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

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> source("/xchip/tcga/gdac_prod/applications/process_mgmt/firehose_task_registry/tcga-gdac/GDAC_Correlate_Genomic_Events/broadinstitute.org/cancer.genome.analysis/10441/13/Correlate_Genomic_Events.R")
> result <- main("/xchip/tcga/gdac_prod/applications/process_mgmt/firehose_task_registry/tcga-gdac/GDAC_Correlate_Genomic_Events/broadinstitute.org/cancer.genome.analysis/10441/13/", "-nF=/xchip/tcga/Tools/Nozzle/v1.current", "-tTRUE", "-iD=/xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_mergedClustering/KIRC-TP/6159921/KIRC-TP.mergedcluster.txt", "-iC=/xchip/cga/gdac-prod/tcga-gdac/jobResults/Append_Data/KIRC-TP/6154602/KIRC-TP.merged_data.txt", "-fF=", "-fC=3", "-fH=5", "-fW=9", "-fP=OUT", "-cP=.05", "-cQ=0.25", "-MF=ALL", "-oT=KIRC-TP", "-nV=Nozzle.R1", "-OP=AGGREGRATED_CLUSTER", "-iT=", "-iX=")
[1] "terrence_modification_tag"
[1] TRUE
[1] "nver"          "-nV=Nozzle.R1"
[1] "nfn"                                 "/xchip/tcga/Tools/Nozzle/v1.current"
[1] "Nozzle.R1"
[1] "successfully load Nozzle.R1"
[1] "ofn"         "-oT=KIRC-TP"
[1] "opt"                     "-OP=AGGREGRATED_CLUSTER"
[1] "tl"   "-iT="
[1] "dx"   "-iX="
[1] "opt"                 "AGGREGRATED_CLUSTER"
[1] "dx" ""  
[1] "cfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/Append_Data/KIRC-TP/6154602/KIRC-TP.merged_data.txt"
[1] "dfn:"
[1] "/xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_mergedClustering/KIRC-TP/6159921/KIRC-TP.mergedcluster.txt"

nPatients in clinical file=505, in cluster file=513, common to both=503
[1]  12 503
[1] "MRNA_CNMF"
[1] 3
 1  2  3 
34 24 14 
 1  2  3 
34 24 14 
[1] "MRNA_CHIERARCHICAL"
[1] 3
 1  2  3 
15 33 24 
 1  2  3 
15 33 24 
[1] "CN_CNMF"
[1] 3
  1   2   3 
167 208 119 
  1   2   3 
167 208 119 
[1] "METHLYATION_CNMF"
[1] 3
  1   2   3 
 97 114  74 
  1   2   3 
 97 114  74 
[1] "RPPA_CNMF"
[1] 3
  1   2   3   4   5   6 
101  90  86  76  44  57 
  1   2   3   4   5   6 
101  90  86  76  44  57 
[1] "RPPA_CHIERARCHICAL"
[1] 3
  1   2   3 
189 153 112 
  1   2   3 
189 153 112 
[1] "MRNASEQ_CNMF"
[1] 3
  1   2   3 
205 186 106 
  1   2   3 
205 186 106 
[1] "MRNASEQ_CHIERARCHICAL"
[1] 3
  1   2   3 
215 202  80 
  1   2   3 
215 202  80 
[1] "MIRSEQ_CNMF"
[1] 3
  1   2   3 
118 203 161 
  1   2   3 
118 203 161 
[1] "MIRSEQ_CHIERARCHICAL"
[1] 3
  1   2   3 
261  42 179 
  1   2   3 
261  42 179 
[1] "MIRSEQ_MATURE_CNMF"
[1] 3
 1  2  3 
51 94 75 
 1  2  3 
51 94 75 
[1] "MIRSEQ_MATURE_CHIERARCHICAL"
[1] 3
 1  2  3 
86 67 67 
 1  2  3 
86 67 67 
[1] "terrence_modification_tag"
[1] TRUE
[1] "data2feature, selection="
 [1] "YEARSTOBIRTH"                          
 [2] "VITALSTATUS"                           
 [3] "DAYSTODEATH"                           
 [4] "DAYSTOLASTFOLLOWUP"                    
 [5] "PRIMARYSITEOFDESEASE"                  
 [6] "NEOPLASM.DISEASESTAGE"                 
 [7] "PATHOLOGY.T.STAGE"                     
 [8] "PATHOLOGY.N.STAGE"                     
 [9] "PATHOLOGY.M.STAGE"                     
[10] "DCCUPLOADDATE"                         
[11] "GENDER"                                
[12] "DATEOFINITIALPATHOLOGICDIAGNOSIS"      
[13] "DAYSTOLASTKNOWNALIVE"                  
[14] "RADIATIONTHERAPY"                      
[15] "KARNOFSKYPERFORMANCESCORE"             
[16] "HISTOLOGICALTYPE"                      
[17] "RADIATIONS.RADIATION.REGIMENINDICATION"
[18] "NUMBERPACKYEARSSMOKED"                 
[19] "YEAROFTOBACCOSMOKINGONSET"             
[20] "GLEASON_SCORE"                         
[21] "PSA_VALUE"                             
[22] "DAYS_TO_PSA"                           
[23] "BATCHNUMBER"                           

Input Data has 23 rows and 503 columns.

[1] "Batch" "23"   
[1] "Last Follow UP"
TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3313 TCGA-A3-3316 
        1120         1436           16         1190          735         1493 
TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
        1491         1130         1508         1477         1105         1186 
TCGA-A3-3325 TCGA-A3-3326 TCGA-A3-3328 TCGA-A3-3329 TCGA-A3-3331 TCGA-A3-3335 
         751         1137          785          706         1485          664 
TCGA-A3-3336 TCGA-A3-3343 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3351 
        1043          944          137         1610         1385          910 
TCGA-A3-3352 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3363 
         561         1425         1307         1286         1559          319 
TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3374 
         872         1054          776          735          334         1313 
TCGA-A3-3376 TCGA-A3-3378 TCGA-A3-3380 TCGA-A3-3382 TCGA-A3-3383 TCGA-A3-3385 
        1070          630          567          574          861          726 
TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3429 
         616         3343          884         2566         2223         2017 
TCGA-AK-3430 TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3440 
         480         1853         2192         2086         2043         1744 
TCGA-AK-3443 TCGA-AK-3444 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3450 TCGA-AK-3451 
        1423         1471         1279         1217         1779         1481 
TCGA-AK-3453 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 TCGA-AK-3458 TCGA-AK-3460 
        1396          873          683         1142         1168          951 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-AS-3778 TCGA-B0-4688 TCGA-B0-4690 
         853          369           40           NA           NA           NA 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 
          NA           NA           NA           NA           NA           NA 
TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4707 
         109           NA           NA           NA           26           NA 
TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 
          95           NA           NA           NA          616           NA 
TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
          NA           18           NA           NA           NA           NA 
TCGA-B0-4818 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4824 
          NA          183           NA           NA           NA           NA 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 
          NA           NA           NA           NA           NA           NA 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 
          NA           NA           NA           NA           NA           NA 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4848 TCGA-B0-4849 TCGA-B0-4852 
          NA           NA           NA           NA           NA           NA 
TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5083 
          NA           NA           NA           NA           NA           NA 
TCGA-B0-5084 TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
          NA           NA           NA           NA           NA           NA 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5102 
          NA          665           NA           NA           NA           NA 
TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 
          NA           NA           NA          911           NA         1092 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5120 
         359          797          657          535           59          493 
TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5691 
         554          652         1132          449         2407         3431 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
        1487         3075           NA         1420         1727         1835 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5700 TCGA-B0-5701 TCGA-B0-5702 TCGA-B0-5703 
        2583         2740         1082         1732         1604         1202 
TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5707 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5711 
        3668         2414         2828         3116         1461         2931 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 
        2722         1864         2963          362          371           50 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5636 
         373          188          202          358          315          265 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5378 TCGA-B4-5832 
         417          324          343          291          175            7 
TCGA-B4-5834 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5843 TCGA-B4-5844 
          38           16          141          166           11            7 
TCGA-B8-4143 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
          NA          511          826          837          761          749 
TCGA-B8-4619 TCGA-B8-4620 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5158 TCGA-B8-5159 
          19          226          788          181          636          722 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 
          31          822           30          737          522          505 
TCGA-B8-5549 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-B8-5553 TCGA-BP-4158 
         194          434           15          392          435         3377 
TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4163 TCGA-BP-4164 
        2600         2881         2746         3074         2839          992 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4173 
        3037           13         2718          701         2343         1893 
TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4325 TCGA-BP-4326 TCGA-BP-4327 
        1879         1955         1670         2964         1624          108 
TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4335 
         845         1888         2453         1133           NA          460 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4343 
           2         2859          562         1589         2256           NA 
TCGA-BP-4344 TCGA-BP-4345 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 
        1666         1516         1493         1367          372          969 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4756 TCGA-BP-4758 
         344          375         1034          953          374         2208 
TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4761 TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 
        2372         2361          182         1343         1270         2184 
TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4774 
        1462          400         1876          329          161         1884 
TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4784 
        1842          410         1731         2080          354         1854 
TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 
          NA         1489           NA          620         1107           NA 
TCGA-BP-4799 TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 
          NA         1124          203         1459          211         2660 
TCGA-BP-4960 TCGA-BP-4961 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
        2172         1935         1785         1834         1862         1871 
TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
         204         1745         1794          432         1487         1501 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 
        1384           NA         1433         1632          454         1097 
TCGA-BP-4982 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4988 
        1013         1412          951          785         1124          827 
TCGA-BP-4989 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-4995 
         117         1413          500          176         1307         1371 
TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5000 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 
         931         1266          563         1177         1126          840 
TCGA-BP-5007 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5169 
        1140         1071         1102          877         1463          192 
TCGA-BP-5170 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 TCGA-BP-5176 TCGA-BP-5177 
        2411           NA         2257          932         1590          293 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 
        1912         2263         1495         1165         1291         1133 
TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
        1132          693          406          822         1010          966 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 
         714          408          748         1018          603         1354 
TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
        1063          951           29         1820         1416         1924 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4639 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 
        2227          431         2308         1998         1661         1627 
TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4870 TCGA-CJ-4871 
        1792          336          645         2554         1497         2422 
TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 
        1435         2258         2283         2353         1955         2186 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
        2013         1883         1759         2125         1951          931 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4893 
        1566         1945         2085           NA         1520          749 
TCGA-CJ-4894 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4901 
         841         1200         1808         1527         1274         1450 
TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
        1519         1559         1792         1495         1498         1530 
TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 
        1656         1173         1372           92          139          572 
TCGA-CJ-5671 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 
        1942         2190         2429         2575          782          573 
TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 
         678          768          551         1883         1889         2230 
TCGA-CJ-5686 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 
        2038         1620         1855         1625         2298         1905 
TCGA-CJ-6032 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5584 
        2548          224         1964         2799         2489          164 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5588 TCGA-CW-5589 TCGA-CW-5590 TCGA-CW-5591 
        2609         2226         2016         2377           NA         2270 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CW-6096 TCGA-CW-6097 
          41         2311         2552         2430         2127          570 
TCGA-CZ-4853 TCGA-CZ-4854 TCGA-CZ-4856 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4859 
         774         1404           18           NA           NA         1787 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4865 
          NA           NA         1843         1927         2830          165 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5452 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 
        1867         1929         1789           25          722          561 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 
        1712         1682         1731         1682         1430          330 
TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5464 TCGA-CZ-5465 TCGA-CZ-5466 TCGA-CZ-5467 
         311          662         1740         1446          685           73 
TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 TCGA-CZ-5985 
          59          945          386         2439         2066         1997 
TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 
         373          435          693         1905         1329         1398 
TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 
         909          370          355         1130          723         1005 
TCGA-DV-5576 TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5906 TCGA-EU-5907 
         727          550          118          206          126 
Variable 1:'AGE':	nDistinctValues=59,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 2:'VITALSTATUS':	nDistinctValues=2,	numeric=TRUE,	binary=TRUE,	exclude=FALSE.
Variable 3:'DAYSTODEATH':	nDistinctValues=157,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 4:'DAYSTOLASTFOLLOWUP':	nDistinctValues=390,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 5:'PRIMARY.SITE.OF.DISEASE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 6:'NEOPLASM.DISEASESTAGE':	nDistinctValues=4,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 7:'PATHOLOGY.T.STAGE':	nDistinctValues=11,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 8:'PATHOLOGY.N.STAGE':	nDistinctValues=3,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 9:'PATHOLOGY.M.STAGE':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 10:'DCCUPLOADDAY':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 11:'GENDER':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=FALSE.
Variable 12:'DAYOFINITIALPATHOLOGICDIAGNOSIS':	nDistinctValues=14,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 13:'DAYSTOLASTKNOWNALIVE':	nDistinctValues=331,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 14:'RADIATION.THERAPY':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 15:'KARNOFSKY.PERFORMANCE.SCORE':	nDistinctValues=5,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 16:'HISTOLOGICAL.TYPE':	nDistinctValues=1,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 17:'RADIATIONS.RADIATION.REGIMENINDICATION':	nDistinctValues=2,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 18:'NUMBERPACKYEARSSMOKED':	nDistinctValues=3,	numeric=TRUE,	binary=FALSE,	exclude=FALSE.
Variable 19:'YEAROFTOBACCOSMOKINGONSET':	nDistinctValues=2,	numeric=TRUE,	binary=FALSE,	exclude=TRUE.
Variable 20:'GLEASON_SCORE':	nDistinctValues=0,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 21:'PSA_VALUE':	nDistinctValues=0,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 22:'DAYS_TO_PSA':	nDistinctValues=0,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
Variable 23:'BATCH.NUMBER':	nDistinctValues=38,	numeric=FALSE,	binary=FALSE,	exclude=TRUE.
[1] "rownames(nsurv.mat)"
[1] "AGE"                         "NEOPLASM.DISEASESTAGE"      
[3] "PATHOLOGY.T.STAGE"           "PATHOLOGY.N.STAGE"          
[5] "PATHOLOGY.M.STAGE"           "GENDER"                     
[7] "KARNOFSKY.PERFORMANCE.SCORE" "NUMBERPACKYEARSSMOKED"      
[1] "TUMOR.?STAGE"
[1] "TUMOR.?GRADE"
[1] "PATHOLOGY.T" "3"          
[1] "PATHOLOGY.N" "4"          
Output Data has 503 columns, 1 survival variables, and 8 non-survival variables.
AGE, nv=59, binary=FALSE, numeric=TRUE
NEOPLASM.DISEASESTAGE, nv=4, binary=FALSE, numeric=FALSE
PATHOLOGY.T.STAGE, nv=4, binary=FALSE, numeric=TRUE
[1] "grepl('PATHOLOGY.T',vnm)"
vv
 T1  T2  T3  T4 
249  65 178  11 
[1] "table(vv)"
vv
 T1  T2  T3  T4 
249  65 178  11 
$ClinVariableName
[1] "PATHOLOGY.T.STAGE"

$Table
vv
 T1  T2  T3  T4 
249  65 178  11 

$nClasses
[1] 4

$ClinVariableType
[1] "multiclass(4)"


 T1  T2  T3  T4 
249  65 178  11 
PATHOLOGY.N.STAGE, nv=2, binary=FALSE, numeric=TRUE
PATHOLOGY.M.STAGE, nv=2, binary=FALSE, numeric=FALSE
GENDER, nv=2, binary=FALSE, numeric=FALSE
KARNOFSKY.PERFORMANCE.SCORE, nv=5, binary=FALSE, numeric=TRUE
NUMBERPACKYEARSSMOKED, nv=3, binary=FALSE, numeric=TRUE

Clustering(1) Variable = MRNA_CNMF
D1V1, survival
          sevent
clus2       0  1
  subtype1 29  4
  subtype2 15  9
  subtype3 13  1
subtype1 subtype2 subtype3 
      33       24       14 
subtype1 subtype2 subtype3 
       4        9        1 
$subtype1
TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 
       36.82        47.21        49.58        48.56        38.99        24.69 
TCGA-A3-3326 TCGA-A3-3329 TCGA-A3-3331 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 
       37.38        23.21        48.82        31.04        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3372 TCGA-A3-3380 
       18.44        42.28        51.25        28.67        24.16        18.64 
TCGA-A3-3383 TCGA-AK-3444 TCGA-AK-3455 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4102 
       28.31        48.36        22.45        12.20        12.26         6.64 
TCGA-B8-4151 TCGA-B8-4154 TCGA-B8-4619 TCGA-BP-4162 TCGA-BP-4164 TCGA-CJ-4634 
       27.52        24.62         0.62       101.06        32.61        59.84 
TCGA-CJ-4639 TCGA-CJ-4643 TCGA-CJ-4644 
       75.88        58.92        11.05 

$subtype2
TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3323 
        0.53        39.12        49.08        49.02        37.15        36.33 
TCGA-A3-3335 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3374 TCGA-A3-3378 TCGA-A3-3382 
       21.83         4.50        52.93        43.17        20.71        18.87 
TCGA-AK-3426 TCGA-B2-4098 TCGA-B8-4143 TCGA-B8-4620 TCGA-BP-4161 TCGA-BP-4163 
       29.06         1.64        23.31         7.43        90.28        93.34 
TCGA-BP-4167 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 
       89.36        63.25        73.22        14.17        65.69        54.61 

$subtype3
TCGA-A3-3313 TCGA-A3-3328 TCGA-A3-3336 TCGA-A3-3363 TCGA-AK-3427 TCGA-AK-3440 
       24.16        25.81        34.29        10.49        84.36        57.34 
TCGA-AK-3443 TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 TCGA-AK-3465 TCGA-AS-3777 
       46.78        40.01        45.90        37.55        12.13         1.32 
TCGA-B2-3923 TCGA-B8-4148 
       11.90        27.16 

subtype1 subtype2 subtype3 
    0.62     0.53     1.32 
subtype1 subtype2 subtype3 
  101.06    93.34    84.36 
subtype1 subtype2 subtype3 
  31.040   38.135   30.725 
[1] "0.6 - 101.1 (31.0)" "0.5 - 93.3 (38.1)"  "1.3 - 84.4 (30.7)" 
 [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
 [7] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[19] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[25] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[31] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[37] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
[43] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[49] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype1"
[55] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[61] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[67] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
 [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
 [7] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[19] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[25] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[31] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[37] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
[43] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[49] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype1"
[55] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[61] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[67] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
 [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
 [7] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[19] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[25] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[31] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[37] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
[43] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[49] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype1"
[55] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[61] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[67] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
D1V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      23        4         6        1
  subtype2       9        3         8        4
  subtype3       8        6         0        0
D1V3, multiclass
          vv
clus       T1 T2 T3
  subtype1 23  4  7
  subtype2 10  4 10
  subtype3  8  6  0
D1V4, multiclass
D1V5, binary
          cls
clus        0  1
  subtype1 18  0
  subtype2 10  3
  subtype3  7  0
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   18    0
  subtype2   10    3
  subtype3    7    0
   clus
vv  subtype1 subtype2 subtype3
  0       18       10        7
  1        0        3        0
D1V6, binary
          cls
clus        0  1
  subtype1 33  1
  subtype2 20  4
  subtype3 14  0
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   33    1
  subtype2   20    4
  subtype3   14    0
    clus
vv   subtype1 subtype2 subtype3
  M0       33       20       14
  M1        1        4        0
D1V7, binary
          cls
clus        0  1
  subtype1 15 19
  subtype2 10 14
  subtype3  4 10
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   15   19
  subtype2   10   14
  subtype3    4   10
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       15       10        4
  MALE         19       14       10
D1V8, continuous
[1] "Remove cluster labels:" "subtype2"              
clus
subtype2 
       1 
character(0)
D1V9, continuous

Clustering(2) Variable = MRNA_CHIERARCHICAL
D2V1, survival
          sevent
clus2       0  1
  subtype1 13  2
  subtype2 28  4
  subtype3 16  8
subtype1 subtype2 subtype3 
      15       32       24 
subtype1 subtype2 subtype3 
       2        4        8 
$subtype1
TCGA-A3-3313 TCGA-A3-3328 TCGA-A3-3336 TCGA-A3-3363 TCGA-AK-3427 TCGA-AK-3440 
       24.16        25.81        34.29        10.49        84.36        57.34 
TCGA-AK-3443 TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 TCGA-AK-3465 TCGA-AS-3777 
       46.78        40.01        45.90        37.55        12.13         1.32 
TCGA-B2-3923 TCGA-B2-4098 TCGA-B8-4148 
       11.90         1.64        27.16 

$subtype2
TCGA-A3-3307 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 TCGA-A3-3326 
       47.21        49.58        48.56        38.99        24.69        37.38 
TCGA-A3-3329 TCGA-A3-3331 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 TCGA-A3-3352 
       23.21        48.82        31.04        45.53        29.92        18.44 
TCGA-A3-3359 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3372 TCGA-A3-3380 TCGA-A3-3383 
       42.28        51.25        28.67        24.16        18.64        28.31 
TCGA-AK-3444 TCGA-AK-3455 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4102 TCGA-B8-4151 
       48.36        22.45        12.20        12.26         6.64        27.52 
TCGA-B8-4154 TCGA-B8-4619 TCGA-BP-4162 TCGA-BP-4164 TCGA-CJ-4634 TCGA-CJ-4639 
       24.62         0.62       101.06        32.61        59.84        75.88 
TCGA-CJ-4643 TCGA-CJ-4644 
       58.92        11.05 

