.51        21.50        38.89        29.46 
TCGA-CQ-6219 TCGA-CQ-6220 TCGA-CQ-6222 TCGA-CQ-6224 TCGA-CQ-6227 TCGA-CQ-6229 
       15.72        32.35        38.14        32.35         4.21        26.76 
TCGA-CQ-7065 TCGA-CQ-7067 TCGA-CR-6474 TCGA-CR-6477 TCGA-CR-6488 TCGA-CR-6493 
       33.07        16.70        18.51        16.90        12.46         9.27 
TCGA-CR-7365 TCGA-CR-7372 TCGA-CR-7376 TCGA-CR-7379 TCGA-CR-7382 TCGA-CR-7383 
       39.12        24.95        31.96        34.06        26.17        17.13 
TCGA-CR-7386 TCGA-CR-7391 TCGA-CR-7392 TCGA-CR-7393 TCGA-CR-7394 TCGA-CR-7395 
       47.01        30.02        31.10        29.85        29.52        30.54 
TCGA-CR-7397 TCGA-CR-7401 TCGA-CV-5432 TCGA-CV-5434 TCGA-CV-5435 TCGA-CV-5436 
        7.10        35.41       129.21       108.33        47.28        19.20 
TCGA-CV-5440 TCGA-CV-5444 TCGA-CV-5966 TCGA-CV-5970 TCGA-CV-5971 TCGA-CV-5976 
       89.82        64.73        17.06        13.35        17.75        48.59 
TCGA-CV-5977 TCGA-CV-5979 TCGA-CV-6003 TCGA-CV-6436 TCGA-CV-6441 TCGA-CV-6934 
       33.11        43.23        40.96        24.43         5.88         2.14 
TCGA-CV-6940 TCGA-CV-6943 TCGA-CV-6950 TCGA-CV-6951 TCGA-CV-6952 TCGA-CV-6956 
       26.43        19.79        15.06        30.05         6.08         7.13 
TCGA-CV-6959 TCGA-CV-6961 TCGA-CV-7095 TCGA-CV-7097 TCGA-CV-7102 TCGA-CV-7103 
        8.38         2.50        18.81        12.66         1.84        52.31 
TCGA-CV-7104 TCGA-CV-7178 TCGA-CV-7180 TCGA-CV-7238 TCGA-CV-7243 TCGA-CV-7247 
       12.89        71.21        10.75        47.47        31.33        18.97 
TCGA-CV-7263 TCGA-CV-7406 TCGA-CV-7407 TCGA-CV-7414 TCGA-CV-7422 TCGA-CV-7423 
       18.41        58.06        35.54         0.46        34.09       100.54 
TCGA-CV-7427 TCGA-CV-7433 TCGA-CV-7438 TCGA-CV-7568 TCGA-CX-7082 TCGA-CX-7085 
      156.49        19.73         6.38        30.48        10.39        10.55 
TCGA-D6-6823 TCGA-D6-6825 TCGA-DQ-5624 TCGA-DQ-5625 TCGA-DQ-5630 TCGA-DQ-7592 
        7.82         5.00        37.78        34.78        15.68         9.83 

subtype1 subtype2 subtype3 subtype4 
    0.16     9.01     0.07     0.46 
subtype1 subtype2 subtype3 subtype4 
   56.68    84.39   210.94   156.49 
subtype1 subtype2 subtype3 subtype4 
  12.030   12.820   14.040   17.095 
[1] "0.2 - 56.7 (12.0)"  "9.0 - 84.4 (12.8)"  "0.1 - 210.9 (14.0)"
[4] "0.5 - 156.5 (17.1)"
  [1] "subtype4" "subtype3" "subtype2" "subtype3" "subtype4" "subtype3"
  [7] "subtype3" "subtype3" "subtype3" "subtype3" "subtype4" "subtype3"
 [13] "subtype4" "subtype3" "subtype3" "subtype3" "subtype3" "subtype4"
 [19] "subtype4" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
 [25] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
 [31] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
 [37] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [43] "subtype3" "subtype4" "subtype3" "subtype4" "subtype4" "subtype3"
 [49] "subtype3" "subtype4" "subtype2" "subtype4" "subtype4" "subtype3"
 [55] "subtype4" "subtype2" "subtype4" "subtype3" "subtype4" "subtype4"
 [61] "subtype3" "subtype4" "subtype4" "subtype3" "subtype4" "subtype1"
 [67] "subtype2" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
 [73] "subtype4" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
 [79] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [85] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [91] "subtype4" "subtype3" "subtype4" "subtype1" "subtype4" "subtype3"
 [97] "subtype3" "subtype1" "subtype3" "subtype4" "subtype4" "subtype3"
[103] "subtype4" "subtype3" "subtype4" "subtype3" "subtype4" "subtype3"
[109] "subtype4" "subtype4" "subtype4" "subtype3" "subtype3" "subtype3"