$subtype3
TCGA-A3-3306 TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 
       36.82         0.53        39.12        49.08        49.02        37.15 
TCGA-A3-3323 TCGA-A3-3335 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3374 TCGA-A3-3378 
       36.33        21.83         4.50        52.93        43.17        20.71 
TCGA-A3-3382 TCGA-AK-3426 TCGA-B8-4143 TCGA-B8-4620 TCGA-BP-4161 TCGA-BP-4163 
       18.87        29.06        23.31         7.43        90.28        93.34 
TCGA-BP-4167 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 
       89.36        63.25        73.22        14.17        65.69        54.61 

subtype1 subtype2 subtype3 
    1.32     0.62     0.53 
subtype1 subtype2 subtype3 
   84.36   101.06    93.34 
subtype1 subtype2 subtype3 
  27.160   30.480   38.135 
[1] "1.3 - 84.4 (27.2)"  "0.6 - 101.1 (30.5)" "0.5 - 93.3 (38.1)" 
 [1] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [7] "subtype3" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
[13] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[19] "subtype1" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[25] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[31] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[37] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[43] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[49] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
[55] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype3"
[61] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[67] "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
 [1] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [7] "subtype3" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
[13] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[19] "subtype1" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[25] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[31] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[37] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[43] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[49] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
[55] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype3"
[61] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[67] "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
 [1] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [7] "subtype3" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
[13] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[19] "subtype1" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[25] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[31] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[37] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[43] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[49] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
[55] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype3"
[61] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[67] "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
D2V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1       9        6         0        0
  subtype2      22        4         6        1
  subtype3       9        3         8        4
D2V3, multiclass
          vv
clus       T1 T2 T3
  subtype1  9  6  0
  subtype2 22  4  7
  subtype3 10  4 10
D2V4, multiclass
D2V5, binary
          cls
clus        0  1
  subtype1  7  0
  subtype2 17  0
  subtype3 11  3
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1    7    0
  subtype2   17    0
  subtype3   11    3
   clus
vv  subtype1 subtype2 subtype3
  0        7       17       11
  1        0        0        3
D2V6, binary
          cls
clus        0  1
  subtype1 15  0
  subtype2 32  1
  subtype3 20  4
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   15    0
  subtype2   32    1
  subtype3   20    4
    clus
vv   subtype1 subtype2 subtype3
  M0       15       32       20
  M1        0        1        4
D2V7, binary
          cls
clus        0  1
  subtype1  5 10
  subtype2 15 18
  subtype3  9 15
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1    5   10
  subtype2   15   18
  subtype3    9   15
        clus
vv       subtype1 subtype2 subtype3
  FEMALE        5       15        9
  MALE         10       18       15
D2V8, continuous
[1] "Remove cluster labels:" "subtype3"              
clus
subtype3 
       1 
character(0)
D2V9, continuous

Clustering(3) Variable = CN_CNMF
D3V1, survival
          sevent
clus2        0   1
  subtype1  94  73
  subtype2 159  48
  subtype3  77  42
subtype1 subtype2 subtype3 
     167      207      119 
subtype1 subtype2 subtype3 
      73       48       42 
$subtype1
TCGA-A3-3306 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3320 
       36.82        39.12        49.08        49.02        37.15        49.58 
TCGA-A3-3336 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3352 TCGA-A3-3372 TCGA-A3-3382 
       34.29         4.50        52.93        18.44        24.16        18.87 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3430 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3445 
      109.91        29.06        15.78        68.58        67.17        42.05 
TCGA-AK-3450 TCGA-AK-3454 TCGA-AK-3458 TCGA-AK-3461 TCGA-B0-4690 TCGA-B0-4691 
       58.49        28.70        38.40        28.04         1.41         4.57 
TCGA-B0-4694 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4813 TCGA-B0-4815 
        3.48        19.69        43.96         6.61         0.59        52.18 
TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4828 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4838 
       40.41        36.53        10.09        40.70        45.30        27.42 
TCGA-B0-4842 TCGA-B0-4845 TCGA-B0-4848 TCGA-B0-5084 TCGA-B0-5092 TCGA-B0-5094 
       56.65        65.26        29.00         7.27        15.09        10.95 
TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5098 TCGA-B0-5102 TCGA-B0-5109 TCGA-B0-5113 
        8.05         2.20        52.08        90.84        19.27        11.80 
TCGA-B0-5116 TCGA-B0-5402 TCGA-B0-5694 TCGA-B0-5701 TCGA-B0-5703 TCGA-B2-5633 
       21.60        14.76        15.75        56.94        39.52        11.77 
TCGA-B2-5641 TCGA-B4-5377 TCGA-B4-5832 TCGA-B4-5835 TCGA-B4-5843 TCGA-B8-4143 
       10.65         9.57         0.23         0.53         0.36        23.31 
TCGA-B8-4620 TCGA-B8-5158 TCGA-B8-5163 TCGA-B8-5549 TCGA-B8-5551 TCGA-BP-4161 
        7.43        20.91        27.02         6.38         0.49        90.28 
TCGA-BP-4164 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4325 TCGA-BP-4331 TCGA-BP-4338 
       32.61        61.78        64.27        97.45        80.65        93.99 
TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4756 
       74.17        62.86        31.86        11.31        12.33        12.30 
TCGA-BP-4761 TCGA-BP-4763 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4771 TCGA-BP-4777 
        5.98        41.75        48.07        13.15         5.29        56.91 
TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4803 TCGA-BP-4959 
       68.38        15.75        36.39        10.98         6.67        87.45 
TCGA-BP-4960 TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4989 
       71.41        58.68        60.30        31.27        25.81         3.85 
TCGA-BP-4992 TCGA-BP-5000 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5173 TCGA-BP-5175 
       16.44        18.51        28.83         6.31         1.78        30.64 
TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5183 TCGA-BP-5185 TCGA-BP-5189 TCGA-BP-5191 
       62.86        74.40        42.44        37.22        27.02        31.76 
TCGA-BP-5198 TCGA-BP-5200 TCGA-BP-5201 TCGA-CJ-4635 TCGA-CJ-4638 TCGA-CJ-4640 
       19.82        34.95        31.27        46.55        14.17        65.69 
TCGA-CJ-4644 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4876 TCGA-CJ-4881 TCGA-CJ-4893 
       11.05        79.63        74.24        64.27        66.18        24.62 
TCGA-CJ-4895 TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4903 TCGA-CJ-4912 TCGA-CJ-4923 
       39.45        41.88        47.67        51.25        54.44        18.81 
TCGA-CJ-5671 TCGA-CJ-5675 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       63.85        79.86        25.71        18.84        22.29        25.25 
TCGA-CJ-5682 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6032 
       61.91        53.26        60.99        53.42        75.55        83.77 
TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5584 TCGA-CW-5591 TCGA-CW-6090 TCGA-CZ-4854 
        7.36        64.57         5.39        74.63        83.90        46.16 
TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4864 TCGA-CZ-4866 TCGA-CZ-5452 
       47.08        69.21         6.74        93.04        61.38        58.82 
TCGA-CZ-5456 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5464 TCGA-CZ-5465 
       56.28        47.01        10.85        10.22        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 
       22.52         1.94        31.07        67.92        65.65        14.30 
TCGA-DV-5565 TCGA-DV-5573 TCGA-DV-5575 TCGA-EU-5905 TCGA-EU-5907 
       43.69        37.15        33.04         3.88         4.14 

$subtype2
TCGA-A3-3307 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 
       47.21        48.56        36.33        38.99        37.38        48.82 
TCGA-A3-3335 TCGA-A3-3343 TCGA-A3-3351 TCGA-A3-3357 TCGA-A3-3358 TCGA-A3-3359 
       21.83        31.04        29.92        46.85        42.97        42.28 
TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3378 
       51.25        28.67        34.65        25.51        10.98        20.71 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3387 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3431 
       18.64        28.31        20.25        73.08        66.31        60.92 
TCGA-AK-3444 TCGA-AK-3451 TCGA-AK-3455 TCGA-AK-3460 TCGA-B0-4693 TCGA-B0-4703 
       48.36        48.69        22.45        31.27         2.53         5.98 
TCGA-B0-4706 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4814 TCGA-B0-4818 
        0.85         3.22        20.25        15.68         5.49        16.77 
TCGA-B0-4823 TCGA-B0-4824 TCGA-B0-4827 TCGA-B0-4833 TCGA-B0-4841 TCGA-B0-4843 
       14.93        54.48        29.06        78.41         6.67        11.64 
TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5077 
       39.42        26.04         2.27        70.52        20.94        43.27 
TCGA-B0-5085 TCGA-B0-5088 TCGA-B0-5099 TCGA-B0-5104 TCGA-B0-5110 TCGA-B0-5115 
       25.28        18.51        15.95        90.44        35.90        26.20 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5690 TCGA-B0-5691 
        1.94        16.21        18.21        21.44        79.13       112.80 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
       48.89       101.10        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5705 TCGA-B0-5706 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5713 
       90.08       120.59        79.36        48.03        96.36        61.28 
TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5639 
       97.41        12.20        12.26         6.18         6.64        13.71 
TCGA-B2-A4SR TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 
       11.28         1.25         4.64         0.23        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-5159 TCGA-B8-5162 TCGA-B8-5164 
       27.52        25.02        24.62        23.74         1.02         0.99 
TCGA-B8-5552 TCGA-B8-5553 TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4162 
       12.89        14.30       111.02        85.48        94.72       101.06 
TCGA-BP-4163 TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4326 
       93.34        99.85         0.43        23.05        77.03        53.39 
TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4340 
        3.55        27.78        62.07        37.25        15.12        18.48 
TCGA-BP-4341 TCGA-BP-4344 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4355 
       52.24        54.77        49.08        44.94        12.23        31.33 
TCGA-BP-4758 TCGA-BP-4765 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4789 TCGA-BP-4801 
       72.59        71.80        61.94        13.48        48.95        36.95 
TCGA-BP-4807 TCGA-BP-4965 TCGA-BP-4969 TCGA-BP-4972 TCGA-BP-4975 TCGA-BP-4977 
        6.94        61.51        58.98        49.35        47.11        14.93 
TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4987 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4995 
       36.07        33.30        36.95        46.45         5.79        45.07 
TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5008 
       41.62        38.70        37.02        27.62        37.48        35.21 
TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5181 
       48.10        79.27        74.20        52.27         9.63        49.15 
TCGA-BP-5182 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5190 TCGA-BP-5192 
       38.30        37.25        22.78        13.35        33.21        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5199 TCGA-BP-5202 TCGA-CJ-4634 TCGA-CJ-4636 
       13.41        24.59        44.52         0.95        59.84        63.25 
TCGA-CJ-4639 TCGA-CJ-4642 TCGA-CJ-4643 TCGA-CJ-4868 TCGA-CJ-4870 TCGA-CJ-4874 
       75.88        53.49        58.92        21.21        49.22        75.06 
TCGA-CJ-4878 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4892 
       71.87        57.83        69.86        64.14        30.61        49.97 
TCGA-CJ-4894 TCGA-CJ-4899 TCGA-CJ-4902 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 
       27.65        50.20        49.94        58.92        49.15        50.30 
TCGA-CJ-4913 TCGA-CJ-4916 TCGA-CJ-5672 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CW-5581 
       38.56        45.11        72.00        62.10        73.32        92.02 
TCGA-CW-5583 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6088 TCGA-CZ-4853 
       81.83        85.78        73.18        78.15        75.98        25.45 
TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4865 TCGA-CZ-5451 TCGA-CZ-5453 
        0.59        58.75        14.63         5.42        63.42         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5463 TCGA-CZ-5467 
       23.74        18.44        56.91        55.30        21.76         2.40 
TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5566 TCGA-DV-5568 
       80.19        12.26        22.78        62.63        45.96        12.16 
TCGA-DV-5569 TCGA-EU-5904 TCGA-EU-5906 
       11.67        18.08         6.77 

$subtype3
TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3325 TCGA-A3-3349 TCGA-A3-3363 TCGA-A3-3374 
        0.53        24.16        24.69        45.53        10.49        43.17 
TCGA-A3-3376 TCGA-A3-3385 TCGA-AK-3427 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3443 
       35.18        23.87        84.36        72.07        57.34        46.78 
TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4688 
       40.01        45.90        37.55        12.13         1.32         3.32 
TCGA-B0-4696 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4701 
       28.47        18.97         1.38         3.58        65.06         7.79 
TCGA-B0-4710 TCGA-B0-4811 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4819 TCGA-B0-4834 
        3.12        46.59        45.04        33.50         6.02        68.71 
TCGA-B0-4839 TCGA-B0-4844 TCGA-B0-4852 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5097 
       53.85        10.29        36.85        11.24        11.90        21.86 
TCGA-B0-5100 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5117 TCGA-B0-5400 
       62.89        52.50        30.48        29.95        17.59        37.22 
TCGA-B0-5702 TCGA-B0-5709 TCGA-B0-5712 TCGA-B2-3923 TCGA-B2-4098 TCGA-B2-5635 
       52.73       102.44        89.49        11.90         1.64        10.36 
TCGA-B4-5378 TCGA-B4-5838 TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-4622 TCGA-B8-5165 
        5.75         5.46         0.62        25.91         5.95        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5550 TCGA-BP-4167 TCGA-BP-4173 TCGA-BP-4177 
       17.16        16.60        14.27        89.36        62.24        54.90 
TCGA-BP-4334 TCGA-BP-4337 TCGA-BP-4354 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       21.21         0.07        33.99        77.98        77.62        44.15 
TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4775 TCGA-BP-4782 TCGA-BP-4784 TCGA-BP-4790 
       61.68        10.82        60.56        11.64        60.95        36.53 
TCGA-BP-4795 TCGA-BP-4799 TCGA-BP-4804 TCGA-BP-4961 TCGA-BP-4964 TCGA-BP-4967 
       20.38        37.25        47.97        63.62        61.22         6.71 
TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4976 
       57.37        14.20        48.89        45.50         7.23        53.65 
TCGA-BP-4983 TCGA-BP-4988 TCGA-BP-4994 TCGA-BP-4998 TCGA-BP-5009 TCGA-BP-5196 
       46.42        27.19        42.97        30.61        36.23        33.47 
TCGA-CJ-4637 TCGA-CJ-4641 TCGA-CJ-4869 TCGA-CJ-4872 TCGA-CJ-4875 TCGA-CJ-4882 
       73.22        54.61        83.97        47.18        77.36        61.91 
TCGA-CJ-4888 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4897 TCGA-CJ-4907 
       51.48        63.95        68.55        26.89        59.44        49.25 
TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-5676 TCGA-CJ-5681 TCGA-CJ-5686 TCGA-CJ-6031 
        3.02         4.57        84.66        18.12        67.00        62.63 
TCGA-CW-5588 TCGA-CW-6087 TCGA-CW-6093 TCGA-CW-6097 TCGA-CZ-4862 TCGA-CZ-4863 
       66.28         1.35        79.89        18.74        60.59        63.35 
TCGA-CZ-5457 TCGA-CZ-5470 TCGA-DV-5567 TCGA-DV-5574 TCGA-DV-5576 
       55.30        12.69        29.88        23.77        23.90 

subtype1 subtype2 subtype3 
    0.23     0.23     0.07 
subtype1 subtype2 subtype3 
  109.91   120.59   102.44 
subtype1 subtype2 subtype3 
   34.29    37.25    36.53 
[1] "0.2 - 109.9 (34.3)" "0.2 - 120.6 (37.2)" "0.1 - 102.4 (36.5)"
  [1] "subtype1" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
  [7] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
 [13] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [19] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
 [25] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
 [31] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
 [37] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
 [43] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
 [55] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype3"
 [67] "subtype3" "subtype3" "subtype1" "subtype1" "subtype2" "subtype1"
 [73] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
 [79] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
 [85] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
 [91] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [97] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[103] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[109] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype2"
[115] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[121] "subtype3" "subtype3" "subtype1" "subtype2" "subtype2" "subtype1"
[127] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[133] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[139] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype3"
[145] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype1"
[151] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[157] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[163] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[169] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[175] "subtype2" "subtype2" "subtype2" "subtype1" "subtype3" "subtype2"
[181] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype2"
[187] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[193] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[199] "subtype1" "subtype3" "subtype3" "subtype1" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[211] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[217] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[223] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[229] "subtype1" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[235] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[241] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[247] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[253] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[259] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[265] "subtype3" "subtype3" "subtype1" "subtype2" "subtype3" "subtype2"
[271] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype2"
[277] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[283] "subtype1" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
[289] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype3"
[295] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[301] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[307] "subtype1" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[313] "subtype1" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[319] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[325] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[331] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[337] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[343] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[349] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[355] "subtype2" "subtype2" "subtype1" "subtype2" "subtype3" "subtype1"
[361] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype1"
[367] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[373] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype3"
[379] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[385] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[391] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[397] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[403] "subtype2" "subtype3" "subtype3" "subtype1" "subtype1" "subtype2"
[409] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[415] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[421] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[427] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[433] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[439] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[451] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[457] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[463] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[469] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[475] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype1"
[487] "subtype3" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[493] "subtype1"
  [1] "subtype1" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
  [7] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
 [13] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [19] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
 [25] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
 [31] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
 [37] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
 [43] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
 [55] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype3"
 [67] "subtype3" "subtype3" "subtype1" "subtype1" "subtype2" "subtype1"
 [73] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
 [79] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
 [85] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
 [91] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [97] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[103] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[109] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype2"
[115] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[121] "subtype3" "subtype3" "subtype1" "subtype2" "subtype2" "subtype1"
[127] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[133] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[139] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype3"
[145] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype1"
[151] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[157] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[163] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[169] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[175] "subtype2" "subtype2" "subtype2" "subtype1" "subtype3" "subtype2"
[181] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype2"
[187] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[193] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[199] "subtype1" "subtype3" "subtype3" "subtype1" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[211] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[217] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[223] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[229] "subtype1" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[235] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[241] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[247] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[253] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[259] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[265] "subtype3" "subtype3" "subtype1" "subtype2" "subtype3" "subtype2"
[271] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype2"
[277] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[283] "subtype1" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
[289] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype3"
[295] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[301] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[307] "subtype1" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[313] "subtype1" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[319] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[325] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[331] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[337] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[343] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[349] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[355] "subtype2" "subtype2" "subtype1" "subtype2" "subtype3" "subtype1"
[361] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype1"
[367] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[373] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype3"
[379] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[385] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[391] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[397] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[403] "subtype2" "subtype3" "subtype3" "subtype1" "subtype1" "subtype2"
[409] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[415] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[421] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[427] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[433] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[439] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[451] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[457] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[463] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[469] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[475] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype1"
[487] "subtype3" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[493] "subtype1"
  [1] "subtype1" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
  [7] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
 [13] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [19] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
 [25] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
 [31] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype2"
 [37] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
 [43] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
 [55] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype3"
 [67] "subtype3" "subtype3" "subtype1" "subtype1" "subtype2" "subtype1"
 [73] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
 [79] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
 [85] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
 [91] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [97] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[103] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[109] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype2"
[115] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[121] "subtype3" "subtype3" "subtype1" "subtype2" "subtype2" "subtype1"
[127] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[133] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[139] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype3"
[145] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype1"
[151] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[157] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[163] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[169] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[175] "subtype2" "subtype2" "subtype2" "subtype1" "subtype3" "subtype2"
[181] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype2"
[187] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[193] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[199] "subtype1" "subtype3" "subtype3" "subtype1" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[211] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[217] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[223] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[229] "subtype1" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[235] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[241] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[247] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[253] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[259] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[265] "subtype3" "subtype3" "subtype1" "subtype2" "subtype3" "subtype2"
[271] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype2"
[277] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[283] "subtype1" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
[289] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype3"
[295] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[301] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[307] "subtype1" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[313] "subtype1" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[319] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[325] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[331] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[337] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[343] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[349] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[355] "subtype2" "subtype2" "subtype1" "subtype2" "subtype3" "subtype1"
[361] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype1"
[367] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[373] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype3"
[379] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[385] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[391] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
[397] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[403] "subtype2" "subtype3" "subtype3" "subtype1" "subtype1" "subtype2"
[409] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[415] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[421] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[427] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[433] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[439] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[451] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[457] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[463] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[469] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[475] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype1"
[487] "subtype3" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[493] "subtype1"
D3V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      62       18        47       40
  subtype2     121       25        47       15
  subtype3      54       11        31       23
D3V3, multiclass
          vv
clus        T1  T2  T3  T4
  subtype1  66  22  75   4
  subtype2 121  28  58   1
  subtype3  55  15  43   6
D3V4, multiclass
D3V5, binary
          cls
clus         0   1
  subtype1  71  11
  subtype2 100   2
  subtype3  57   5
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   71   11
  subtype2  100    2
  subtype3   57    5
   clus
vv  subtype1 subtype2 subtype3
  0       71      100       57
  1       11        2        5
D3V6, binary
          cls
clus         0   1
  subtype1 127  40
  subtype2 192  16
  subtype3  98  21
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  127   40
  subtype2  192   16
  subtype3   98   21
    clus
vv   subtype1 subtype2 subtype3
  M0      127      192       98
  M1       40       16       21
D3V7, binary
          cls
clus         0   1
  subtype1  43 124
  subtype2  86 122
  subtype3  42  77
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   43  124
  subtype2   86  122
  subtype3   42   77
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       43       86       42
  MALE        124      122       77
D3V8, continuous
D3V9, continuous
[1] "Remove cluster labels:" "subtype1"               "subtype2"              
[4] "subtype3"              
clus
subtype1 subtype2 subtype3 
       1        2        1 
character(0)