[115] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[121] "subtype3" "subtype3" "subtype4" "subtype4" "subtype3" "subtype3"
[127] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
[133] "subtype4" "subtype3" "subtype4" "subtype3" "subtype3" "subtype3"
[139] "subtype3" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
[145] "subtype4" "subtype3" "subtype4" "subtype4" "subtype3" "subtype4"
[151] "subtype3" "subtype3" "subtype1" "subtype4" "subtype4" "subtype4"
[157] "subtype4" "subtype4" "subtype4" "subtype3" "subtype3" "subtype4"
[163] "subtype3" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
[169] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype2"
[175] "subtype2" "subtype4" "subtype4" "subtype4" "subtype4" "subtype3"
[181] "subtype4" "subtype4" "subtype3" "subtype4" "subtype4" "subtype3"
[187] "subtype4" "subtype4" "subtype3" "subtype4" "subtype2" "subtype3"
[193] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
[199] "subtype4" "subtype1" "subtype3" "subtype4" "subtype4" "subtype4"
[205] "subtype3" "subtype3" "subtype3" "subtype4" "subtype4" "subtype3"
[211] "subtype4" "subtype3" "subtype3" "subtype3" "subtype3" "subtype4"
[217] "subtype4" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
[223] "subtype4" "subtype3" "subtype4" "subtype4" "subtype3" "subtype1"
[229] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype4"
[235] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[241] "subtype3" "subtype4" "subtype4" "subtype4" "subtype3" "subtype3"
[247] "subtype3" "subtype1" "subtype4" "subtype3" "subtype3" "subtype3"
[253] "subtype3" "subtype4" "subtype4" "subtype3" "subtype3" "subtype4"
[259] "subtype3" "subtype1" "subtype3" "subtype3" "subtype4" "subtype3"
[265] "subtype3" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
[271] "subtype4" "subtype4" "subtype3" "subtype3" "subtype2" "subtype3"
[277] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
[283] "subtype4" "subtype4" "subtype3" "subtype4" "subtype1" "subtype3"
[289] "subtype3" "subtype2" "subtype3" "subtype4" "subtype3" "subtype2"
[295] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
[301] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
  [1] "subtype4" "subtype3" "subtype2" "subtype3" "subtype4" "subtype3"
  [7] "subtype3" "subtype3" "subtype3" "subtype3" "subtype4" "subtype3"
 [13] "subtype4" "subtype3" "subtype3" "subtype3" "subtype3" "subtype4"
 [19] "subtype4" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
 [25] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
 [31] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
 [37] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [43] "subtype3" "subtype4" "subtype3" "subtype4" "subtype4" "subtype3"
 [49] "subtype3" "subtype4" "subtype2" "subtype4" "subtype4" "subtype3"
 [55] "subtype4" "subtype2" "subtype4" "subtype3" "subtype4" "subtype4"
 [61] "subtype3" "subtype4" "subtype4" "subtype3" "subtype4" "subtype1"
 [67] "subtype2" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
 [73] "subtype4" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
 [79] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [85] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [91] "subtype4" "subtype3" "subtype4" "subtype1" "subtype4" "subtype3"
 [97] "subtype3" "subtype1" "subtype3" "subtype4" "subtype4" "subtype3"
[103] "subtype4" "subtype3" "subtype4" "subtype3" "subtype4" "subtype3"
[109] "subtype4" "subtype4" "subtype4" "subtype3" "subtype3" "subtype3"
[115] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[121] "subtype3" "subtype3" "subtype4" "subtype4" "subtype3" "subtype3"
[127] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