Clustering(4) Variable = METHLYATION_CNMF
D4V1, survival
          sevent
clus2       0  1
  subtype1 48 49
  subtype2 96 18
  subtype3 46 28
subtype1 subtype2 subtype3 
      97      114       74 
subtype1 subtype2 subtype3 
      49       18       28 
$subtype1
TCGA-A3-3357 TCGA-A3-3367 TCGA-A3-3387 TCGA-AK-3434 TCGA-AK-3445 TCGA-B0-4688 
       46.85        34.65        20.25        68.58        42.05         3.32 
TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4696 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4706 
        4.57         2.53        28.47         7.79         5.98         0.85 
TCGA-B0-4707 TCGA-B0-4710 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 
       19.69         3.12        43.96         6.61         3.22        20.25 
TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4814 TCGA-B0-4821 TCGA-B0-4822 
       15.68        46.59         0.59         5.49        40.41        36.53 
TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4845 TCGA-B0-4848 
       29.06        10.09        11.64        10.29        65.26        29.00 
TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5106 
       10.95         2.20        21.86        15.95        62.89        52.50 
TCGA-B0-5107 TCGA-B0-5116 TCGA-B0-5121 TCGA-B0-5402 TCGA-B0-5694 TCGA-B0-5696 
       30.48        21.60        18.21        14.76        15.75        56.78 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5706 TCGA-B0-5712 TCGA-B4-5838 
       84.92        90.08        56.94        79.36        89.49         5.46 
TCGA-B8-4153 TCGA-B8-4622 TCGA-B8-5158 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5178 
       25.02         5.95        20.91        28.83         6.31        62.86 
TCGA-BP-5180 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5198 TCGA-BP-5201 TCGA-CJ-4901 
       74.40        27.02        33.21        19.82        31.27        47.67 
TCGA-CJ-4902 TCGA-CJ-4907 TCGA-CJ-4912 TCGA-CJ-4913 TCGA-CJ-4920 TCGA-CJ-5671 
       49.94        49.25        54.44        38.56         4.57        63.85 
TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       79.86        84.66        25.71        18.84        22.29        25.25 
TCGA-CJ-5682 TCGA-CJ-5689 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CJ-6033 TCGA-CW-5580 
       61.91        53.26        60.99        75.55         7.36        64.57 
TCGA-CW-5584 TCGA-CW-5590 TCGA-CW-5591 TCGA-CW-6090 TCGA-CZ-4853 TCGA-CZ-4866 
        5.39        35.34        74.63        83.90        25.45        61.38 
TCGA-CZ-5456 TCGA-CZ-5457 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5464 TCGA-CZ-5465 
       56.28        55.30        47.01        10.85        57.21        47.54 
TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5985 TCGA-CZ-5987 
       22.52         1.94        31.07        12.69        65.65        14.30 
TCGA-EU-5907 
        4.14 

$subtype2
TCGA-A3-3358 TCGA-A3-3370 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3385 TCGA-AK-3428 
       42.97        25.51        10.98        35.18        23.87        73.08 
TCGA-AK-3431 TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3450 TCGA-AK-3453 TCGA-AK-3454 
       60.92        72.07        57.34        58.49        45.90        28.70 
TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-B0-4818 TCGA-B0-4823 TCGA-B0-4824 
       38.40        31.27        28.04        16.77        14.93        54.48 
TCGA-B0-4841 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-5102 
        6.67        39.42        26.04         2.27        36.85        90.84 
TCGA-B0-5104 TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5117 TCGA-B0-5119 
       90.44        35.90        11.80        26.20        17.59         1.94 
TCGA-B0-5120 TCGA-B0-5399 TCGA-B0-5690 TCGA-B0-5691 TCGA-B0-5693 TCGA-B0-5695 
       16.21        21.44        79.13       112.80       101.10        46.68 
TCGA-B0-5700 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5707 TCGA-B0-5710 TCGA-B0-5711 
       35.57        39.52       120.59        92.98        48.03        96.36 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-3924 TCGA-B2-4101 TCGA-B2-5639 TCGA-B2-A4SR 
       61.28        97.41        12.20         6.18        13.71        11.28 
TCGA-B4-5377 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        9.57         1.25         4.64         0.36         0.23        16.80 
TCGA-B8-5159 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5552 
       23.74        24.23        17.16        16.60         6.38        12.89 
TCGA-B8-5553 TCGA-BP-4801 TCGA-BP-4993 TCGA-BP-5168 TCGA-BP-5173 TCGA-BP-5174 
       14.30        36.95         5.79        48.10         1.78        74.20 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5181 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 
       52.27         9.63        49.15        42.44        37.25        37.22 
TCGA-BP-5186 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 
       22.78        23.47        13.41        44.52        34.95         0.95 
TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-5681 
       59.44        51.25        58.92        49.15        50.30        18.12 
TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-6032 TCGA-CW-5581 TCGA-CW-5583 TCGA-CW-5585 
       62.10        73.32        83.77        92.02        81.83        85.78 
TCGA-CW-5589 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4864 
       78.15        75.98        79.89         0.59        58.75        93.04 
TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5459 TCGA-CZ-5463 
       63.42         0.82        23.74        18.44        55.30        21.76 
TCGA-CZ-5467 TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5988 TCGA-CZ-5989 TCGA-DV-5565 
        2.40        80.19        12.26        22.78        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5575 TCGA-EU-5904 TCGA-EU-5906 
       45.96        11.67        37.15        33.04        18.08         6.77 

$subtype3
TCGA-AK-3425 TCGA-B0-4690 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4699 
      109.91         1.41         3.48        18.97         1.38         3.58 
TCGA-B0-4700 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4819 TCGA-B0-4842 
       65.06        52.18        45.04        33.50         6.02        56.65 
TCGA-B0-4945 TCGA-B0-5080 TCGA-B0-5083 TCGA-B0-5092 TCGA-B0-5095 TCGA-B0-5098 
       70.52        11.24        34.36        15.09         8.05        52.08 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5400 TCGA-B0-5692 TCGA-B0-5697 TCGA-B0-5702 
       29.95        19.27        37.22        48.89        60.33        52.73 
TCGA-B0-5709 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5636 TCGA-B2-5641 TCGA-B4-5378 
      102.44        11.77        10.36         8.71        10.65         5.75 
TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4621 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5164 
        0.23         0.53        25.91         1.02        27.02         0.99 
TCGA-B8-5550 TCGA-B8-5551 TCGA-BP-4177 TCGA-BP-4760 TCGA-BP-4770 TCGA-BP-4782 
       14.27         0.49        54.90        77.62        10.82        11.64 
TCGA-BP-4795 TCGA-BP-5170 TCGA-BP-5175 TCGA-BP-5182 TCGA-BP-5187 TCGA-BP-5191 
       20.38        79.27        30.64        38.30        13.35        31.76 
TCGA-BP-5195 TCGA-BP-5196 TCGA-CJ-4869 TCGA-CJ-4882 TCGA-CJ-4916 TCGA-CJ-4918 
       24.59        33.47        83.97        61.91        45.11         3.02 
TCGA-CJ-4923 TCGA-CJ-5672 TCGA-CJ-5686 TCGA-CJ-6028 TCGA-CJ-6031 TCGA-CW-5587 
       18.81        72.00        67.00        53.42        62.63        73.18 
TCGA-CW-5588 TCGA-CW-6087 TCGA-CW-6097 TCGA-CZ-4863 TCGA-CZ-4865 TCGA-CZ-5452 
       66.28         1.35        18.74        63.35         5.42        58.82 
TCGA-CZ-5458 TCGA-CZ-5462 TCGA-CZ-5984 TCGA-DV-5567 TCGA-DV-5568 TCGA-DV-5574 
       56.91        10.22        67.92        29.88        12.16        23.77 
TCGA-DV-5576 TCGA-EU-5905 
       23.90         3.88 

subtype1 subtype2 subtype3 
    0.59     0.23     0.23 
subtype1 subtype2 subtype3 
   90.08   120.59   109.91 
subtype1 subtype2 subtype3 
  28.830   35.735   26.465 
[1] "0.6 - 90.1 (28.8)"  "0.2 - 120.6 (35.7)" "0.2 - 109.9 (26.5)"
  [1] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
  [7] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
 [13] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
 [19] "subtype2" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
 [25] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype3"
 [31] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [37] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [43] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype2"
 [49] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
 [55] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
 [61] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [67] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
 [73] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [79] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
 [85] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
 [91] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype3"
 [97] "subtype2" "subtype1" "subtype2" "subtype1" "subtype3" "subtype1"
[103] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[109] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype1"
[115] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[121] "subtype3" "subtype2" "subtype3" "subtype2" "subtype2" "subtype3"
[127] "subtype3" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[133] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
[139] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
[145] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[151] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype2"
[157] "subtype2" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[163] "subtype2" "subtype3" "subtype2" "subtype2" "subtype1" "subtype1"
[169] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype2"
[175] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype3" "subtype1" "subtype2" "subtype2" "subtype1"
[187] "subtype2" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[193] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[199] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
[205] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[211] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[217] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
[223] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[229] "subtype3" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
[235] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[241] "subtype2" "subtype3" "subtype2" "subtype3" "subtype1" "subtype2"
[247] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[253] "subtype3" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[259] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[265] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[271] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[277] "subtype2" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[283] "subtype3" "subtype2" "subtype1"
  [1] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
  [7] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
 [13] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
 [19] "subtype2" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
 [25] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype3"
 [31] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [37] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [43] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype2"
 [49] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
 [55] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
 [61] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [67] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
 [73] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [79] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
 [85] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
 [91] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype3"
 [97] "subtype2" "subtype1" "subtype2" "subtype1" "subtype3" "subtype1"
[103] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[109] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype1"
[115] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[121] "subtype3" "subtype2" "subtype3" "subtype2" "subtype2" "subtype3"
[127] "subtype3" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[133] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
[139] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
[145] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[151] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype2"
[157] "subtype2" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[163] "subtype2" "subtype3" "subtype2" "subtype2" "subtype1" "subtype1"
[169] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype2"
[175] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype3" "subtype1" "subtype2" "subtype2" "subtype1"
[187] "subtype2" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[193] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[199] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
[205] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[211] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[217] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
[223] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[229] "subtype3" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
[235] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[241] "subtype2" "subtype3" "subtype2" "subtype3" "subtype1" "subtype2"
[247] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[253] "subtype3" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[259] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[265] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[271] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[277] "subtype2" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[283] "subtype3" "subtype2" "subtype1"
  [1] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
  [7] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
 [13] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
 [19] "subtype2" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
 [25] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype3"
 [31] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [37] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [43] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype2"
 [49] "subtype3" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
 [55] "subtype1" "subtype2" "subtype3" "subtype1" "subtype1" "subtype1"
 [61] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [67] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
 [73] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [79] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
 [85] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
 [91] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype3"
 [97] "subtype2" "subtype1" "subtype2" "subtype1" "subtype3" "subtype1"
[103] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[109] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype1"
[115] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[121] "subtype3" "subtype2" "subtype3" "subtype2" "subtype2" "subtype3"
[127] "subtype3" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[133] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
[139] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
[145] "subtype2" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[151] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype2"
[157] "subtype2" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[163] "subtype2" "subtype3" "subtype2" "subtype2" "subtype1" "subtype1"
[169] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype2"
[175] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype3" "subtype1" "subtype2" "subtype2" "subtype1"
[187] "subtype2" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[193] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[199] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
[205] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[211] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[217] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
[223] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[229] "subtype3" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
[235] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[241] "subtype2" "subtype3" "subtype2" "subtype3" "subtype1" "subtype2"
[247] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[253] "subtype3" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[259] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[265] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
[271] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[277] "subtype2" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[283] "subtype3" "subtype2" "subtype1"
D4V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      19        9        39       30
  subtype2      76       16        12       10
  subtype3      35        3        22       14
D4V3, multiclass
          vv
clus       T1 T2 T3 T4
  subtype1 20 14 60  3
  subtype2 76 19 19  0
  subtype3 37  4 28  5
D4V4, multiclass
D4V5, binary
          cls
clus        0  1
  subtype1 41  5
  subtype2 51  1
  subtype3 35  3
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   41    5
  subtype2   51    1
  subtype3   35    3
   clus
vv  subtype1 subtype2 subtype3
  0       41       51       35
  1        5        1        3
D4V6, binary
          cls
clus         0   1
  subtype1  68  29
  subtype2 103  11
  subtype3  62  12
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   68   29
  subtype2  103   11
  subtype3   62   12
    clus
vv   subtype1 subtype2 subtype3
  M0       68      103       62
  M1       29       11       12
D4V7, binary
          cls
clus        0  1
  subtype1 20 77
  subtype2 51 63
  subtype3 25 49
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   20   77
  subtype2   51   63
  subtype3   25   49
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       20       51       25
  MALE         77       63       49
D4V8, continuous
D4V9, continuous
[1] "Remove cluster labels:" "subtype1"               "subtype2"              
[4] "subtype3"              
clus
subtype1 subtype2 subtype3 
       1        1        2 
character(0)

Clustering(5) Variable = RPPA_CNMF
D5V1, survival
          sevent
clus2       0  1
  subtype1 74 27
  subtype2 55 35
  subtype3 63 23
  subtype4 52 24
  subtype5 36  8
  subtype6 18 39
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 
     101       90       86       76       44       57 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 
      27       35       23       24        8       39 
$subtype1
TCGA-A3-3306 TCGA-A3-3320 TCGA-A3-3329 TCGA-A3-3352 TCGA-A3-3367 TCGA-A3-3380 
       36.82        49.58        23.21        18.44        34.65        18.64 
TCGA-A3-3383 TCGA-A3-3385 TCGA-AK-3434 TCGA-B0-4706 TCGA-B0-4811 TCGA-B0-4816 
       28.31        23.87        68.58         0.85        46.59        45.04 
TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4833 TCGA-B0-4841 TCGA-B0-4845 TCGA-B0-4846 
       16.77        54.48        78.41         6.67        65.26        39.42 
TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-5085 TCGA-B0-5102 TCGA-B0-5110 TCGA-B0-5115 
        2.27        36.85        25.28        90.84        35.90        26.20 
TCGA-B0-5119 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5693 
        1.94        18.21        21.44        14.76        79.13       101.10 
TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5705 TCGA-B0-5711 
       15.75        46.68        84.92        90.08       120.59        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-4099 TCGA-B2-4101 TCGA-B4-5377 
       89.49        61.28        97.41        12.26         6.18         9.57 
TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4153 TCGA-BP-4158 TCGA-BP-4161 TCGA-BP-4164 
        0.36         0.23        25.02       111.02        90.28        32.61 
TCGA-BP-4325 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 TCGA-BP-4335 TCGA-BP-4342 
       97.45         3.55        27.78        62.07        15.12        74.17 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4768 TCGA-BP-4774 TCGA-BP-4776 TCGA-BP-4961 
       72.59        77.98        13.15        61.94        13.48        63.62 
TCGA-BP-4975 TCGA-BP-4981 TCGA-BP-4991 TCGA-BP-4995 TCGA-BP-4999 TCGA-BP-5001 
       47.11        36.07        46.45        45.07        41.62        38.70 
TCGA-BP-5007 TCGA-BP-5168 TCGA-BP-5170 TCGA-BP-5176 TCGA-BP-5180 TCGA-BP-5181 
       37.48        48.10        79.27        52.27        74.40        49.15 
TCGA-BP-5192 TCGA-BP-5201 TCGA-CJ-4634 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4874 
       23.47        31.27        59.84        49.22        79.63        75.06 
TCGA-CJ-4878 TCGA-CJ-4897 TCGA-CJ-4904 TCGA-CJ-4916 TCGA-CJ-5675 TCGA-CJ-5676 
       71.87        59.44        58.92        45.11        79.86        84.66 
TCGA-CJ-5678 TCGA-CJ-5680 TCGA-CJ-5683 TCGA-CW-5583 TCGA-CW-5585 TCGA-CW-5587 
       18.84        25.25        62.10        81.83        85.78        73.18 
TCGA-CZ-4859 TCGA-CZ-5451 TCGA-CZ-5455 TCGA-CZ-5465 TCGA-CZ-5467 TCGA-CZ-5982 
       58.75        63.42        18.44        47.54         2.40        80.19 
TCGA-CZ-5986 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5575 TCGA-EU-5906 
       12.26        62.63        43.69        33.04         6.77 

$subtype2
TCGA-A3-3308 TCGA-A3-3316 TCGA-A3-3349 TCGA-A3-3365 TCGA-A3-3376 TCGA-AK-3451 
        0.53        49.08        45.53        28.67        35.18        48.69 
TCGA-B0-4688 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4815 
        3.32        18.97        65.06         7.79         5.98        52.18 
TCGA-B0-4819 TCGA-B0-4823 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4843 TCGA-B0-5080 
        6.02        14.93        40.70        45.30        11.64        11.24 
TCGA-B0-5088 TCGA-B0-5095 TCGA-B0-5097 TCGA-B0-5100 TCGA-B0-5104 TCGA-B0-5106 
       18.51         8.05        21.86        62.89        90.44        52.50 
TCGA-B0-5108 TCGA-B0-5120 TCGA-B0-5706 TCGA-B0-5710 TCGA-B2-5636 TCGA-B4-5378 
       29.95        16.21        79.36        48.03         8.71         5.75 
TCGA-B4-5834 TCGA-B4-5836 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5545 TCGA-B8-5551 
        1.25         4.64         1.02        27.02        17.16         0.49 
TCGA-BP-4169 TCGA-BP-4337 TCGA-BP-4345 TCGA-BP-4349 TCGA-BP-4355 TCGA-BP-4762 
       23.05         0.07        49.84        12.23        31.33        44.15 
TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4784 TCGA-BP-4804 TCGA-BP-4960 
       71.80        61.68        10.82        60.95        47.97        71.41 
TCGA-BP-4962 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4974 TCGA-BP-4998 TCGA-BP-5010 
       58.68        14.20        48.89         7.23        30.61        28.83 
TCGA-BP-5177 TCGA-BP-5196 TCGA-BP-5199 TCGA-BP-5200 TCGA-CJ-4868 TCGA-CJ-4872 
        9.63        33.47        44.52        34.95        21.21        47.18 
TCGA-CJ-4882 TCGA-CJ-4886 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4892 TCGA-CJ-4894 
       61.91        64.14        63.95        68.55        49.97        27.65 
TCGA-CJ-4895 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4908 
       39.45        50.20        41.88        49.94        49.15        50.30 
TCGA-CJ-4918 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5682 TCGA-CJ-5684 TCGA-CJ-5686 
        3.02        18.81        63.85        61.91        73.32        67.00 
TCGA-CJ-5689 TCGA-CJ-6033 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4856 
       53.26         7.36        75.98        83.90        18.74         0.59 
TCGA-CZ-4860 TCGA-CZ-5454 TCGA-CZ-5988 TCGA-DV-5567 TCGA-DV-5574 TCGA-EU-5904 
        6.74        23.74        22.78        29.88        23.77        18.08 

$subtype3
TCGA-A3-3311 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3323 TCGA-A3-3335 TCGA-A3-3336 
       39.12        49.02        37.15        36.33        21.83        34.29 
TCGA-A3-3347 TCGA-A3-3351 TCGA-A3-3372 TCGA-A3-3387 TCGA-B0-4838 TCGA-B0-4839 
       52.93        29.92        24.16        20.25        27.42        53.85 
TCGA-B0-4847 TCGA-B0-4945 TCGA-B0-5075 TCGA-B0-5081 TCGA-B0-5691 TCGA-B0-5692 
       26.04        70.52        20.94        11.90       112.80        48.89 
TCGA-B0-5697 TCGA-B0-5701 TCGA-B0-5707 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 
       60.33        56.94        92.98         6.64        11.77        10.36 
TCGA-B2-5639 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4143 TCGA-B8-5159 
       13.71        10.65         0.23         0.53        23.31        23.74 
TCGA-B8-5164 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5553 TCGA-BP-4343 TCGA-BP-4346 
        0.99        16.60        14.27        14.30        62.86        49.08 
TCGA-BP-4351 TCGA-BP-4756 TCGA-BP-4803 TCGA-BP-4963 TCGA-BP-4968 TCGA-BP-4973 
       31.86        12.30         6.67        60.30        57.37        45.50 
TCGA-BP-4977 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5195 TCGA-CJ-4635 
       14.93        27.02        33.21        31.76        24.59        46.55 
TCGA-CJ-4640 TCGA-CJ-4873 TCGA-CJ-4876 TCGA-CJ-4884 TCGA-CJ-4887 TCGA-CJ-4888 
       65.69        74.24        64.27        57.83        30.61        51.48 
TCGA-CJ-4893 TCGA-CJ-4903 TCGA-CJ-4907 TCGA-CJ-4912 TCGA-CJ-5672 TCGA-CJ-5677 
       24.62        51.25        49.25        54.44        72.00        25.71 
TCGA-CJ-6030 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5584 TCGA-CW-5588 TCGA-CW-5590 
       75.55        64.57        92.02         5.39        66.28        35.34 
TCGA-CW-5591 TCGA-CZ-4853 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4866 
       74.63        25.45        60.59        63.35        93.04        61.38 
TCGA-CZ-5452 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5461 TCGA-CZ-5463 TCGA-CZ-5464 
       58.82        56.28        56.91        10.85        21.76        57.21 
TCGA-CZ-5466 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-DV-5573 
       22.52        31.07        12.69        67.92        65.65        37.15 
TCGA-EU-5905 TCGA-EU-5907 
        3.88         4.14 

$subtype4
TCGA-A3-3313 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3346 TCGA-A3-3357 
       24.16        48.56        38.99        37.38         4.50        46.85 
TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3373 TCGA-A3-3374 TCGA-A3-3378 TCGA-A3-3382 
       51.25        10.49        10.98        43.17        20.71        18.87 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3444 TCGA-AK-3456 TCGA-B0-4699 TCGA-B0-4714 
       84.36        73.08        48.36        37.55         3.58         3.22 
TCGA-B0-4817 TCGA-B0-4834 TCGA-B0-5077 TCGA-B0-5084 TCGA-B0-5096 TCGA-B0-5098 
       33.50        68.71        43.27         7.27         2.20        52.08 
TCGA-B0-5109 TCGA-B0-5117 TCGA-B0-5400 TCGA-B0-5700 TCGA-B0-5702 TCGA-B0-5703 
       19.27        17.59        37.22        35.57        52.73        39.52 
TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-4098 TCGA-B8-4146 TCGA-B8-4620 TCGA-B8-4621 
       11.90        12.20         1.64        16.80         7.43        25.91 
TCGA-B8-5549 TCGA-BP-4165 TCGA-BP-4170 TCGA-BP-4174 TCGA-BP-4332 TCGA-BP-4334 
        6.38        99.85        77.03        61.78        37.25        21.21 
TCGA-BP-4338 TCGA-BP-4341 TCGA-BP-4353 TCGA-BP-4766 TCGA-BP-4777 TCGA-BP-4799 
       93.99        52.24        12.33        48.07        56.91        37.25 
TCGA-BP-4801 TCGA-BP-4959 TCGA-BP-4964 TCGA-BP-4967 TCGA-BP-4969 TCGA-BP-4972 
       36.95        87.45        61.22         6.71        58.98        49.35 
TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4993 TCGA-BP-4994 TCGA-BP-5004 TCGA-BP-5169 
       27.19         3.85         5.79        42.97        37.02         6.31 
TCGA-BP-5178 TCGA-BP-5185 TCGA-BP-5187 TCGA-BP-5194 TCGA-BP-5198 TCGA-CJ-4885 
       62.86        37.22        13.35        13.41        19.82        69.86 
TCGA-CJ-4901 TCGA-CJ-5681 TCGA-CJ-6028 TCGA-CJ-6031 TCGA-CZ-4861 TCGA-CZ-4865 
       47.67        18.12        53.42        62.63        14.63         5.42 
TCGA-CZ-5453 TCGA-CZ-5457 TCGA-CZ-5459 TCGA-CZ-5462 
        0.82        55.30        55.30        10.22 

$subtype5
TCGA-A3-3331 TCGA-A3-3370 TCGA-B0-4693 TCGA-B0-4710 TCGA-B0-5099 TCGA-B0-5113 
       48.82        25.51         2.53         3.12        15.95        11.80 
TCGA-B0-5116 TCGA-B8-5165 TCGA-B8-5552 TCGA-BP-4331 TCGA-BP-4344 TCGA-BP-4347 
       21.60        24.23        12.89        80.65        54.77        44.94 
TCGA-BP-4760 TCGA-BP-4763 TCGA-BP-4775 TCGA-BP-4781 TCGA-BP-4789 TCGA-BP-4790 
       77.62        41.75        60.56        68.38        48.95        36.53 
TCGA-BP-4797 TCGA-BP-4807 TCGA-BP-4965 TCGA-BP-4976 TCGA-BP-4982 TCGA-BP-4986 
       36.39         6.94        61.51        53.65        33.30        25.81 
TCGA-BP-4987 TCGA-BP-5006 TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5173 TCGA-BP-5174 
       36.95        27.62        35.21        36.23         1.78        74.20 
TCGA-BP-5182 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5202 TCGA-CJ-4642 
       38.30        42.44        37.25        22.78         0.95        53.49 
TCGA-CJ-6032 TCGA-CW-5589 TCGA-CW-6093 TCGA-CW-6096 TCGA-DV-5566 TCGA-DV-5568 
       83.77        78.15        79.89        69.93        45.96        12.16 
TCGA-DV-5569 TCGA-DV-5576 
       11.67        23.90 

$subtype6
TCGA-AK-3436 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4698 
       67.17         1.41         4.57         3.48        28.47         1.38 
TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
       19.69        43.96         6.61        20.25        15.68         0.59 
TCGA-B0-4814 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4827 TCGA-B0-4828 TCGA-B0-4842 
        5.49        40.41        36.53        29.06        10.09        56.65 
TCGA-B0-4844 TCGA-B0-4848 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5107 TCGA-B0-5696 
       10.29        29.00        15.09        10.95        30.48        56.78 
TCGA-B0-5709 TCGA-B4-5838 TCGA-B8-4622 TCGA-B8-5158 TCGA-BP-4173 TCGA-BP-4326 
      102.44         5.46         5.95        20.91        62.24        53.39 
TCGA-BP-4352 TCGA-BP-4354 TCGA-BP-4761 TCGA-BP-4771 TCGA-BP-4787 TCGA-BP-4798 
       11.31        33.99         5.98         5.29        15.75        10.98 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4992 TCGA-BP-5000 TCGA-BP-5175 TCGA-CJ-4638 
       46.42        31.27        16.44        18.51        30.64        14.17 
TCGA-CJ-4869 TCGA-CJ-4875 TCGA-CJ-4881 TCGA-CJ-4891 TCGA-CJ-4913 TCGA-CJ-4920 
       83.97        77.36        66.18        26.89        38.56         4.57 
TCGA-CJ-5679 TCGA-CJ-6027 TCGA-CW-6087 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 
       22.29        60.99         1.35        46.16        47.08        69.21 
TCGA-CZ-5460 TCGA-CZ-5468 TCGA-CZ-5987 
       47.01         1.94        14.30 

subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 
    0.23     0.07     0.23     0.82     0.95     0.59 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 
  120.59    90.44   112.80    99.85    83.77   102.44 
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 
  46.450   30.970   35.835   37.120   36.740   20.910 
[1] "0.2 - 120.6 (46.5)" "0.1 - 90.4 (31.0)"  "0.2 - 112.8 (35.8)"
[4] "0.8 - 99.8 (37.1)"  "0.9 - 83.8 (36.7)"  "0.6 - 102.4 (20.9)"
  [1] "subtype1" "subtype2" "subtype3" "subtype4" "subtype2" "subtype3"
  [7] "subtype3" "subtype1" "subtype4" "subtype3" "subtype4" "subtype4"
 [13] "subtype1" "subtype5" "subtype3" "subtype3" "subtype4" "subtype3"
 [19] "subtype2" "subtype3" "subtype1" "subtype4" "subtype4" "subtype4"
 [25] "subtype2" "subtype1" "subtype5" "subtype3" "subtype4" "subtype4"
 [31] "subtype2" "subtype4" "subtype1" "subtype4" "subtype1" "subtype1"
 [37] "subtype3" "subtype4" "subtype4" "subtype1" "subtype6" "subtype4"
 [43] "subtype2" "subtype4" "subtype2" "subtype6" "subtype6" "subtype5"
 [49] "subtype6" "subtype6" "subtype2" "subtype6" "subtype4" "subtype2"
 [55] "subtype2" "subtype2" "subtype1" "subtype6" "subtype5" "subtype6"
 [61] "subtype6" "subtype4" "subtype6" "subtype6" "subtype1" "subtype6"
 [67] "subtype6" "subtype2" "subtype1" "subtype4" "subtype1" "subtype2"
 [73] "subtype6" "subtype6" "subtype2" "subtype1" "subtype6" "subtype6"
 [79] "subtype1" "subtype4" "subtype2" "subtype2" "subtype3" "subtype3"
 [85] "subtype1" "subtype6" "subtype2" "subtype6" "subtype1" "subtype1"
 [91] "subtype3" "subtype6" "subtype1" "subtype1" "subtype3" "subtype3"
 [97] "subtype4" "subtype2" "subtype3" "subtype4" "subtype1" "subtype2"
[103] "subtype6" "subtype6" "subtype2" "subtype4" "subtype2" "subtype4"
[109] "subtype5" "subtype2" "subtype1" "subtype2" "subtype2" "subtype6"
[115] "subtype2" "subtype4" "subtype1" "subtype5" "subtype1" "subtype5"
[121] "subtype4" "subtype1" "subtype2" "subtype1" "subtype1" "subtype4"
[127] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[133] "subtype1" "subtype6" "subtype3" "subtype1" "subtype1" "subtype4"
[139] "subtype3" "subtype4" "subtype4" "subtype1" "subtype2" "subtype3"
[145] "subtype6" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype4" "subtype4" "subtype4" "subtype1" "subtype1" "subtype3"
[157] "subtype3" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
[163] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype6"
[169] "subtype1" "subtype1" "subtype3" "subtype4" "subtype1" "subtype4"
[175] "subtype4" "subtype6" "subtype6" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype5" "subtype2" "subtype3" "subtype4" "subtype3"
[187] "subtype2" "subtype5" "subtype3" "subtype1" "subtype1" "subtype1"
[193] "subtype4" "subtype2" "subtype4" "subtype6" "subtype4" "subtype1"
[199] "subtype6" "subtype1" "subtype1" "subtype1" "subtype5" "subtype4"
[205] "subtype4" "subtype1" "subtype2" "subtype4" "subtype4" "subtype1"
[211] "subtype3" "subtype5" "subtype2" "subtype3" "subtype5" "subtype2"
[217] "subtype3" "subtype6" "subtype4" "subtype6" "subtype2" "subtype3"
[223] "subtype1" "subtype1" "subtype5" "subtype6" "subtype2" "subtype5"
[229] "subtype2" "subtype4" "subtype1" "subtype2" "subtype2" "subtype6"
[235] "subtype1" "subtype5" "subtype1" "subtype4" "subtype5" "subtype2"
[241] "subtype6" "subtype5" "subtype5" "subtype5" "subtype6" "subtype4"
[247] "subtype4" "subtype3" "subtype2" "subtype5" "subtype4" "subtype2"
[253] "subtype1" "subtype2" "subtype3" "subtype4" "subtype5" "subtype4"
[259] "subtype3" "subtype4" "subtype2" "subtype2" "subtype4" "subtype3"
[265] "subtype2" "subtype1" "subtype5" "subtype3" "subtype1" "subtype5"
[271] "subtype6" "subtype6" "subtype5" "subtype5" "subtype4" "subtype4"
[277] "subtype1" "subtype6" "subtype4" "subtype4" "subtype1" "subtype2"
[283] "subtype1" "subtype6" "subtype1" "subtype4" "subtype5" "subtype1"
[289] "subtype5" "subtype5" "subtype2" "subtype1" "subtype4" "subtype1"
[295] "subtype5" "subtype5" "subtype6" "subtype1" "subtype2" "subtype4"
[301] "subtype1" "subtype1" "subtype5" "subtype5" "subtype5" "subtype4"
[307] "subtype5" "subtype4" "subtype3" "subtype3" "subtype3" "subtype1"
[313] "subtype4" "subtype3" "subtype2" "subtype4" "subtype2" "subtype2"
[319] "subtype1" "subtype5" "subtype1" "subtype3" "subtype6" "subtype3"
[325] "subtype5" "subtype2" "subtype6" "subtype1" "subtype1" "subtype2"
[331] "subtype3" "subtype1" "subtype6" "subtype3" "subtype1" "subtype6"
[337] "subtype2" "subtype3" "subtype4" "subtype2" "subtype3" "subtype3"
[343] "subtype2" "subtype2" "subtype6" "subtype2" "subtype3" "subtype2"
[349] "subtype2" "subtype1" "subtype2" "subtype2" "subtype4" "subtype2"
[355] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[361] "subtype6" "subtype1" "subtype2" "subtype6" "subtype2" "subtype2"
[367] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype6"
[373] "subtype1" "subtype4" "subtype2" "subtype1" "subtype2" "subtype2"
[379] "subtype2" "subtype6" "subtype4" "subtype3" "subtype4" "subtype5"
[385] "subtype2" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
[391] "subtype1" "subtype3" "subtype5" "subtype3" "subtype3" "subtype6"
[397] "subtype2" "subtype2" "subtype5" "subtype5" "subtype2" "subtype3"
[403] "subtype6" "subtype2" "subtype6" "subtype6" "subtype1" "subtype2"
[409] "subtype4" "subtype3" "subtype3" "subtype3" "subtype4" "subtype3"
[415] "subtype1" "subtype3" "subtype4" "subtype2" "subtype1" "subtype3"
[421] "subtype4" "subtype3" "subtype4" "subtype6" "subtype3" "subtype4"
[427] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype6"
[433] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[439] "subtype6" "subtype2" "subtype1" "subtype1" "subtype5" "subtype2"
[445] "subtype5" "subtype5" "subtype3" "subtype2" "subtype1" "subtype5"
[451] "subtype2" "subtype3" "subtype1" "subtype3"
  [1] "subtype1" "subtype2" "subtype3" "subtype4" "subtype2" "subtype3"
  [7] "subtype3" "subtype1" "subtype4" "subtype3" "subtype4" "subtype4"
 [13] "subtype1" "subtype5" "subtype3" "subtype3" "subtype4" "subtype3"
 [19] "subtype2" "subtype3" "subtype1" "subtype4" "subtype4" "subtype4"
 [25] "subtype2" "subtype1" "subtype5" "subtype3" "subtype4" "subtype4"
 [31] "subtype2" "subtype4" "subtype1" "subtype4" "subtype1" "subtype1"
 [37] "subtype3" "subtype4" "subtype4" "subtype1" "subtype6" "subtype4"
 [43] "subtype2" "subtype4" "subtype2" "subtype6" "subtype6" "subtype5"
 [49] "subtype6" "subtype6" "subtype2" "subtype6" "subtype4" "subtype2"
 [55] "subtype2" "subtype2" "subtype1" "subtype6" "subtype5" "subtype6"
 [61] "subtype6" "subtype4" "subtype6" "subtype6" "subtype1" "subtype6"
 [67] "subtype6" "subtype2" "subtype1" "subtype4" "subtype1" "subtype2"
 [73] "subtype6" "subtype6" "subtype2" "subtype1" "subtype6" "subtype6"
 [79] "subtype1" "subtype4" "subtype2" "subtype2" "subtype3" "subtype3"
 [85] "subtype1" "subtype6" "subtype2" "subtype6" "subtype1" "subtype1"
 [91] "subtype3" "subtype6" "subtype1" "subtype1" "subtype3" "subtype3"
 [97] "subtype4" "subtype2" "subtype3" "subtype4" "subtype1" "subtype2"
[103] "subtype6" "subtype6" "subtype2" "subtype4" "subtype2" "subtype4"
[109] "subtype5" "subtype2" "subtype1" "subtype2" "subtype2" "subtype6"
[115] "subtype2" "subtype4" "subtype1" "subtype5" "subtype1" "subtype5"
[121] "subtype4" "subtype1" "subtype2" "subtype1" "subtype1" "subtype4"
[127] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[133] "subtype1" "subtype6" "subtype3" "subtype1" "subtype1" "subtype4"
[139] "subtype3" "subtype4" "subtype4" "subtype1" "subtype2" "subtype3"
[145] "subtype6" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype4" "subtype4" "subtype4" "subtype1" "subtype1" "subtype3"
[157] "subtype3" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
[163] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype6"
[169] "subtype1" "subtype1" "subtype3" "subtype4" "subtype1" "subtype4"
[175] "subtype4" "subtype6" "subtype6" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype5" "subtype2" "subtype3" "subtype4" "subtype3"
[187] "subtype2" "subtype5" "subtype3" "subtype1" "subtype1" "subtype1"
[193] "subtype4" "subtype2" "subtype4" "subtype6" "subtype4" "subtype1"
[199] "subtype6" "subtype1" "subtype1" "subtype1" "subtype5" "subtype4"
[205] "subtype4" "subtype1" "subtype2" "subtype4" "subtype4" "subtype1"
[211] "subtype3" "subtype5" "subtype2" "subtype3" "subtype5" "subtype2"
[217] "subtype3" "subtype6" "subtype4" "subtype6" "subtype2" "subtype3"
[223] "subtype1" "subtype1" "subtype5" "subtype6" "subtype2" "subtype5"
[229] "subtype2" "subtype4" "subtype1" "subtype2" "subtype2" "subtype6"
[235] "subtype1" "subtype5" "subtype1" "subtype4" "subtype5" "subtype2"
[241] "subtype6" "subtype5" "subtype5" "subtype5" "subtype6" "subtype4"
[247] "subtype4" "subtype3" "subtype2" "subtype5" "subtype4" "subtype2"
[253] "subtype1" "subtype2" "subtype3" "subtype4" "subtype5" "subtype4"
[259] "subtype3" "subtype4" "subtype2" "subtype2" "subtype4" "subtype3"
[265] "subtype2" "subtype1" "subtype5" "subtype3" "subtype1" "subtype5"
[271] "subtype6" "subtype6" "subtype5" "subtype5" "subtype4" "subtype4"
[277] "subtype1" "subtype6" "subtype4" "subtype4" "subtype1" "subtype2"
[283] "subtype1" "subtype6" "subtype1" "subtype4" "subtype5" "subtype1"
[289] "subtype5" "subtype5" "subtype2" "subtype1" "subtype4" "subtype1"
[295] "subtype5" "subtype5" "subtype6" "subtype1" "subtype2" "subtype4"
[301] "subtype1" "subtype1" "subtype5" "subtype5" "subtype5" "subtype4"
[307] "subtype5" "subtype4" "subtype3" "subtype3" "subtype3" "subtype1"
[313] "subtype4" "subtype3" "subtype2" "subtype4" "subtype2" "subtype2"
[319] "subtype1" "subtype5" "subtype1" "subtype3" "subtype6" "subtype3"
[325] "subtype5" "subtype2" "subtype6" "subtype1" "subtype1" "subtype2"
[331] "subtype3" "subtype1" "subtype6" "subtype3" "subtype1" "subtype6"
[337] "subtype2" "subtype3" "subtype4" "subtype2" "subtype3" "subtype3"
[343] "subtype2" "subtype2" "subtype6" "subtype2" "subtype3" "subtype2"
[349] "subtype2" "subtype1" "subtype2" "subtype2" "subtype4" "subtype2"
[355] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[361] "subtype6" "subtype1" "subtype2" "subtype6" "subtype2" "subtype2"
[367] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype6"
[373] "subtype1" "subtype4" "subtype2" "subtype1" "subtype2" "subtype2"
[379] "subtype2" "subtype6" "subtype4" "subtype3" "subtype4" "subtype5"
[385] "subtype2" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
[391] "subtype1" "subtype3" "subtype5" "subtype3" "subtype3" "subtype6"
[397] "subtype2" "subtype2" "subtype5" "subtype5" "subtype2" "subtype3"
[403] "subtype6" "subtype2" "subtype6" "subtype6" "subtype1" "subtype2"
[409] "subtype4" "subtype3" "subtype3" "subtype3" "subtype4" "subtype3"
[415] "subtype1" "subtype3" "subtype4" "subtype2" "subtype1" "subtype3"
[421] "subtype4" "subtype3" "subtype4" "subtype6" "subtype3" "subtype4"
[427] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype6"
[433] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[439] "subtype6" "subtype2" "subtype1" "subtype1" "subtype5" "subtype2"
[445] "subtype5" "subtype5" "subtype3" "subtype2" "subtype1" "subtype5"
[451] "subtype2" "subtype3" "subtype1" "subtype3"
  [1] "subtype1" "subtype2" "subtype3" "subtype4" "subtype2" "subtype3"
  [7] "subtype3" "subtype1" "subtype4" "subtype3" "subtype4" "subtype4"
 [13] "subtype1" "subtype5" "subtype3" "subtype3" "subtype4" "subtype3"
 [19] "subtype2" "subtype3" "subtype1" "subtype4" "subtype4" "subtype4"
 [25] "subtype2" "subtype1" "subtype5" "subtype3" "subtype4" "subtype4"
 [31] "subtype2" "subtype4" "subtype1" "subtype4" "subtype1" "subtype1"
 [37] "subtype3" "subtype4" "subtype4" "subtype1" "subtype6" "subtype4"
 [43] "subtype2" "subtype4" "subtype2" "subtype6" "subtype6" "subtype5"
 [49] "subtype6" "subtype6" "subtype2" "subtype6" "subtype4" "subtype2"
 [55] "subtype2" "subtype2" "subtype1" "subtype6" "subtype5" "subtype6"
 [61] "subtype6" "subtype4" "subtype6" "subtype6" "subtype1" "subtype6"
 [67] "subtype6" "subtype2" "subtype1" "subtype4" "subtype1" "subtype2"
 [73] "subtype6" "subtype6" "subtype2" "subtype1" "subtype6" "subtype6"
 [79] "subtype1" "subtype4" "subtype2" "subtype2" "subtype3" "subtype3"
 [85] "subtype1" "subtype6" "subtype2" "subtype6" "subtype1" "subtype1"
 [91] "subtype3" "subtype6" "subtype1" "subtype1" "subtype3" "subtype3"
 [97] "subtype4" "subtype2" "subtype3" "subtype4" "subtype1" "subtype2"
[103] "subtype6" "subtype6" "subtype2" "subtype4" "subtype2" "subtype4"
[109] "subtype5" "subtype2" "subtype1" "subtype2" "subtype2" "subtype6"
[115] "subtype2" "subtype4" "subtype1" "subtype5" "subtype1" "subtype5"
[121] "subtype4" "subtype1" "subtype2" "subtype1" "subtype1" "subtype4"
[127] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[133] "subtype1" "subtype6" "subtype3" "subtype1" "subtype1" "subtype4"
[139] "subtype3" "subtype4" "subtype4" "subtype1" "subtype2" "subtype3"
[145] "subtype6" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype4" "subtype4" "subtype4" "subtype1" "subtype1" "subtype3"
[157] "subtype3" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
[163] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype6"
[169] "subtype1" "subtype1" "subtype3" "subtype4" "subtype1" "subtype4"
[175] "subtype4" "subtype6" "subtype6" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype5" "subtype2" "subtype3" "subtype4" "subtype3"
[187] "subtype2" "subtype5" "subtype3" "subtype1" "subtype1" "subtype1"
[193] "subtype4" "subtype2" "subtype4" "subtype6" "subtype4" "subtype1"
[199] "subtype6" "subtype1" "subtype1" "subtype1" "subtype5" "subtype4"
[205] "subtype4" "subtype1" "subtype2" "subtype4" "subtype4" "subtype1"
[211] "subtype3" "subtype5" "subtype2" "subtype3" "subtype5" "subtype2"
[217] "subtype3" "subtype6" "subtype4" "subtype6" "subtype2" "subtype3"
[223] "subtype1" "subtype1" "subtype5" "subtype6" "subtype2" "subtype5"
[229] "subtype2" "subtype4" "subtype1" "subtype2" "subtype2" "subtype6"
[235] "subtype1" "subtype5" "subtype1" "subtype4" "subtype5" "subtype2"
[241] "subtype6" "subtype5" "subtype5" "subtype5" "subtype6" "subtype4"
[247] "subtype4" "subtype3" "subtype2" "subtype5" "subtype4" "subtype2"
[253] "subtype1" "subtype2" "subtype3" "subtype4" "subtype5" "subtype4"
[259] "subtype3" "subtype4" "subtype2" "subtype2" "subtype4" "subtype3"
[265] "subtype2" "subtype1" "subtype5" "subtype3" "subtype1" "subtype5"
[271] "subtype6" "subtype6" "subtype5" "subtype5" "subtype4" "subtype4"
[277] "subtype1" "subtype6" "subtype4" "subtype4" "subtype1" "subtype2"
[283] "subtype1" "subtype6" "subtype1" "subtype4" "subtype5" "subtype1"
[289] "subtype5" "subtype5" "subtype2" "subtype1" "subtype4" "subtype1"
[295] "subtype5" "subtype5" "subtype6" "subtype1" "subtype2" "subtype4"
[301] "subtype1" "subtype1" "subtype5" "subtype5" "subtype5" "subtype4"
[307] "subtype5" "subtype4" "subtype3" "subtype3" "subtype3" "subtype1"
[313] "subtype4" "subtype3" "subtype2" "subtype4" "subtype2" "subtype2"
[319] "subtype1" "subtype5" "subtype1" "subtype3" "subtype6" "subtype3"
[325] "subtype5" "subtype2" "subtype6" "subtype1" "subtype1" "subtype2"
[331] "subtype3" "subtype1" "subtype6" "subtype3" "subtype1" "subtype6"
[337] "subtype2" "subtype3" "subtype4" "subtype2" "subtype3" "subtype3"
[343] "subtype2" "subtype2" "subtype6" "subtype2" "subtype3" "subtype2"
[349] "subtype2" "subtype1" "subtype2" "subtype2" "subtype4" "subtype2"
[355] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[361] "subtype6" "subtype1" "subtype2" "subtype6" "subtype2" "subtype2"
[367] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype6"
[373] "subtype1" "subtype4" "subtype2" "subtype1" "subtype2" "subtype2"
[379] "subtype2" "subtype6" "subtype4" "subtype3" "subtype4" "subtype5"
[385] "subtype2" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
[391] "subtype1" "subtype3" "subtype5" "subtype3" "subtype3" "subtype6"
[397] "subtype2" "subtype2" "subtype5" "subtype5" "subtype2" "subtype3"
[403] "subtype6" "subtype2" "subtype6" "subtype6" "subtype1" "subtype2"
[409] "subtype4" "subtype3" "subtype3" "subtype3" "subtype4" "subtype3"
[415] "subtype1" "subtype3" "subtype4" "subtype2" "subtype1" "subtype3"
[421] "subtype4" "subtype3" "subtype4" "subtype6" "subtype3" "subtype4"
[427] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype6"
[433] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[439] "subtype6" "subtype2" "subtype1" "subtype1" "subtype5" "subtype2"
[445] "subtype5" "subtype5" "subtype3" "subtype2" "subtype1" "subtype5"
[451] "subtype2" "subtype3" "subtype1" "subtype3"
D5V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      54       11        22       14
  subtype2      42        9        19       20
  subtype3      39       12        24       11
  subtype4      44        7        17        8
  subtype5      33        2         9        0
  subtype6       7        3        24       23
D5V3, multiclass
          vv
clus       T1 T2 T3 T4
  subtype1 54 15 31  1
  subtype2 43 10 32  5
  subtype3 41 12 33  0
  subtype4 45  7 23  1
  subtype5 33  2  9  0
  subtype6  8  8 37  4
D5V4, multiclass
D5V5, binary
          cls
clus        0  1
  subtype1 48  1
  subtype2 46  2
  subtype3 43  2
  subtype4 35  3
  subtype5 13  0
  subtype6 23  8
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   48    1
  subtype2   46    2
  subtype3   43    2
  subtype4   35    3
  subtype5   13    0
  subtype6   23    8
D5V6, binary
          cls
clus        0  1
  subtype1 87 14
  subtype2 71 19
  subtype3 75 11
  subtype4 68  8
  subtype5 44  0
  subtype6 34 23
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   87   14
  subtype2   71   19
  subtype3   75   11
  subtype4   68    8
  subtype5   44    0
  subtype6   34   23
D5V7, binary
          cls
clus        0  1
  subtype1 44 57
  subtype2 29 61
  subtype3 27 59
  subtype4 18 58
  subtype5 18 26
  subtype6 15 42
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   44   57
  subtype2   29   61
  subtype3   27   59
  subtype4   18   58
  subtype5   18   26
  subtype6   15   42
D5V8, continuous
[1] "Remove cluster labels:" "subtype4"              
clus
subtype1 subtype2 subtype3 subtype4 subtype5 subtype6 
       7        8       10        2        4        3 
 [1] "subtype3" "subtype3" "subtype1" "subtype2" "subtype3" "subtype2"
 [7] "subtype3" "subtype2" "subtype6" "subtype1" "subtype1" "subtype6"
[13] "subtype2" "subtype6" "subtype2" "subtype3" "subtype3" "subtype1"
[19] "subtype3" "subtype1" "subtype1" "subtype5" "subtype2" "subtype5"
[25] "subtype5" "subtype3" "subtype2" "subtype1" "subtype5" "subtype2"
[31] "subtype3" "subtype3"
D5V9, continuous
[1] "Remove cluster labels:" "subtype3"               "subtype4"              
[4] "subtype6"              
clus
subtype3 subtype4 subtype6 
       1        1        1 
character(0)