[133] "subtype4" "subtype3" "subtype4" "subtype3" "subtype3" "subtype3"
[139] "subtype3" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
[145] "subtype4" "subtype3" "subtype4" "subtype4" "subtype3" "subtype4"
[151] "subtype3" "subtype3" "subtype1" "subtype4" "subtype4" "subtype4"
[157] "subtype4" "subtype4" "subtype4" "subtype3" "subtype3" "subtype4"
[163] "subtype3" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
[169] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype2"
[175] "subtype2" "subtype4" "subtype4" "subtype4" "subtype4" "subtype3"
[181] "subtype4" "subtype4" "subtype3" "subtype4" "subtype4" "subtype3"
[187] "subtype4" "subtype4" "subtype3" "subtype4" "subtype2" "subtype3"
[193] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
[199] "subtype4" "subtype1" "subtype3" "subtype4" "subtype4" "subtype4"
[205] "subtype3" "subtype3" "subtype3" "subtype4" "subtype4" "subtype3"
[211] "subtype4" "subtype3" "subtype3" "subtype3" "subtype3" "subtype4"
[217] "subtype4" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
[223] "subtype4" "subtype3" "subtype4" "subtype4" "subtype3" "subtype1"
[229] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype4"
[235] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[241] "subtype3" "subtype4" "subtype4" "subtype4" "subtype3" "subtype3"
[247] "subtype3" "subtype1" "subtype4" "subtype3" "subtype3" "subtype3"
[253] "subtype3" "subtype4" "subtype4" "subtype3" "subtype3" "subtype4"
[259] "subtype3" "subtype1" "subtype3" "subtype3" "subtype4" "subtype3"
[265] "subtype3" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
[271] "subtype4" "subtype4" "subtype3" "subtype3" "subtype2" "subtype3"
[277] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
[283] "subtype4" "subtype4" "subtype3" "subtype4" "subtype1" "subtype3"
[289] "subtype3" "subtype2" "subtype3" "subtype4" "subtype3" "subtype2"
[295] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
[301] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
  [1] "subtype4" "subtype3" "subtype2" "subtype3" "subtype4" "subtype3"
  [7] "subtype3" "subtype3" "subtype3" "subtype3" "subtype4" "subtype3"
 [13] "subtype4" "subtype3" "subtype3" "subtype3" "subtype3" "subtype4"
 [19] "subtype4" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
 [25] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
 [31] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
 [37] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [43] "subtype3" "subtype4" "subtype3" "subtype4" "subtype4" "subtype3"
 [49] "subtype3" "subtype4" "subtype2" "subtype4" "subtype4" "subtype3"
 [55] "subtype4" "subtype2" "subtype4" "subtype3" "subtype4" "subtype4"
 [61] "subtype3" "subtype4" "subtype4" "subtype3" "subtype4" "subtype1"
 [67] "subtype2" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
 [73] "subtype4" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
 [79] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [85] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
 [91] "subtype4" "subtype3" "subtype4" "subtype1" "subtype4" "subtype3"
 [97] "subtype3" "subtype1" "subtype3" "subtype4" "subtype4" "subtype3"
[103] "subtype4" "subtype3" "subtype4" "subtype3" "subtype4" "subtype3"
[109] "subtype4" "subtype4" "subtype4" "subtype3" "subtype3" "subtype3"
[115] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[121] "subtype3" "subtype3" "subtype4" "subtype4" "subtype3" "subtype3"
[127] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
[133] "subtype4" "subtype3" "subtype4" "subtype3" "subtype3" "subtype3"
[139] "subtype3" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
[145] "subtype4" "subtype3" "subtype4" "subtype4" "subtype3" "subtype4"