Clustering(6) Variable = RPPA_CHIERARCHICAL
D6V1, survival
          sevent
clus2        0   1
  subtype1 146  43
  subtype2 102  51
  subtype3  50  62
subtype1 subtype2 subtype3 
     189      153      112 
subtype1 subtype2 subtype3 
      43       51       62 
$subtype1
TCGA-A3-3308 TCGA-A3-3316 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3329 
        0.53        49.08        49.58        48.56        38.99        23.21 
TCGA-A3-3331 TCGA-A3-3349 TCGA-A3-3357 TCGA-A3-3362 TCGA-A3-3365 TCGA-A3-3370 
       48.82        45.53        46.85        51.25        28.67        25.51 
TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3380 TCGA-A3-3382 TCGA-AK-3444 TCGA-AK-3451 
       10.98        35.18        18.64        18.87        48.36        48.69 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4701 TCGA-B0-4703 TCGA-B0-4710 TCGA-B0-4819 
       18.97         1.38         7.79         5.98         3.12         6.02 
TCGA-B0-4823 TCGA-B0-4837 TCGA-B0-4843 TCGA-B0-5080 TCGA-B0-5088 TCGA-B0-5095 
       14.93        45.30        11.64        11.24        18.51         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5099 TCGA-B0-5100 TCGA-B0-5106 TCGA-B0-5108 
        2.20        21.86        15.95        62.89        52.50        29.95 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5120 TCGA-B0-5693 TCGA-B0-5702 
       35.90        11.80        26.20        16.21       101.10        52.73 
TCGA-B0-5706 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B2-3924 TCGA-B2-4098 
       79.36        48.03        96.36        89.49        12.20         1.64 
TCGA-B2-4099 TCGA-B2-5633 TCGA-B2-5636 TCGA-B4-5378 TCGA-B4-5834 TCGA-B8-4146 
       12.26        11.77         8.71         5.75         1.25        16.80 
TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5549 TCGA-B8-5552 
        1.02        27.02        24.23        17.16         6.38        12.89 
TCGA-B8-5553 TCGA-BP-4165 TCGA-BP-4169 TCGA-BP-4170 TCGA-BP-4174 TCGA-BP-4326 
       14.30        99.85        23.05        77.03        61.78        53.39 
TCGA-BP-4331 TCGA-BP-4332 TCGA-BP-4341 TCGA-BP-4342 TCGA-BP-4344 TCGA-BP-4349 
       80.65        37.25        52.24        74.17        54.77        12.23 
TCGA-BP-4353 TCGA-BP-4355 TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       12.33        31.33        72.59        77.98        77.62        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4777 
       41.75        71.80        61.68        61.94        60.56        56.91 
TCGA-BP-4781 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4797 TCGA-BP-4799 
       68.38        60.95        48.95        36.53        36.39        37.25 
TCGA-BP-4801 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4961 
       36.95         6.67        47.97         6.94        87.45        63.62 
TCGA-BP-4962 TCGA-BP-4964 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4974 
       58.68        61.22        14.20        48.89        49.35         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4987 TCGA-BP-4991 
       47.11        53.65        33.30        25.81        36.95        46.45 
TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-4999 TCGA-BP-5006 TCGA-BP-5007 
        5.79        45.07        30.61        41.62        27.62        37.48 
TCGA-BP-5008 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5168 TCGA-BP-5177 TCGA-BP-5181 
       35.21        36.23        28.83        48.10         9.63        49.15 
TCGA-BP-5182 TCGA-BP-5184 TCGA-BP-5186 TCGA-BP-5187 TCGA-BP-5192 TCGA-BP-5194 
       38.30        37.25        22.78        13.35        23.47        13.41 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-BP-5202 TCGA-CJ-4634 
       33.47        19.82        44.52        34.95         0.95        59.84 
TCGA-CJ-4642 TCGA-CJ-4868 TCGA-CJ-4870 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4878 
       53.49        21.21        49.22        79.63        47.18        71.87 
TCGA-CJ-4886 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4899 
       64.14        63.95        68.55        24.62        27.65        50.20 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 
       41.88        47.67        49.94        51.25        58.92        49.15 
TCGA-CJ-4908 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5676 
       50.30         3.02         4.57        18.81        63.85        84.66 
TCGA-CJ-5682 TCGA-CJ-5684 TCGA-CJ-6032 TCGA-CW-5583 TCGA-CW-5588 TCGA-CW-5589 
       61.91        73.32        83.77        81.83        66.28        78.15 
TCGA-CW-5590 TCGA-CW-6088 TCGA-CW-6090 TCGA-CW-6093 TCGA-CZ-4856 TCGA-CZ-4859 
       35.34        75.98        83.90        79.89         0.59        58.75 
TCGA-CZ-4865 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5457 TCGA-CZ-5459 TCGA-CZ-5461 
        5.42         0.82        23.74        55.30        55.30        10.85 
TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5982 TCGA-CZ-5988 TCGA-DV-5566 TCGA-DV-5567 
       21.76        47.54        80.19        22.78        45.96        29.88 
TCGA-DV-5568 TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 
       12.16        11.67        37.15        23.77        33.04        23.90 
TCGA-EU-5904 TCGA-EU-5905 TCGA-EU-5907 
       18.08         3.88         4.14 

$subtype2
TCGA-A3-3306 TCGA-A3-3311 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3323 TCGA-A3-3326 
       36.82        39.12        49.02        37.15        36.33        37.38 
TCGA-A3-3336 TCGA-A3-3347 TCGA-A3-3351 TCGA-A3-3352 TCGA-A3-3367 TCGA-A3-3372 
       34.29        52.93        29.92        18.44        34.65        24.16 
TCGA-A3-3383 TCGA-A3-3385 TCGA-A3-3387 TCGA-B0-4691 TCGA-B0-4693 TCGA-B0-4712 
       28.31        23.87        20.25         4.57         2.53        43.96 
TCGA-B0-4811 TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4822 TCGA-B0-4824 TCGA-B0-4836 
       46.59        45.04        16.77        36.53        54.48        40.70 
TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 
       27.42        53.85        65.26        39.42        26.04         2.27 
TCGA-B0-4852 TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5081 TCGA-B0-5085 TCGA-B0-5092 
       36.85        20.94        43.27        11.90        25.28        15.09 
TCGA-B0-5104 TCGA-B0-5116 TCGA-B0-5399 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5692 
       90.44        21.60        21.44        14.76        79.13        48.89 
TCGA-B0-5694 TCGA-B0-5697 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5701 TCGA-B0-5705 
       15.75        60.33        84.92        90.08        56.94       120.59 
TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 TCGA-B2-5639 
       61.28        97.41         6.18         6.64        10.36        13.71 
TCGA-B2-5641 TCGA-B4-5377 TCGA-B4-5832 TCGA-B4-5835 TCGA-B4-5843 TCGA-B8-4143 
       10.65         9.57         0.23         0.53         0.36        23.31 
TCGA-B8-4153 TCGA-B8-5159 TCGA-B8-5164 TCGA-B8-5546 TCGA-B8-5550 TCGA-B8-5551 
       25.02        23.74         0.99        16.60        14.27         0.49 
TCGA-BP-4158 TCGA-BP-4161 TCGA-BP-4164 TCGA-BP-4173 TCGA-BP-4325 TCGA-BP-4330 
      111.02        90.28        32.61        62.24        97.45        62.07 
TCGA-BP-4343 TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4351 TCGA-BP-4768 TCGA-BP-4776 
       62.86        49.08        44.94        31.86        13.15        13.48 
TCGA-BP-4963 TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4973 TCGA-BP-4977 
       60.30        61.51         6.71        57.37        45.50        14.93 
TCGA-BP-4981 TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4992 TCGA-BP-5000 TCGA-BP-5001 
       36.07        46.42        31.27        16.44        18.51        38.70 
TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 TCGA-BP-5183 TCGA-BP-5185 TCGA-BP-5189 
        1.78        74.20        52.27        42.44        37.22        27.02 
TCGA-BP-5190 TCGA-BP-5191 TCGA-BP-5195 TCGA-BP-5201 TCGA-CJ-4635 TCGA-CJ-4640 
       33.21        31.76        24.59        31.27        46.55        65.69 
TCGA-CJ-4869 TCGA-CJ-4873 TCGA-CJ-4874 TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4881 
       83.97        74.24        75.06        77.36        64.27        66.18 
TCGA-CJ-4884 TCGA-CJ-4887 TCGA-CJ-4895 TCGA-CJ-4897 TCGA-CJ-4907 TCGA-CJ-4912 
       57.83        30.61        39.45        59.44        49.25        54.44 
TCGA-CJ-4916 TCGA-CJ-5672 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5683 
       45.11        72.00        25.71        18.84        22.29        62.10 
TCGA-CJ-5686 TCGA-CJ-6027 TCGA-CJ-6030 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5584 
       67.00        60.99        75.55        64.57        92.02         5.39 
TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5591 TCGA-CW-6087 TCGA-CW-6096 TCGA-CW-6097 
       85.78        73.18        74.63         1.35        69.93        18.74 
TCGA-CZ-4853 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4866 TCGA-CZ-5451 
       25.45        60.59        63.35        93.04        61.38        63.42 
TCGA-CZ-5452 TCGA-CZ-5455 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5464 TCGA-CZ-5466 
       58.82        18.44        56.28        56.91        57.21        22.52 
TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5986 
        2.40         1.94        31.07        67.92        65.65        12.26 
TCGA-CZ-5989 TCGA-DV-5565 TCGA-EU-5906 
       62.63        43.69         6.77 

$subtype3
TCGA-A3-3313 TCGA-A3-3335 TCGA-A3-3346 TCGA-A3-3363 TCGA-A3-3374 TCGA-A3-3378 
       24.16        21.83         4.50        10.49        43.17        20.71 
TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3434 TCGA-AK-3436 TCGA-AK-3456 TCGA-B0-4688 
       84.36        73.08        68.58        67.17        37.55         3.32 
TCGA-B0-4690 TCGA-B0-4694 TCGA-B0-4696 TCGA-B0-4699 TCGA-B0-4700 TCGA-B0-4706 
        1.41         3.48        28.47         3.58        65.06         0.85 
TCGA-B0-4707 TCGA-B0-4713 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 
       19.69         6.61         3.22        20.25        15.68         0.59 
TCGA-B0-4814 TCGA-B0-4815 TCGA-B0-4817 TCGA-B0-4821 TCGA-B0-4827 TCGA-B0-4828 
        5.49        52.18        33.50        40.41        29.06        10.09 
TCGA-B0-4833 TCGA-B0-4834 TCGA-B0-4841 TCGA-B0-4842 TCGA-B0-4844 TCGA-B0-4848 
       78.41        68.71         6.67        56.65        10.29        29.00 
TCGA-B0-4945 TCGA-B0-5084 TCGA-B0-5094 TCGA-B0-5098 TCGA-B0-5102 TCGA-B0-5107 
       70.52         7.27        10.95        52.08        90.84        30.48 
TCGA-B0-5109 TCGA-B0-5117 TCGA-B0-5119 TCGA-B0-5121 TCGA-B0-5400 TCGA-B0-5691 
       19.27        17.59         1.94        18.21        37.22       112.80 
TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5700 TCGA-B0-5703 TCGA-B0-5707 TCGA-B0-5709 
       46.68        56.78        35.57        39.52        92.98       102.44 
TCGA-B2-3923 TCGA-B4-5836 TCGA-B4-5838 TCGA-B4-5844 TCGA-B8-4620 TCGA-B8-4621 
       11.90         4.64         5.46         0.23         7.43        25.91 
TCGA-B8-4622 TCGA-B8-5158 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4334 TCGA-BP-4335 
        5.95        20.91         3.55        27.78        21.21        15.12 
TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4345 TCGA-BP-4352 TCGA-BP-4354 TCGA-BP-4756 
        0.07        93.99        49.84        11.31        33.99        12.30 
TCGA-BP-4761 TCGA-BP-4766 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4787 TCGA-BP-4798 
        5.98        48.07        10.82         5.29        15.75        10.98 
TCGA-BP-4960 TCGA-BP-4969 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4994 TCGA-BP-5004 
       71.41        58.98        27.19         3.85        42.97        37.02 
TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 TCGA-CJ-4638 
        6.31        79.27        30.64        62.86        74.40        14.17 
TCGA-CJ-4882 TCGA-CJ-4885 TCGA-CJ-4888 TCGA-CJ-4891 TCGA-CJ-4892 TCGA-CJ-4913 
       61.91        69.86        51.48        26.89        49.97        38.56 
TCGA-CJ-5675 TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5689 TCGA-CJ-6028 TCGA-CJ-6031 
       79.86        25.25        18.12        53.26        53.42        62.63 
TCGA-CJ-6033 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4861 
        7.36        46.16        47.08        69.21         6.74        14.63 
TCGA-CZ-5460 TCGA-CZ-5462 TCGA-CZ-5470 TCGA-CZ-5987 
       47.01        10.22        12.69        14.30 

subtype1 subtype2 subtype3 
    0.53     0.23     0.07 
subtype1 subtype2 subtype3 
  101.10   120.59   112.80 
subtype1 subtype2 subtype3 
   37.15    38.70    26.40 
[1] "0.5 - 101.1 (37.1)" "0.2 - 120.6 (38.7)" "0.1 - 112.8 (26.4)"
  [1] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
  [7] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
 [13] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [25] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype3"
 [31] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [37] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
 [43] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
 [49] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [55] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype2"
 [61] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [67] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype1"
 [73] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
 [79] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype2"
 [91] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [97] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[103] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[109] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[115] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[121] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype3"
[127] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[133] "subtype3" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[139] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[145] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[151] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[157] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[163] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[169] "subtype2" "subtype3" "subtype2" "subtype1" "subtype2" "subtype3"
[175] "subtype3" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[187] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[193] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[199] "subtype1" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[205] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[211] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype1"
[217] "subtype2" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
[223] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[229] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[235] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[241] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[247] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[253] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[259] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[265] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
[271] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype3"
[277] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
[283] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[295] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype3"
[301] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[307] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[313] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[319] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[325] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[331] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[337] "subtype3" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[343] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[349] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[355] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[361] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[367] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[373] "subtype3" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
[379] "subtype3" "subtype2" "subtype3" "subtype2" "subtype3" "subtype1"
[385] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[391] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[397] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[403] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[409] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[415] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[421] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[427] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[433] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[439] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[445] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[451] "subtype1" "subtype1" "subtype2" "subtype1"
  [1] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
  [7] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
 [13] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [25] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype3"
 [31] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [37] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
 [43] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
 [49] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [55] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype2"
 [61] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [67] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype1"
 [73] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
 [79] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype2"
 [91] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [97] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[103] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[109] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[115] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[121] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype3"
[127] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[133] "subtype3" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[139] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[145] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[151] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[157] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[163] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[169] "subtype2" "subtype3" "subtype2" "subtype1" "subtype2" "subtype3"
[175] "subtype3" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[187] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[193] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[199] "subtype1" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[205] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[211] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype1"
[217] "subtype2" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
[223] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[229] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[235] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[241] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[247] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[253] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[259] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[265] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
[271] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype3"
[277] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
[283] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[295] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype3"
[301] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[307] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[313] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[319] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[325] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[331] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[337] "subtype3" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[343] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[349] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[355] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[361] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[367] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[373] "subtype3" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
[379] "subtype3" "subtype2" "subtype3" "subtype2" "subtype3" "subtype1"
[385] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[391] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[397] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[403] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[409] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[415] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[421] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[427] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[433] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[439] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[445] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[451] "subtype1" "subtype1" "subtype2" "subtype1"
  [1] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
  [7] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
 [13] "subtype1" "subtype1" "subtype3" "subtype2" "subtype3" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [25] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype3"
 [31] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [37] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
 [43] "subtype1" "subtype3" "subtype3" "subtype3" "subtype2" "subtype2"
 [49] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [55] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype2"
 [61] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [67] "subtype3" "subtype3" "subtype2" "subtype3" "subtype2" "subtype1"
 [73] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
 [79] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype2"
 [91] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [97] "subtype2" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[103] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[109] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[115] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[121] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype3"
[127] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype2"
[133] "subtype3" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[139] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[145] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[151] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[157] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[163] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype3"
[169] "subtype2" "subtype3" "subtype2" "subtype1" "subtype2" "subtype3"
[175] "subtype3" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[187] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[193] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[199] "subtype1" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[205] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[211] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype1"
[217] "subtype2" "subtype3" "subtype1" "subtype3" "subtype1" "subtype3"
[223] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[229] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[235] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[241] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[247] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[253] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[259] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[265] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype1"
[271] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype3"
[277] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype1"
[283] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[295] "subtype2" "subtype2" "subtype3" "subtype2" "subtype1" "subtype3"
[301] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[307] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[313] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[319] "subtype2" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[325] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[331] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[337] "subtype3" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[343] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[349] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[355] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[361] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[367] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[373] "subtype3" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
[379] "subtype3" "subtype2" "subtype3" "subtype2" "subtype3" "subtype1"
[385] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[391] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[397] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[403] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[409] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[415] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[421] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[427] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[433] "subtype2" "subtype3" "subtype1" "subtype2" "subtype2" "subtype2"
[439] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[445] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[451] "subtype1" "subtype1" "subtype2" "subtype1"
D6V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1     118       16        36       19
  subtype2      65       17        47       24
  subtype3      36       11        32       33
D6V3, multiclass
          vv
clus        T1  T2  T3  T4
  subtype1 120  19  48   2
  subtype2  67  20  65   1
  subtype3  37  15  52   8
D6V4, multiclass
D6V5, binary
          cls
clus        0  1
  subtype1 72  4
  subtype2 76  4
  subtype3 60  8
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   72    4
  subtype2   76    4
  subtype3   60    8
   clus
vv  subtype1 subtype2 subtype3
  0       72       76       60
  1        4        4        8
D6V6, binary
          cls
clus         0   1
  subtype1 170  19
  subtype2 130  23
  subtype3  79  33
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  170   19
  subtype2  130   23
  subtype3   79   33
    clus
vv   subtype1 subtype2 subtype3
  M0      170      130       79
  M1       19       23       33
D6V7, binary
          cls
clus         0   1
  subtype1  68 121
  subtype2  47 106
  subtype3  36  76
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   68  121
  subtype2   47  106
  subtype3   36   76
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       68       47       36
  MALE        121      106       76
D6V8, continuous
D6V9, continuous
[1] "Remove cluster labels:" "subtype2"               "subtype3"              
clus
subtype2 subtype3 
       1        2 
character(0)

Clustering(7) Variable = MRNASEQ_CNMF
D7V1, survival
          sevent
clus2        0   1
  subtype1 162  43
  subtype2  98  88
  subtype3  75  31
subtype1 subtype2 subtype3 
     205      186      106 
subtype1 subtype2 subtype3 
      43       88       31 
$subtype1
TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 
       36.82        47.21        49.58        48.56        38.99        24.69 
TCGA-A3-3326 TCGA-A3-3329 TCGA-A3-3331 TCGA-A3-3343 TCGA-A3-3351 TCGA-A3-3352 
       37.38        23.21        48.82        31.04        29.92        18.44 
TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3373 
       42.97        42.28        34.65        25.51        24.16        10.98 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-AK-3429 TCGA-AK-3434 TCGA-AK-3444 
       18.64        28.31        23.87        66.31        68.58        48.36 
TCGA-AK-3450 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3458 TCGA-AK-3460 TCGA-B0-4693 
       58.49        28.70        22.45        38.40        31.27         2.53 
TCGA-B0-4701 TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4814 TCGA-B0-4818 TCGA-B0-4824 
        7.79         3.12         3.22         5.49        16.77        54.48 
TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4845 TCGA-B0-4846 
       10.09        78.41        27.42        53.85        65.26        39.42 
TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 TCGA-B0-5077 TCGA-B0-5085 
       26.04         2.27        36.85        70.52        43.27        25.28 
TCGA-B0-5088 TCGA-B0-5099 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5110 TCGA-B0-5113 
       18.51        15.95        90.84        90.44        35.90        11.80 
TCGA-B0-5115 TCGA-B0-5119 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5402 TCGA-B0-5690 
       26.20         1.94        18.21        21.44        14.76        79.13 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5698 TCGA-B0-5699 
       48.89       101.10        46.68        56.78        84.92        90.08 
TCGA-B0-5700 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 
       35.57        39.52       120.59        48.03        96.36        89.49 
TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 
       61.28        12.20        12.26         6.18         6.64        10.36 
TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 
       13.71        11.28         9.57         1.25         4.64         0.36 
TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
        0.23        16.80        27.16        27.52        25.02        24.62 
TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5164 TCGA-B8-5549 TCGA-B8-5553 TCGA-BP-4158 
        5.95        23.74         0.99         6.38        14.30       111.02 
TCGA-BP-4160 TCGA-BP-4162 TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4170 TCGA-BP-4325 
       94.72       101.06        32.61        99.85        77.03        97.45 
TCGA-BP-4327 TCGA-BP-4330 TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4346 
        3.55        62.07        15.12        18.48        52.24        49.08 
TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4765 TCGA-BP-4766 
       44.94        12.23        12.30        72.59        71.80        48.07 
TCGA-BP-4768 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4782 
       13.15        61.94        60.56        13.48        56.91        11.64 
TCGA-BP-4807 TCGA-BP-4961 TCGA-BP-4964 TCGA-BP-4965 TCGA-BP-4968 TCGA-BP-4969 
        6.94        63.62        61.22        61.51        57.37        58.98 
TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 TCGA-BP-4982 
       45.50         7.23        47.11        53.65        36.07        33.30 
TCGA-BP-4987 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4999 TCGA-BP-5001 TCGA-BP-5004 
       36.95        46.45         5.79        41.62        38.70        37.02 
TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5168 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 
       27.62        37.48        48.10         1.78        74.20        52.27 
TCGA-BP-5181 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5190 
       49.15        42.44        37.25        37.22        22.78        33.21 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4634 
       23.47        13.41        34.95        31.27         0.95        59.84 
TCGA-CJ-4639 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4870 TCGA-CJ-4874 TCGA-CJ-4875 
       75.88        58.92        11.05        49.22        75.06        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 TCGA-CJ-4892 
       64.27        71.87        69.86        64.14        30.61        49.97 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4908 
       24.62        27.65        59.44        51.25        58.92        50.30 
TCGA-CJ-4916 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5684 TCGA-CJ-6032 TCGA-CW-5581 
       45.11        72.00        79.86        73.32        83.77        92.02 
TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4853 
        5.39        85.78        73.18        75.98        79.89        25.45 
TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-5451 TCGA-CZ-5453 
        0.59        58.75        63.35        93.04        63.42         0.82 
TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 TCGA-CZ-5460 TCGA-CZ-5463 TCGA-CZ-5465 
       18.44        55.30        56.91        47.01        21.76        47.54 
TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5989 TCGA-DV-5566 TCGA-DV-5575 TCGA-EU-5904 
       80.19        12.26        62.63        45.96        33.04        18.08 
TCGA-EU-5906 
        6.77 

$subtype2
TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3319 TCGA-A3-3323 TCGA-A3-3335 
        0.53        39.12        49.08        37.15        36.33        21.83 
TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3357 TCGA-A3-3378 TCGA-A3-3382 TCGA-A3-3387 
        4.50        52.93        46.85        20.71        18.87        20.25 
TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3436 TCGA-AK-3445 TCGA-AK-3451 TCGA-B0-4690 
      109.91        29.06        67.17        42.05        48.69         1.41 
TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4707 
        4.57         3.48        18.97         1.38        65.06        19.69 
TCGA-B0-4712 TCGA-B0-4713 TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4815 
       43.96         6.61        20.25        15.68         0.59        52.18 
TCGA-B0-4816 TCGA-B0-4817 TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4827 
       45.04        33.50         6.02        40.41        36.53        29.06 
TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4848 
       40.70        45.30        56.65        11.64        10.29        29.00 
TCGA-B0-5075 TCGA-B0-5081 TCGA-B0-5084 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 
       20.94        11.90         7.27        15.09        10.95         8.05 
TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 
        2.20        21.86        52.08        52.50        30.48        29.95 
TCGA-B0-5116 TCGA-B0-5400 TCGA-B0-5694 TCGA-B0-5701 TCGA-B0-5706 TCGA-B2-4098 
       21.60        37.22        15.75        56.94        79.36         1.64 
TCGA-B2-5633 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4143 TCGA-B8-4620 
       11.77        10.65         0.23         0.53        23.31         7.43 
TCGA-B8-4621 TCGA-B8-5158 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5550 TCGA-B8-5551 
       25.91        20.91         1.02        27.02        14.27         0.49 
TCGA-BP-4161 TCGA-BP-4167 TCGA-BP-4173 TCGA-BP-4174 TCGA-BP-4176 TCGA-BP-4326 
       90.28        89.36        62.24        61.78        64.27        53.39 
TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4353 
       93.99        74.17        62.86        31.86        11.31        12.33 
TCGA-BP-4354 TCGA-BP-4761 TCGA-BP-4771 TCGA-BP-4781 TCGA-BP-4787 TCGA-BP-4797 
       33.99         5.98         5.29        68.38        15.75        36.39 
TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4959 TCGA-BP-4960 
       10.98        37.25         6.67        47.97        87.45        71.41 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4967 TCGA-BP-4971 TCGA-BP-4977 TCGA-BP-4983 
       58.68        60.30         6.71        48.89        14.93        46.42 
TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4992 TCGA-BP-5000 
       31.27        25.81        27.19         3.85        16.44        18.51 
TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5175 TCGA-BP-5178 
       36.23        28.83         6.31        79.27        30.64        62.86 
TCGA-BP-5180 TCGA-BP-5189 TCGA-BP-5191 TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 
       74.40        27.02        31.76        24.59        33.47        19.82 
TCGA-CJ-4635 TCGA-CJ-4636 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 
       46.55        63.25        73.22        14.17        65.69        54.61 
TCGA-CJ-4868 TCGA-CJ-4869 TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4881 
       21.21        83.97        79.63        47.18        74.24        66.18 
TCGA-CJ-4882 TCGA-CJ-4884 TCGA-CJ-4888 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4895 
       61.91        57.83        51.48        68.55        26.89        39.45 
TCGA-CJ-4900 TCGA-CJ-4901 TCGA-CJ-4902 TCGA-CJ-4912 TCGA-CJ-4920 TCGA-CJ-4923 
       41.88        47.67        49.94        54.44         4.57        18.81 
TCGA-CJ-5671 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5686 
       63.85        84.66        25.71        18.84        22.29        67.00 
TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5588 
       60.99        53.42        75.55        62.63         7.36        66.28 
TCGA-CW-5590 TCGA-CW-6087 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4857 
       35.34         1.35        83.90        18.74        46.16        47.08 
TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4865 TCGA-CZ-4866 
       69.21         6.74        14.63        60.59         5.42        61.38 
TCGA-CZ-5452 TCGA-CZ-5454 TCGA-CZ-5456 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 
       58.82        23.74        56.28        55.30        10.85        10.22 
TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5984 
       57.21        22.52         1.94        31.07        12.69        67.92 
TCGA-CZ-5985 TCGA-CZ-5987 TCGA-CZ-5988 TCGA-DV-5568 TCGA-EU-5905 TCGA-EU-5907 
       65.65        14.30        22.78        12.16         3.88         4.14 

$subtype3
TCGA-A3-3313 TCGA-A3-3317 TCGA-A3-3328 TCGA-A3-3349 TCGA-A3-3362 TCGA-A3-3363 
       24.16        49.02        25.81        45.53        51.25        10.49 
TCGA-A3-3365 TCGA-A3-3374 TCGA-A3-3376 TCGA-AK-3427 TCGA-AK-3428 TCGA-AK-3431 
       28.67        43.17        35.18        84.36        73.08        60.92 
TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 
       72.07        57.34        46.78        40.01        45.90        37.55 
TCGA-AK-3461 TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4688 TCGA-B0-4696 TCGA-B0-4699 
       28.04        12.13         1.32         3.32        28.47         3.58 
TCGA-B0-4703 TCGA-B0-4706 TCGA-B0-4811 TCGA-B0-4823 TCGA-B0-4834 TCGA-B0-4841 
        5.98         0.85        46.59        14.93        68.71         6.67 
TCGA-B0-5080 TCGA-B0-5083 TCGA-B0-5100 TCGA-B0-5109 TCGA-B0-5117 TCGA-B0-5120 
       11.24        34.36        62.89        19.27        17.59        16.21 
TCGA-B0-5691 TCGA-B0-5697 TCGA-B0-5702 TCGA-B0-5707 TCGA-B0-5709 TCGA-B0-5812 
      112.80        60.33        52.73        92.98       102.44        97.41 
TCGA-B2-3923 TCGA-B2-5636 TCGA-B4-5378 TCGA-B4-5838 TCGA-B8-4619 TCGA-B8-5165 
       11.90         8.71         5.75         5.46         0.62        24.23 
TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5552 TCGA-BP-4159 TCGA-BP-4163 TCGA-BP-4166 
       17.16        16.60        12.89        85.48        93.34         0.43 
TCGA-BP-4169 TCGA-BP-4177 TCGA-BP-4329 TCGA-BP-4332 TCGA-BP-4334 TCGA-BP-4337 
       23.05        54.90        27.78        37.25        21.21         0.07 
TCGA-BP-4344 TCGA-BP-4345 TCGA-BP-4355 TCGA-BP-4759 TCGA-BP-4760 TCGA-BP-4762 
       54.77        49.84        31.33        77.98        77.62        44.15 
TCGA-BP-4763 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4784 TCGA-BP-4789 TCGA-BP-4790 
       41.75        61.68        10.82        60.95        48.95        36.53 
TCGA-BP-4795 TCGA-BP-4801 TCGA-BP-4970 TCGA-BP-4972 TCGA-BP-4994 TCGA-BP-4995 
       20.38        36.95        14.20        49.35        42.97        45.07 
TCGA-BP-4998 TCGA-BP-5008 TCGA-BP-5177 TCGA-BP-5182 TCGA-BP-5187 TCGA-BP-5199 
       30.61        35.21         9.63        38.30        13.35        44.52 
TCGA-CJ-4642 TCGA-CJ-4889 TCGA-CJ-4899 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4918 
       53.49        63.95        50.20        49.15        49.25         3.02 
TCGA-CJ-5680 TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5689 TCGA-CW-5580 
       25.25        18.12        61.91        62.10        53.26        64.57 
TCGA-CW-5583 TCGA-CW-5589 TCGA-CW-5591 TCGA-CZ-5467 TCGA-DV-5565 TCGA-DV-5567 
       81.83        78.15        74.63         2.40        43.69        29.88 
TCGA-DV-5569 TCGA-DV-5573 TCGA-DV-5574 TCGA-DV-5576 
       11.67        37.15        23.77        23.90 

subtype1 subtype2 subtype3 
    0.23     0.23     0.07 
subtype1 subtype2 subtype3 
  120.59   109.91   112.80 
subtype1 subtype2 subtype3 
   37.48    31.17    37.20 
[1] "0.2 - 120.6 (37.5)" "0.2 - 109.9 (31.2)" "0.1 - 112.8 (37.2)"
  [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
  [7] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
 [31] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
 [37] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [49] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [55] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [67] "subtype3" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
 [73] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [79] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [91] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[103] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[109] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[115] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[121] "subtype3" "subtype2" "subtype3" "subtype2" "subtype1" "subtype1"
[127] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[133] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[139] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[145] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[151] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[157] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[163] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
[169] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype3" "subtype1" "subtype2" "subtype1"
[187] "subtype1" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[193] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[199] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[211] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[223] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[229] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype3"
[235] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[241] "subtype3" "subtype1" "subtype3" "subtype2" "subtype1" "subtype1"
[247] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[259] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
[265] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[271] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[277] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[283] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[289] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[295] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype3"
[301] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[307] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[313] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[319] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[331] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[337] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype3"
[343] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[349] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[355] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[361] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[367] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[373] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[379] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[385] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[391] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[397] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[403] "subtype3" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[409] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[415] "subtype2" "subtype2" "subtype3" "subtype3" "subtype3" "subtype3"
[421] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[427] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[433] "subtype1" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[439] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[451] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[457] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[463] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[469] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[475] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[487] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[493] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
  [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
  [7] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
 [31] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
 [37] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [49] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [55] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [67] "subtype3" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
 [73] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [79] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [91] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[103] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[109] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[115] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[121] "subtype3" "subtype2" "subtype3" "subtype2" "subtype1" "subtype1"
[127] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[133] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[139] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[145] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[151] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[157] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[163] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
[169] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype3" "subtype1" "subtype2" "subtype1"
[187] "subtype1" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[193] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[199] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[211] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[223] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[229] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype3"
[235] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[241] "subtype3" "subtype1" "subtype3" "subtype2" "subtype1" "subtype1"
[247] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[259] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
[265] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[271] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[277] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[283] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[289] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[295] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype3"
[301] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[307] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[313] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[319] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[331] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[337] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype3"
[343] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[349] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[355] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[361] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[367] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[373] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[379] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[385] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[391] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[397] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[403] "subtype3" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[409] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[415] "subtype2" "subtype2" "subtype3" "subtype3" "subtype3" "subtype3"
[421] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[427] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[433] "subtype1" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[439] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[451] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[457] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[463] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[469] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[475] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[487] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[493] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
  [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
  [7] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype3" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
 [31] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
 [37] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
 [49] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [55] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype3"
 [67] "subtype3" "subtype3" "subtype2" "subtype2" "subtype1" "subtype2"
 [73] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [79] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [91] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[103] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[109] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[115] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[121] "subtype3" "subtype2" "subtype3" "subtype2" "subtype1" "subtype1"
[127] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
[133] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[139] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[145] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[151] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[157] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[163] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
[169] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype3" "subtype1" "subtype2" "subtype1"
[187] "subtype1" "subtype3" "subtype2" "subtype1" "subtype2" "subtype1"
[193] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[199] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[211] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[223] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[229] "subtype3" "subtype1" "subtype2" "subtype2" "subtype2" "subtype3"
[235] "subtype1" "subtype2" "subtype1" "subtype3" "subtype1" "subtype3"
[241] "subtype3" "subtype1" "subtype3" "subtype2" "subtype1" "subtype1"
[247] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[259] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype3"
[265] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[271] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[277] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[283] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[289] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[295] "subtype1" "subtype1" "subtype2" "subtype1" "subtype1" "subtype3"
[301] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[307] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[313] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[319] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[331] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[337] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype3"
[343] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[349] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[355] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[361] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[367] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[373] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[379] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[385] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[391] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[397] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[403] "subtype3" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[409] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[415] "subtype2" "subtype2" "subtype3" "subtype3" "subtype3" "subtype3"
[421] "subtype1" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[427] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[433] "subtype1" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[439] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[451] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[457] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[463] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype2"
[469] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[475] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[487] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[493] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
D7V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1     121       21        40       23
  subtype2      57       21        64       44
  subtype3      62       12        20       12
D7V3, multiclass
          vv
clus        T1  T2  T3  T4
  subtype1 121  24  58   2
  subtype2  61  28  91   6
  subtype3  63  13  27   3
D7V4, multiclass
D7V5, binary
          cls
clus        0  1
  subtype1 98  2
  subtype2 86 12
  subtype3 49  3
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   98    2
  subtype2   86   12
  subtype3   49    3
   clus
vv  subtype1 subtype2 subtype3
  0       98       86       49
  1        2       12        3
D7V6, binary
          cls
clus         0   1
  subtype1 182  23
  subtype2 142  44
  subtype3  95  11
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  182   23
  subtype2  142   44
  subtype3   95   11
    clus
vv   subtype1 subtype2 subtype3
  M0      182      142       95
  M1       23       44       11
D7V7, binary
          cls
clus         0   1
  subtype1  92 113
  subtype2  44 142
  subtype3  34  72
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   92  113
  subtype2   44  142
  subtype3   34   72
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       92       44       34
  MALE        113      142       72
D7V8, continuous
D7V9, continuous
[1] "Remove cluster labels:" "subtype1"               "subtype2"              
clus
subtype1 subtype2 
       2        2 
character(0)