[151] "subtype3" "subtype3" "subtype1" "subtype4" "subtype4" "subtype4"
[157] "subtype4" "subtype4" "subtype4" "subtype3" "subtype3" "subtype4"
[163] "subtype3" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
[169] "subtype4" "subtype4" "subtype3" "subtype4" "subtype3" "subtype2"
[175] "subtype2" "subtype4" "subtype4" "subtype4" "subtype4" "subtype3"
[181] "subtype4" "subtype4" "subtype3" "subtype4" "subtype4" "subtype3"
[187] "subtype4" "subtype4" "subtype3" "subtype4" "subtype2" "subtype3"
[193] "subtype3" "subtype3" "subtype3" "subtype4" "subtype3" "subtype3"
[199] "subtype4" "subtype1" "subtype3" "subtype4" "subtype4" "subtype4"
[205] "subtype3" "subtype3" "subtype3" "subtype4" "subtype4" "subtype3"
[211] "subtype4" "subtype3" "subtype3" "subtype3" "subtype3" "subtype4"
[217] "subtype4" "subtype3" "subtype3" "subtype3" "subtype4" "subtype4"
[223] "subtype4" "subtype3" "subtype4" "subtype4" "subtype3" "subtype1"
[229] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype4"
[235] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[241] "subtype3" "subtype4" "subtype4" "subtype4" "subtype3" "subtype3"
[247] "subtype3" "subtype1" "subtype4" "subtype3" "subtype3" "subtype3"
[253] "subtype3" "subtype4" "subtype4" "subtype3" "subtype3" "subtype4"
[259] "subtype3" "subtype1" "subtype3" "subtype3" "subtype4" "subtype3"
[265] "subtype3" "subtype3" "subtype4" "subtype3" "subtype3" "subtype4"
[271] "subtype4" "subtype4" "subtype3" "subtype3" "subtype2" "subtype3"
[277] "subtype3" "subtype4" "subtype3" "subtype4" "subtype3" "subtype3"
[283] "subtype4" "subtype4" "subtype3" "subtype4" "subtype1" "subtype3"
[289] "subtype3" "subtype2" "subtype3" "subtype4" "subtype3" "subtype2"
[295] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
[301] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
D8V2, continuous
D8V3, binary
          cls
clus         0   1
  subtype1   4   9
  subtype2   4   8
  subtype3  42 125
  subtype4  36  80
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1    4    9
  subtype2    4    8
  subtype3   42  125
  subtype4   36   80
        clus
vv       subtype1 subtype2 subtype3 subtype4
  FEMALE        4        4       42       36
  MALE          9        8      125       80
D8V4, multiclass
D8V5, multiclass
D8V6, multiclass
D8V7, binary
          cls
clus         0   1
  subtype1   3  10
  subtype2   4   8
  subtype3  37 130
  subtype4  33  83
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1    3   10
  subtype2    4    8
  subtype3   37  130
  subtype4   33   83
     clus
vv    subtype1 subtype2 subtype3 subtype4
  NO         3        4       37       33
  YES       10        8      130       83
D8V8, continuous
D8V9, continuous
D8V10, multiclass
D8V11, continuous
                                    V1.D 
                         "Time to Death" 
                                      V2 
                                   "AGE" 
                                      V3 
                                "GENDER" 
                                      V4 
                           "PATHOLOGY.T" 
                                      V5 
                           "PATHOLOGY.N" 
                                      V6 
                           "TUMOR.STAGE" 
                                      V7 
"RADIATIONS.RADIATION.REGIMENINDICATION" 
                                      V8 
                 "NUMBERPACKYEARSSMOKED" 
                                      V9 
                    "STOPPEDSMOKINGYEAR" 
                                     V10 
        "TOBACCOSMOKINGHISTORYINDICATOR" 
                                     V11 
             "YEAROFTOBACCOSMOKINGONSET" 
> q(save="no")