Clustering(8) Variable = MRNASEQ_CHIERARCHICAL
D8V1, survival
          sevent
clus2        0   1
  subtype1 169  46
  subtype2 104  98
  subtype3  62  18
subtype1 subtype2 subtype3 
     215      202       80 
subtype1 subtype2 subtype3 
      46       98       18 
$subtype1
TCGA-A3-3306 TCGA-A3-3307 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3324 TCGA-A3-3325 
       36.82        47.21        49.58        48.56        38.99        24.69 
TCGA-A3-3326 TCGA-A3-3329 TCGA-A3-3331 TCGA-A3-3343 TCGA-A3-3349 TCGA-A3-3351 
       37.38        23.21        48.82        31.04        45.53        29.92 
TCGA-A3-3352 TCGA-A3-3358 TCGA-A3-3359 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 
       18.44        42.97        42.28        28.67        34.65        25.51 
TCGA-A3-3372 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 
       24.16        10.98        35.18        18.64        28.31        23.87 
TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3434 TCGA-AK-3444 TCGA-AK-3450 TCGA-AK-3454 
       73.08        66.31        68.58        48.36        58.49        28.70 
TCGA-AK-3455 TCGA-AK-3458 TCGA-AK-3460 TCGA-AK-3461 TCGA-B0-4693 TCGA-B0-4701 
       22.45        38.40        31.27        28.04         2.53         7.79 
TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4811 TCGA-B0-4814 
        0.85         3.12         3.22        20.25        46.59         5.49 
TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4838 TCGA-B0-4841 
       16.77        54.48        10.09        78.41        27.42         6.67 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       65.26        39.42        26.04         2.27        36.85        70.52 
TCGA-B0-5077 TCGA-B0-5085 TCGA-B0-5099 TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5110 
       43.27        25.28        15.95        90.84        90.44        35.90 
TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5119 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5690 
       11.80        26.20         1.94        18.21        21.44        79.13 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5696 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5703 
       48.89       101.10        56.78        84.92        90.08        39.52 
TCGA-B0-5705 TCGA-B0-5710 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B2-3924 
      120.59        48.03        96.36        89.49        61.28        12.20 
TCGA-B2-4099 TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5635 TCGA-B2-A4SR TCGA-B4-5377 
       12.26         6.18         6.64        10.36        11.28         9.57 
TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 
        1.25         4.64         0.36         0.23        16.80        27.16 
TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5164 
       27.52        25.02        24.62         5.95        23.74         0.99 
TCGA-B8-5553 TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4160 TCGA-BP-4161 TCGA-BP-4162 
       14.30       111.02        85.48        94.72        90.28       101.06 
TCGA-BP-4164 TCGA-BP-4165 TCGA-BP-4170 TCGA-BP-4174 TCGA-BP-4325 TCGA-BP-4327 
       32.61        99.85        77.03        61.78        97.45         3.55 
TCGA-BP-4330 TCGA-BP-4332 TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4341 TCGA-BP-4344 
       62.07        37.25        15.12        18.48        52.24        54.77 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4349 TCGA-BP-4351 TCGA-BP-4355 TCGA-BP-4758 
       49.08        44.94        12.23        31.86        31.33        72.59 
TCGA-BP-4765 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4774 TCGA-BP-4775 TCGA-BP-4776 
       71.80        48.07        13.15        61.94        60.56        13.48 
TCGA-BP-4777 TCGA-BP-4789 TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4964 TCGA-BP-4965 
       56.91        48.95        63.62        60.30        61.22        61.51 
TCGA-BP-4969 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 
       58.98        45.50         7.23        47.11        53.65        36.07 
TCGA-BP-4982 TCGA-BP-4987 TCGA-BP-4991 TCGA-BP-4993 TCGA-BP-4999 TCGA-BP-5001 
       33.30        36.95        46.45         5.79        41.62        38.70 
TCGA-BP-5004 TCGA-BP-5006 TCGA-BP-5007 TCGA-BP-5168 TCGA-BP-5173 TCGA-BP-5176 
       37.02        27.62        37.48        48.10         1.78        52.27 
TCGA-BP-5177 TCGA-BP-5181 TCGA-BP-5183 TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 
        9.63        49.15        42.44        37.25        37.22        22.78 
TCGA-BP-5190 TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       33.21        23.47        13.41        34.95        31.27         0.95 
TCGA-CJ-4634 TCGA-CJ-4639 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4870 TCGA-CJ-4874 
       59.84        75.88        58.92        11.05        49.22        75.06 
TCGA-CJ-4875 TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4885 TCGA-CJ-4886 TCGA-CJ-4887 
       77.36        64.27        71.87        69.86        64.14        30.61 
TCGA-CJ-4892 TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4902 
       49.97        24.62        27.65        59.44        50.20        49.94 
TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4905 TCGA-CJ-4908 TCGA-CJ-4916 TCGA-CJ-5672 
       51.25        58.92        49.15        50.30        45.11        72.00 
TCGA-CJ-5675 TCGA-CJ-5678 TCGA-CJ-5686 TCGA-CJ-6032 TCGA-CW-5583 TCGA-CW-5585 
       79.86        18.84        67.00        83.77        81.83        85.78 
TCGA-CW-5587 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4859 
       73.18        75.98        79.89        25.45         0.59        58.75 
TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5455 TCGA-CZ-5457 
       63.35        93.04        63.42         0.82        18.44        55.30 
TCGA-CZ-5460 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5986 
       47.01        21.76        47.54        12.69        80.19        12.26 
TCGA-CZ-5989 TCGA-DV-5575 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 
       62.63        33.04        18.08         6.77         4.14 

$subtype2
TCGA-A3-3308 TCGA-A3-3311 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3319 TCGA-A3-3323 
        0.53        39.12        49.08        49.02        37.15        36.33 
TCGA-A3-3335 TCGA-A3-3346 TCGA-A3-3347 TCGA-A3-3357 TCGA-A3-3378 TCGA-A3-3382 
       21.83         4.50        52.93        46.85        20.71        18.87 
TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3431 TCGA-AK-3436 TCGA-AK-3445 
       20.25       109.91        29.06        60.92        67.17        42.05 
TCGA-AK-3451 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 TCGA-B0-4696 
       48.69         3.32         1.41         4.57         3.48        28.47 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4703 TCGA-B0-4707 TCGA-B0-4712 
       18.97         1.38        65.06         5.98        19.69        43.96 
TCGA-B0-4713 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4816 TCGA-B0-4817 
        6.61        15.68         0.59        52.18        45.04        33.50 
TCGA-B0-4819 TCGA-B0-4821 TCGA-B0-4822 TCGA-B0-4827 TCGA-B0-4836 TCGA-B0-4837 
        6.02        40.41        36.53        29.06        40.70        45.30 
TCGA-B0-4842 TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4848 TCGA-B0-5075 TCGA-B0-5080 
       56.65        11.64        10.29        29.00        20.94        11.24 
TCGA-B0-5081 TCGA-B0-5088 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5095 TCGA-B0-5096 
       11.90        18.51        15.09        10.95         8.05         2.20 
TCGA-B0-5097 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5116 
       21.86        52.50        30.48        29.95        19.27        21.60 
TCGA-B0-5120 TCGA-B0-5400 TCGA-B0-5402 TCGA-B0-5694 TCGA-B0-5701 TCGA-B0-5706 
       16.21        37.22        14.76        15.75        56.94        79.36 
TCGA-B0-5709 TCGA-B2-5633 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5838 TCGA-B8-4143 
      102.44        11.77        10.65         0.23         5.46        23.31 
TCGA-B8-4620 TCGA-B8-5158 TCGA-B8-5162 TCGA-B8-5163 TCGA-B8-5549 TCGA-B8-5550 
        7.43        20.91         1.02        27.02         6.38        14.27 
TCGA-B8-5551 TCGA-BP-4163 TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4173 TCGA-BP-4176 
        0.49        93.34        89.36        23.05        62.24        64.27 
TCGA-BP-4326 TCGA-BP-4329 TCGA-BP-4337 TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4343 
       53.39        27.78         0.07        93.99        74.17        62.86 
TCGA-BP-4345 TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4759 TCGA-BP-4761 
       49.84        11.31        12.33        33.99        77.98         5.98 
TCGA-BP-4763 TCGA-BP-4770 TCGA-BP-4771 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4787 
       41.75        10.82         5.29        68.38        11.64        15.75 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4803 TCGA-BP-4804 TCGA-BP-4959 
       36.39        10.98        37.25         6.67        47.97        87.45 
TCGA-BP-4960 TCGA-BP-4962 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4971 TCGA-BP-4977 
       71.41        58.68         6.71        57.37        48.89        14.93 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4992 
       46.42        31.27        25.81        27.19         3.85        16.44 
TCGA-BP-5000 TCGA-BP-5009 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5174 
       18.51        36.23        28.83         6.31        79.27        74.20 
TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5187 TCGA-BP-5189 TCGA-BP-5191 
       30.64        62.86        74.40        13.35        27.02        31.76 
TCGA-BP-5195 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-CJ-4635 TCGA-CJ-4636 
       24.59        33.47        19.82        44.52        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4868 TCGA-CJ-4869 
       73.22        14.17        65.69        54.61        21.21        83.97 
TCGA-CJ-4871 TCGA-CJ-4872 TCGA-CJ-4873 TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4884 
       79.63        47.18        74.24        66.18        61.91        57.83 
TCGA-CJ-4888 TCGA-CJ-4890 TCGA-CJ-4891 TCGA-CJ-4895 TCGA-CJ-4900 TCGA-CJ-4901 
       51.48        68.55        26.89        39.45        41.88        47.67 
TCGA-CJ-4912 TCGA-CJ-4918 TCGA-CJ-4920 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5676 
       54.44         3.02         4.57        18.81        63.85        84.66 
TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-5680 TCGA-CJ-5682 TCGA-CJ-6027 TCGA-CJ-6028 
       25.71        22.29        25.25        61.91        60.99        53.42 
TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5588 TCGA-CW-5590 
       75.55        62.63         7.36        64.57        66.28        35.34 
TCGA-CW-6087 TCGA-CW-6090 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 
        1.35        83.90        18.74        46.16        47.08        69.21 
TCGA-CZ-4860 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4865 TCGA-CZ-4866 TCGA-CZ-5452 
        6.74        14.63        60.59         5.42        61.38        58.82 
TCGA-CZ-5454 TCGA-CZ-5456 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5461 TCGA-CZ-5462 
       23.74        56.28        56.91        55.30        10.85        10.22 
TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 TCGA-CZ-5984 TCGA-CZ-5985 
       57.21        22.52         1.94        31.07        67.92        65.65 
TCGA-CZ-5987 TCGA-CZ-5988 TCGA-DV-5568 TCGA-EU-5905 
       14.30        22.78        12.16         3.88 

$subtype3
TCGA-A3-3313 TCGA-A3-3328 TCGA-A3-3362 TCGA-A3-3363 TCGA-A3-3374 TCGA-AK-3427 
       24.16        25.81        51.25        10.49        43.17        84.36 
TCGA-AK-3433 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3447 TCGA-AK-3453 TCGA-AK-3456 
       72.07        57.34        46.78        40.01        45.90        37.55 
TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4699 TCGA-B0-4823 TCGA-B0-4834 TCGA-B0-4839 
       12.13         1.32         3.58        14.93        68.71        53.85 
TCGA-B0-5083 TCGA-B0-5084 TCGA-B0-5098 TCGA-B0-5100 TCGA-B0-5117 TCGA-B0-5691 
       34.36         7.27        52.08        62.89        17.59       112.80 
TCGA-B0-5695 TCGA-B0-5697 TCGA-B0-5700 TCGA-B0-5702 TCGA-B0-5707 TCGA-B0-5812 
       46.68        60.33        35.57        52.73        92.98        97.41 
TCGA-B2-3923 TCGA-B2-4098 TCGA-B2-5636 TCGA-B2-5639 TCGA-B4-5378 TCGA-B4-5835 
       11.90         1.64         8.71        13.71         5.75         0.53 
TCGA-B8-4619 TCGA-B8-4621 TCGA-B8-5165 TCGA-B8-5545 TCGA-B8-5546 TCGA-B8-5552 
        0.62        25.91        24.23        17.16        16.60        12.89 
TCGA-BP-4166 TCGA-BP-4177 TCGA-BP-4334 TCGA-BP-4756 TCGA-BP-4760 TCGA-BP-4762 
        0.43        54.90        21.21        12.30        77.62        44.15 
TCGA-BP-4769 TCGA-BP-4784 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4801 TCGA-BP-4807 
       61.68        60.95        36.53        20.38        36.95         6.94 
TCGA-BP-4970 TCGA-BP-4972 TCGA-BP-4994 TCGA-BP-4995 TCGA-BP-4998 TCGA-BP-5008 
       14.20        49.35        42.97        45.07        30.61        35.21 
TCGA-BP-5182 TCGA-CJ-4642 TCGA-CJ-4889 TCGA-CJ-4907 TCGA-CJ-5681 TCGA-CJ-5683 
       38.30        53.49        63.95        49.25        18.12        62.10 
TCGA-CJ-5684 TCGA-CJ-5689 TCGA-CW-5581 TCGA-CW-5584 TCGA-CW-5589 TCGA-CW-5591 
       73.32        53.26        92.02         5.39        78.15        74.63 
TCGA-CZ-5467 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5567 TCGA-DV-5569 TCGA-DV-5573 
        2.40        43.69        45.96        29.88        11.67        37.15 
TCGA-DV-5574 TCGA-DV-5576 
       23.77        23.90 

subtype1 subtype2 subtype3 
    0.23     0.07     0.43 
subtype1 subtype2 subtype3 
  120.59   109.91   112.80 
subtype1 subtype2 subtype3 
   38.40    30.56    37.05 
[1] "0.2 - 120.6 (38.4)" "0.1 - 109.9 (30.6)" "0.4 - 112.8 (37.0)"
  [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
  [7] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype1"
 [31] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [37] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype2" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [55] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
 [67] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [73] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [79] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [91] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[103] "subtype3" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[109] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[115] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[121] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype2"
[127] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[133] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[145] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
[151] "subtype2" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[157] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype3"
[163] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
[169] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[175] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype1"
[187] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[193] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[199] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
[205] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[211] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[223] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[229] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[235] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[241] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[247] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[253] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[259] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[265] "subtype2" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[271] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[277] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[283] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[289] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[295] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[301] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[307] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[313] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[319] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[331] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[337] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[343] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[349] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[355] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[361] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[367] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[373] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[379] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[385] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[391] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[397] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[403] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[409] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[415] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[421] "subtype3" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[427] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[433] "subtype3" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[439] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[451] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[457] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[463] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[469] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[475] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype3"
[487] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[493] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
  [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
  [7] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype1"
 [31] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [37] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype2" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [55] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
 [67] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [73] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [79] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [91] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[103] "subtype3" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[109] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[115] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[121] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype2"
[127] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[133] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[145] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
[151] "subtype2" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[157] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype3"
[163] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
[169] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[175] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype1"
[187] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[193] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[199] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
[205] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[211] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[223] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[229] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[235] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[241] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[247] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[253] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[259] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[265] "subtype2" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[271] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[277] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[283] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[289] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[295] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[301] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[307] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[313] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[319] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[331] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[337] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[343] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[349] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[355] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[361] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[367] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[373] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[379] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[385] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[391] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[397] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[403] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[409] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[415] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[421] "subtype3" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[427] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[433] "subtype3" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[439] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[451] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[457] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[463] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[469] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[475] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype3"
[487] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[493] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
  [1] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
  [7] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [19] "subtype1" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
 [25] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype1"
 [31] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
 [37] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
 [43] "subtype2" "subtype2" "subtype3" "subtype1" "subtype1" "subtype2"
 [49] "subtype3" "subtype1" "subtype2" "subtype3" "subtype3" "subtype1"
 [55] "subtype2" "subtype3" "subtype1" "subtype2" "subtype3" "subtype1"
 [61] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
 [67] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
 [73] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype1"
 [79] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
 [85] "subtype1" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
 [91] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
 [97] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
[103] "subtype3" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[109] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[115] "subtype2" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[121] "subtype2" "subtype2" "subtype3" "subtype3" "subtype1" "subtype2"
[127] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[133] "subtype1" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[139] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[145] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1" "subtype2"
[151] "subtype2" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
[157] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype3"
[163] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
[169] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[175] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[181] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype1"
[187] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[193] "subtype2" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[199] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
[205] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[211] "subtype3" "subtype3" "subtype3" "subtype2" "subtype2" "subtype2"
[217] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[223] "subtype1" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[229] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[235] "subtype1" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[241] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
[247] "subtype2" "subtype2" "subtype1" "subtype2" "subtype1" "subtype1"
[253] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[259] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype3"
[265] "subtype2" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[271] "subtype2" "subtype1" "subtype1" "subtype1" "subtype1" "subtype2"
[277] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[283] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[289] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[295] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[301] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[307] "subtype2" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[313] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype1"
[319] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
[331] "subtype1" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[337] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[343] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype2"
[349] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[355] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[361] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype2"
[367] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
[373] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[379] "subtype1" "subtype1" "subtype2" "subtype2" "subtype2" "subtype1"
[385] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[391] "subtype1" "subtype1" "subtype1" "subtype2" "subtype1" "subtype1"
[397] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[403] "subtype3" "subtype1" "subtype2" "subtype1" "subtype2" "subtype2"
[409] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[415] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[421] "subtype3" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[427] "subtype2" "subtype1" "subtype2" "subtype2" "subtype3" "subtype1"
[433] "subtype3" "subtype1" "subtype1" "subtype2" "subtype3" "subtype2"
[439] "subtype3" "subtype2" "subtype1" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[451] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype2"
[457] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype1"
[463] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[469] "subtype2" "subtype1" "subtype2" "subtype1" "subtype2" "subtype3"
[475] "subtype2" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[481] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype3"
[487] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[493] "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
D8V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1     123       23        46       23
  subtype2      59       23        69       51
  subtype3      58        8         9        5
D8V3, multiclass
          vv
clus        T1  T2  T3  T4
  subtype1 123  28  63   1
  subtype2  63  29 101   9
  subtype3  59   8  12   1
D8V4, multiclass
D8V5, binary
          cls
clus         0   1
  subtype1 101   1
  subtype2  97  13
  subtype3  35   3
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  101    1
  subtype2   97   13
  subtype3   35    3
   clus
vv  subtype1 subtype2 subtype3
  0      101       97       35
  1        1       13        3
D8V6, binary
          cls
clus         0   1
  subtype1 191  24
  subtype2 153  49
  subtype3  75   5
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  191   24
  subtype2  153   49
  subtype3   75    5
    clus
vv   subtype1 subtype2 subtype3
  M0      191      153       75
  M1       24       49        5
D8V7, binary
          cls
clus         0   1
  subtype1  95 120
  subtype2  50 152
  subtype3  25  55
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   95  120
  subtype2   50  152
  subtype3   25   55
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       95       50       25
  MALE        120      152       55
D8V8, continuous
D8V9, continuous
[1] "Remove cluster labels:" "subtype1"               "subtype2"              
[4] "subtype3"              
clus
subtype1 subtype2 subtype3 
       2        1        1 
character(0)

Clustering(9) Variable = MIRSEQ_CNMF
D9V1, survival
          sevent
clus2        0   1
  subtype1  84  34
  subtype2 154  49
  subtype3  83  78
subtype1 subtype2 subtype3 
     118      203      161 
subtype1 subtype2 subtype3 
      34       49       78 
$subtype1
TCGA-A3-3308 TCGA-A3-3313 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3347 TCGA-A3-3349 
        0.53        24.16        49.08        49.02        52.93        45.53 
TCGA-A3-3362 TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3431 
       51.25        10.98        35.18        20.25       109.91        60.92 
TCGA-AK-3461 TCGA-AK-3465 TCGA-B0-4688 TCGA-B0-4697 TCGA-B0-4700 TCGA-B0-4703 
       28.04        12.13         3.32        18.97        65.06         5.98 
TCGA-B0-4811 TCGA-B0-4816 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4827 TCGA-B0-4839 
       46.59        45.04        36.53        14.93        29.06        53.85 
TCGA-B0-4843 TCGA-B0-4945 TCGA-B0-5080 TCGA-B0-5095 TCGA-B0-5100 TCGA-B0-5108 
       11.64        70.52        11.24         8.05        62.89        29.95 
TCGA-B0-5119 TCGA-B0-5120 TCGA-B0-5691 TCGA-B0-5702 TCGA-B0-5709 TCGA-B0-5710 
        1.94        16.21       112.80        52.73       102.44        48.03 
TCGA-B0-5812 TCGA-B2-5636 TCGA-B4-5836 TCGA-B4-5838 TCGA-B8-4619 TCGA-B8-5162 
       97.41         8.71         4.64         5.46         0.62         1.02 
TCGA-B8-5163 TCGA-B8-5545 TCGA-B8-5550 TCGA-B8-5552 TCGA-BP-4160 TCGA-BP-4166 
       27.02        17.16        14.27        12.89        94.72         0.43 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4173 TCGA-BP-4177 TCGA-BP-4331 TCGA-BP-4332 
       89.36        23.05        62.24        54.90        80.65        37.25 
TCGA-BP-4337 TCGA-BP-4341 TCGA-BP-4343 TCGA-BP-4345 TCGA-BP-4353 TCGA-BP-4760 
        0.07        52.24        62.86        49.84        12.33        77.62 
TCGA-BP-4762 TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4789 
       44.15        41.75        71.80        61.68        10.82        48.95 
TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4801 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4965 
       36.53        20.38        36.95        47.97         6.94        61.51 
TCGA-BP-4969 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 TCGA-BP-4982 TCGA-BP-4985 
       58.98        14.20        48.89        49.35        33.30        31.27 
TCGA-BP-5008 TCGA-BP-5010 TCGA-BP-5170 TCGA-BP-5177 TCGA-BP-5182 TCGA-BP-5184 
       35.21        28.83        79.27         9.63        38.30        37.25 
TCGA-BP-5186 TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-BP-5200 TCGA-CJ-4634 
       22.78        33.47        19.82        44.52        34.95        59.84 
TCGA-CJ-4636 TCGA-CJ-4642 TCGA-CJ-4872 TCGA-CJ-4882 TCGA-CJ-4886 TCGA-CJ-4889 
       63.25        53.49        47.18        61.91        64.14        63.95 
TCGA-CJ-4890 TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 TCGA-CJ-4918 
       68.55        49.94        49.15        49.25        50.30         3.02 
TCGA-CJ-5671 TCGA-CJ-5680 TCGA-CJ-6031 TCGA-CW-5583 TCGA-CW-5588 TCGA-CW-6088 
       63.85        25.25        62.63        81.83        66.28        75.98 
TCGA-CW-6090 TCGA-CZ-4860 TCGA-CZ-4865 TCGA-CZ-5988 TCGA-DV-5568 TCGA-DV-5573 
       83.90         6.74         5.42        22.78        12.16        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-EU-5905 
       23.77        33.04        23.90         3.88 

$subtype2
TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 TCGA-A3-3324 
       47.21        39.12        49.58        48.56        36.33        38.99 
TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3351 TCGA-A3-3358 TCGA-A3-3365 TCGA-A3-3367 
       37.38        48.82        29.92        42.97        28.67        34.65 
TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-AK-3428 
       25.51        24.16        18.64        28.31        23.87        73.08 
TCGA-AK-3429 TCGA-AK-3434 TCGA-AK-3444 TCGA-AK-3450 TCGA-AK-3454 TCGA-AK-3455 
       66.31        68.58        48.36        58.49        28.70        22.45 
TCGA-AK-3460 TCGA-B0-4693 TCGA-B0-4701 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4714 
       31.27         2.53         7.79         0.85         3.12         3.22 
TCGA-B0-4814 TCGA-B0-4818 TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4834 
        5.49        16.77        54.48        10.09        78.41        68.71 
TCGA-B0-4838 TCGA-B0-4841 TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 
       27.42         6.67        65.26        39.42        26.04         2.27 
TCGA-B0-4852 TCGA-B0-5077 TCGA-B0-5085 TCGA-B0-5099 TCGA-B0-5102 TCGA-B0-5104 
       36.85        43.27        25.28        15.95        90.84        90.44 
TCGA-B0-5110 TCGA-B0-5113 TCGA-B0-5115 TCGA-B0-5116 TCGA-B0-5121 TCGA-B0-5399 
       35.90        11.80        26.20        21.60        18.21        21.44 
TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 
       14.76        79.13        48.89       101.10        15.75        46.68 
TCGA-B0-5696 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5700 TCGA-B0-5703 TCGA-B0-5705 
       56.78        84.92        90.08        35.57        39.52       120.59 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-4099 TCGA-B2-4101 
       96.36        89.49        61.28        12.20        12.26         6.18 
TCGA-B2-4102 TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 TCGA-B4-5834 TCGA-B4-5843 
        6.64        13.71        11.28         9.57         1.25         0.36 
TCGA-B4-5844 TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 
        0.23        16.80        27.16        27.52        25.02        24.62 
TCGA-B8-4622 TCGA-B8-5159 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5546 TCGA-B8-5549 
        5.95        23.74         0.99        24.23        16.60         6.38 
TCGA-B8-5553 TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4164 
       14.30       111.02        85.48        90.28       101.06        32.61 
TCGA-BP-4165 TCGA-BP-4174 TCGA-BP-4325 TCGA-BP-4327 TCGA-BP-4329 TCGA-BP-4330 
       99.85        61.78        97.45         3.55        27.78        62.07 
TCGA-BP-4335 TCGA-BP-4340 TCGA-BP-4344 TCGA-BP-4347 TCGA-BP-4355 TCGA-BP-4756 
       15.12        18.48        54.77        44.94        31.33        12.30 
TCGA-BP-4758 TCGA-BP-4759 TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4775 TCGA-BP-4776 
       72.59        77.98        48.07        13.15        60.56        13.48 
TCGA-BP-4961 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4981 
       63.62        45.50         7.23        47.11        53.65        36.07 
TCGA-BP-4987 TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-5001 
       36.95        46.45        16.44         5.79        45.07        38.70 
TCGA-BP-5004 TCGA-BP-5007 TCGA-BP-5168 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5176 
       37.02        37.48        48.10         1.78        74.20        52.27 
TCGA-BP-5181 TCGA-BP-5183 TCGA-BP-5185 TCGA-BP-5187 TCGA-BP-5190 TCGA-BP-5192 
       49.15        42.44        37.22        13.35        33.21        23.47 
TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5201 TCGA-BP-5202 TCGA-CJ-4639 TCGA-CJ-4643 
       13.41        24.59        31.27         0.95        75.88        58.92 
TCGA-CJ-4644 TCGA-CJ-4870 TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4885 TCGA-CJ-4892 
       11.05        49.22        77.36        71.87        69.86        49.97 
TCGA-CJ-4893 TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4903 TCGA-CJ-4904 
       24.62        27.65        59.44        50.20        51.25        58.92 
TCGA-CJ-4912 TCGA-CJ-4916 TCGA-CJ-4920 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5678 
       54.44        45.11         4.57        72.00        79.86        18.84 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6032 
       18.12        61.91        62.10        73.32        67.00        83.77 
TCGA-CW-5581 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 TCGA-CW-6093 
       92.02         5.39        85.78        73.18        78.15        79.89 
TCGA-CZ-4853 TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
       25.45         0.59        58.75        60.59        63.35        93.04 
TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 
       61.38        63.42         0.82        23.74        18.44        55.30 
TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 
       56.91        55.30        47.01        10.22        21.76        47.54 
TCGA-CZ-5467 TCGA-CZ-5982 TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5989 TCGA-DV-5565 
        2.40        80.19        65.65        12.26        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5569 TCGA-EU-5904 TCGA-EU-5906 TCGA-EU-5907 
       45.96        11.67        18.08         6.77         4.14 

$subtype3
TCGA-A3-3319 TCGA-A3-3346 TCGA-A3-3357 TCGA-A3-3363 TCGA-A3-3374 TCGA-A3-3378 
       37.15         4.50        46.85        10.49        43.17        20.71 
TCGA-A3-3382 TCGA-AK-3426 TCGA-AK-3427 TCGA-AK-3430 TCGA-AK-3433 TCGA-AK-3436 
       18.87        29.06        84.36        15.78        72.07        67.17 
TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3445 TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 
       57.34        46.78        42.05        40.01        48.69        45.90 
TCGA-AK-3456 TCGA-AK-3458 TCGA-AS-3777 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 
       37.55        38.40         1.32         1.41         4.57         3.48 
TCGA-B0-4696 TCGA-B0-4698 TCGA-B0-4699 TCGA-B0-4707 TCGA-B0-4712 TCGA-B0-4713 
       28.47         1.38         3.58        19.69        43.96         6.61 
TCGA-B0-4718 TCGA-B0-4810 TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4817 TCGA-B0-4819 
       20.25        15.68         0.59        52.18        33.50         6.02 
TCGA-B0-4821 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-4842 TCGA-B0-4844 TCGA-B0-4848 
       40.41        40.70        45.30        56.65        10.29        29.00 
TCGA-B0-5075 TCGA-B0-5081 TCGA-B0-5083 TCGA-B0-5084 TCGA-B0-5088 TCGA-B0-5092 
       20.94        11.90        34.36         7.27        18.51        15.09 
TCGA-B0-5094 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5106 TCGA-B0-5107 
       10.95         2.20        21.86        52.08        52.50        30.48 
TCGA-B0-5109 TCGA-B0-5117 TCGA-B0-5400 TCGA-B0-5697 TCGA-B0-5701 TCGA-B0-5706 
       19.27        17.59        37.22        60.33        56.94        79.36 
TCGA-B0-5707 TCGA-B2-3923 TCGA-B2-4098 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5641 
       92.98        11.90         1.64        11.77        10.36        10.65 
TCGA-B4-5378 TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4143 TCGA-B8-4620 TCGA-B8-4621 
        5.75         0.23         0.53        23.31         7.43        25.91 
TCGA-B8-5158 TCGA-B8-5551 TCGA-BP-4163 TCGA-BP-4176 TCGA-BP-4326 TCGA-BP-4334 
       20.91         0.49        93.34        64.27        53.39        21.21 
TCGA-BP-4338 TCGA-BP-4342 TCGA-BP-4346 TCGA-BP-4351 TCGA-BP-4352 TCGA-BP-4354 
       93.99        74.17        49.08        31.86        11.31        33.99 
TCGA-BP-4761 TCGA-BP-4771 TCGA-BP-4777 TCGA-BP-4781 TCGA-BP-4782 TCGA-BP-4787 
        5.98         5.29        56.91        68.38        11.64        15.75 
TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 TCGA-BP-4803 TCGA-BP-4959 TCGA-BP-4960 
       36.39        10.98        37.25         6.67        87.45        71.41 
TCGA-BP-4962 TCGA-BP-4963 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4977 TCGA-BP-4983 
       58.68        60.30         6.71        57.37        14.93        46.42 
TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4994 TCGA-BP-4998 TCGA-BP-5000 
       25.81        27.19         3.85        42.97        30.61        18.51 
TCGA-BP-5009 TCGA-BP-5169 TCGA-BP-5175 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5189 
       36.23         6.31        30.64        62.86        74.40        27.02 
TCGA-BP-5191 TCGA-CJ-4635 TCGA-CJ-4637 TCGA-CJ-4638 TCGA-CJ-4640 TCGA-CJ-4641 
       31.76        46.55        73.22        14.17        65.69        54.61 
TCGA-CJ-4869 TCGA-CJ-4871 TCGA-CJ-4873 TCGA-CJ-4876 TCGA-CJ-4881 TCGA-CJ-4884 
       83.97        79.63        74.24        64.27        66.18        57.83 
TCGA-CJ-4887 TCGA-CJ-4888 TCGA-CJ-4891 TCGA-CJ-4895 TCGA-CJ-4900 TCGA-CJ-4901 
       30.61        51.48        26.89        39.45        41.88        47.67 
TCGA-CJ-4923 TCGA-CJ-5676 TCGA-CJ-5677 TCGA-CJ-5679 TCGA-CJ-5689 TCGA-CJ-6027 
       18.81        84.66        25.71        22.29        53.26        60.99 
TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6033 TCGA-CW-5580 TCGA-CW-5590 TCGA-CW-5591 
       53.42        75.55         7.36        64.57        35.34        74.63 
TCGA-CW-6087 TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4861 
        1.35        18.74        46.16        47.08        69.21        14.63 
TCGA-CZ-5452 TCGA-CZ-5456 TCGA-CZ-5461 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5468 
       58.82        56.28        10.85        57.21        22.52         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5987 TCGA-DV-5567 
       31.07        12.69        67.92        14.30        29.88 

subtype1 subtype2 subtype3 
    0.07     0.23     0.23 
subtype1 subtype2 subtype3 
  112.80   120.59    93.99 
subtype1 subtype2 subtype3 
   37.25    37.22    31.76 
[1] "0.1 - 112.8 (37.2)" "0.2 - 120.6 (37.2)" "0.2 - 94.0 (31.8)" 
  [1] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
  [7] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
 [13] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
 [19] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
 [25] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [31] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [37] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype3"
 [43] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [49] "subtype3" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
 [55] "subtype3" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
 [61] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
 [67] "subtype1" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
 [73] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [79] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype3"
 [85] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
 [91] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
 [97] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype3"
[103] "subtype1" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[109] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[115] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[121] "subtype3" "subtype1" "subtype3" "subtype3" "subtype3" "subtype2"
[127] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[133] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[139] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[145] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[151] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[157] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[163] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[169] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[187] "subtype2" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[193] "subtype2" "subtype2" "subtype1" "subtype3" "subtype3" "subtype2"
[199] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[211] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[217] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[223] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[229] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[235] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[241] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[247] "subtype3" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[253] "subtype2" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[259] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[265] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[271] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[277] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[283] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[295] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[301] "subtype3" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[307] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
[313] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype2"
[319] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[325] "subtype1" "subtype3" "subtype3" "subtype2" "subtype1" "subtype2"
[331] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype2"
[337] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[343] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[349] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[355] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[361] "subtype1" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[367] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[373] "subtype1" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[379] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[385] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[391] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[397] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
[403] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[409] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype3"
[415] "subtype3" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[421] "subtype1" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[427] "subtype1" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[433] "subtype3" "subtype3" "subtype2" "subtype1" "subtype3" "subtype2"
[439] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[445] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[451] "subtype2" "subtype2" "subtype3" "subtype2" "subtype2" "subtype3"
[457] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[463] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[469] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
[475] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[481] "subtype2" "subtype2"
  [1] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
  [7] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
 [13] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
 [19] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
 [25] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [31] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [37] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype3"
 [43] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [49] "subtype3" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
 [55] "subtype3" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
 [61] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
 [67] "subtype1" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
 [73] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [79] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype3"
 [85] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
 [91] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
 [97] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype3"
[103] "subtype1" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[109] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[115] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[121] "subtype3" "subtype1" "subtype3" "subtype3" "subtype3" "subtype2"
[127] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[133] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[139] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[145] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[151] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[157] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[163] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[169] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[187] "subtype2" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[193] "subtype2" "subtype2" "subtype1" "subtype3" "subtype3" "subtype2"
[199] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[211] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[217] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[223] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[229] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[235] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[241] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[247] "subtype3" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[253] "subtype2" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[259] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[265] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[271] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[277] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[283] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[295] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[301] "subtype3" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[307] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
[313] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype2"
[319] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[325] "subtype1" "subtype3" "subtype3" "subtype2" "subtype1" "subtype2"
[331] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype2"
[337] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[343] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[349] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[355] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[361] "subtype1" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[367] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[373] "subtype1" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[379] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[385] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[391] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[397] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
[403] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[409] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype3"
[415] "subtype3" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[421] "subtype1" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[427] "subtype1" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[433] "subtype3" "subtype3" "subtype2" "subtype1" "subtype3" "subtype2"
[439] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[445] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[451] "subtype2" "subtype2" "subtype3" "subtype2" "subtype2" "subtype3"
[457] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[463] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[469] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
[475] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[481] "subtype2" "subtype2"
  [1] "subtype2" "subtype1" "subtype2" "subtype1" "subtype1" "subtype1"
  [7] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype2"
 [13] "subtype2" "subtype3" "subtype1" "subtype1" "subtype2" "subtype3"
 [19] "subtype2" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
 [25] "subtype2" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [31] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
 [37] "subtype3" "subtype2" "subtype2" "subtype3" "subtype1" "subtype3"
 [43] "subtype2" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [49] "subtype3" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
 [55] "subtype3" "subtype3" "subtype2" "subtype1" "subtype1" "subtype3"
 [61] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
 [67] "subtype1" "subtype3" "subtype3" "subtype1" "subtype2" "subtype1"
 [73] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
 [79] "subtype3" "subtype3" "subtype1" "subtype3" "subtype2" "subtype3"
 [85] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype1"
 [91] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
 [97] "subtype3" "subtype3" "subtype2" "subtype1" "subtype2" "subtype3"
[103] "subtype1" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[109] "subtype2" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[115] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[121] "subtype3" "subtype1" "subtype3" "subtype3" "subtype3" "subtype2"
[127] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[133] "subtype3" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[139] "subtype1" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[145] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
[151] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[157] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[163] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
[169] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype3" "subtype2" "subtype2"
[181] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[187] "subtype2" "subtype2" "subtype3" "subtype2" "subtype2" "subtype2"
[193] "subtype2" "subtype2" "subtype1" "subtype3" "subtype3" "subtype2"
[199] "subtype3" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
[205] "subtype1" "subtype2" "subtype2" "subtype1" "subtype3" "subtype1"
[211] "subtype2" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[217] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[223] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[229] "subtype2" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[235] "subtype2" "subtype1" "subtype3" "subtype2" "subtype1" "subtype3"
[241] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype3"
[247] "subtype3" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[253] "subtype2" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[259] "subtype2" "subtype2" "subtype1" "subtype1" "subtype3" "subtype2"
[265] "subtype2" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[271] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[277] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
[283] "subtype3" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[289] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[295] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype1"
[301] "subtype3" "subtype2" "subtype3" "subtype3" "subtype2" "subtype2"
[307] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
[313] "subtype2" "subtype2" "subtype1" "subtype3" "subtype1" "subtype2"
[319] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype2"
[325] "subtype1" "subtype3" "subtype3" "subtype2" "subtype1" "subtype2"
[331] "subtype1" "subtype2" "subtype1" "subtype2" "subtype3" "subtype2"
[337] "subtype3" "subtype2" "subtype2" "subtype2" "subtype1" "subtype1"
[343] "subtype1" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
[349] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype3"
[355] "subtype1" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
[361] "subtype1" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[367] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[373] "subtype1" "subtype1" "subtype3" "subtype2" "subtype2" "subtype2"
[379] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[385] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[391] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype2"
[397] "subtype2" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
[403] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
[409] "subtype3" "subtype3" "subtype3" "subtype1" "subtype2" "subtype3"
[415] "subtype3" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[421] "subtype1" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[427] "subtype1" "subtype2" "subtype3" "subtype2" "subtype3" "subtype2"
[433] "subtype3" "subtype3" "subtype2" "subtype1" "subtype3" "subtype2"
[439] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
[445] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype2"
[451] "subtype2" "subtype2" "subtype3" "subtype2" "subtype2" "subtype3"
[457] "subtype2" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[463] "subtype2" "subtype3" "subtype2" "subtype2" "subtype3" "subtype1"
[469] "subtype2" "subtype2" "subtype2" "subtype3" "subtype1" "subtype2"
[475] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[481] "subtype2" "subtype2"
D9V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      67       11        30       10
  subtype2     109       21        45       28
  subtype3      52       20        49       40
D9V3, multiclass
          vv
clus        T1  T2  T3  T4
  subtype1  69  11  34   4
  subtype2 110  27  64   2
  subtype3  54  25  77   5
D9V4, multiclass
D9V5, binary
          cls
clus        0  1
  subtype1 56  3
  subtype2 90  2
  subtype3 76 13
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   56    3
  subtype2   90    2
  subtype3   76   13
   clus
vv  subtype1 subtype2 subtype3
  0       56       90       76
  1        3        2       13
D9V6, binary
          cls
clus         0   1
  subtype1 109   9
  subtype2 175  28
  subtype3 121  40
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  109    9
  subtype2  175   28
  subtype3  121   40
    clus
vv   subtype1 subtype2 subtype3
  M0      109      175      121
  M1        9       28       40
D9V7, binary
          cls
clus         0   1
  subtype1  38  80
  subtype2  84 119
  subtype3  41 120
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   38   80
  subtype2   84  119
  subtype3   41  120
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       38       84       41
  MALE         80      119      120
D9V8, continuous
D9V9, continuous
[1] "Remove cluster labels:" "subtype2"               "subtype3"              
clus
subtype2 subtype3 
       2        2 
character(0)

Clustering(10) Variable = MIRSEQ_CHIERARCHICAL
D10V1, survival
          sevent
clus2        0   1
  subtype1 189  72
  subtype2  26  16
  subtype3 106  73
subtype1 subtype2 subtype3 
     261       42      179 
subtype1 subtype2 subtype3 
      72       16       73 
$subtype1
TCGA-A3-3307 TCGA-A3-3311 TCGA-A3-3319 TCGA-A3-3320 TCGA-A3-3322 TCGA-A3-3323 
       47.21        39.12        37.15        49.58        48.56        36.33 
TCGA-A3-3324 TCGA-A3-3326 TCGA-A3-3331 TCGA-A3-3346 TCGA-A3-3351 TCGA-A3-3357 
       38.99        37.38        48.82         4.50        29.92        46.85 
TCGA-A3-3358 TCGA-A3-3365 TCGA-A3-3367 TCGA-A3-3370 TCGA-A3-3372 TCGA-A3-3378 
       42.97        28.67        34.65        25.51        24.16        20.71 
TCGA-A3-3380 TCGA-A3-3383 TCGA-A3-3385 TCGA-AK-3428 TCGA-AK-3429 TCGA-AK-3430 
       18.64        28.31        23.87        73.08        66.31        15.78 
TCGA-AK-3434 TCGA-AK-3444 TCGA-AK-3450 TCGA-AK-3454 TCGA-AK-3455 TCGA-AK-3456 
       68.58        48.36        58.49        28.70        22.45        37.55 
TCGA-AK-3458 TCGA-AK-3460 TCGA-B0-4693 TCGA-B0-4696 TCGA-B0-4701 TCGA-B0-4706 
       38.40        31.27         2.53        28.47         7.79         0.85 
TCGA-B0-4710 TCGA-B0-4714 TCGA-B0-4718 TCGA-B0-4814 TCGA-B0-4817 TCGA-B0-4818 
        3.12         3.22        20.25         5.49        33.50        16.77 
TCGA-B0-4824 TCGA-B0-4828 TCGA-B0-4833 TCGA-B0-4838 TCGA-B0-4839 TCGA-B0-4841 
       54.48        10.09        78.41        27.42        53.85         6.67 
TCGA-B0-4845 TCGA-B0-4846 TCGA-B0-4847 TCGA-B0-4849 TCGA-B0-4852 TCGA-B0-4945 
       65.26        39.42        26.04         2.27        36.85        70.52 
TCGA-B0-5075 TCGA-B0-5077 TCGA-B0-5085 TCGA-B0-5092 TCGA-B0-5094 TCGA-B0-5099 
       20.94        43.27        25.28        15.09        10.95        15.95 
TCGA-B0-5102 TCGA-B0-5104 TCGA-B0-5106 TCGA-B0-5107 TCGA-B0-5113 TCGA-B0-5115 
       90.84        90.44        52.50        30.48        11.80        26.20 
TCGA-B0-5116 TCGA-B0-5119 TCGA-B0-5121 TCGA-B0-5399 TCGA-B0-5402 TCGA-B0-5690 
       21.60         1.94        18.21        21.44        14.76        79.13 
TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 
       48.89       101.10        15.75        46.68        56.78        60.33 
TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5700 TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5705 
       84.92        90.08        35.57        56.94        39.52       120.59 
TCGA-B0-5706 TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-4099 
       79.36        96.36        89.49        61.28        12.20        12.26 
TCGA-B2-4101 TCGA-B2-4102 TCGA-B2-5633 TCGA-B2-5635 TCGA-B2-5639 TCGA-B2-A4SR 
        6.18         6.64        11.77        10.36        13.71        11.28 
TCGA-B4-5377 TCGA-B4-5832 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 
        9.57         0.23         1.25         4.64         0.36         0.23 
TCGA-B8-4146 TCGA-B8-4148 TCGA-B8-4151 TCGA-B8-4153 TCGA-B8-4154 TCGA-B8-4622 
       16.80        27.16        27.52        25.02        24.62         5.95 
TCGA-B8-5158 TCGA-B8-5159 TCGA-B8-5164 TCGA-B8-5165 TCGA-B8-5546 TCGA-B8-5549 
       20.91        23.74         0.99        24.23        16.60         6.38 
TCGA-B8-5553 TCGA-BP-4158 TCGA-BP-4159 TCGA-BP-4161 TCGA-BP-4162 TCGA-BP-4164 
       14.30       111.02        85.48        90.28       101.06        32.61 
TCGA-BP-4165 TCGA-BP-4166 TCGA-BP-4174 TCGA-BP-4325 TCGA-BP-4327 TCGA-BP-4329 
       99.85         0.43        61.78        97.45         3.55        27.78 
TCGA-BP-4330 TCGA-BP-4331 TCGA-BP-4335 TCGA-BP-4338 TCGA-BP-4340 TCGA-BP-4341 
       62.07        80.65        15.12        93.99        18.48        52.24 
TCGA-BP-4346 TCGA-BP-4347 TCGA-BP-4351 TCGA-BP-4756 TCGA-BP-4758 TCGA-BP-4759 
       49.08        44.94        31.86        12.30        72.59        77.98 
TCGA-BP-4766 TCGA-BP-4768 TCGA-BP-4775 TCGA-BP-4776 TCGA-BP-4777 TCGA-BP-4781 
       48.07        13.15        60.56        13.48        56.91        68.38 
TCGA-BP-4803 TCGA-BP-4961 TCGA-BP-4963 TCGA-BP-4969 TCGA-BP-4973 TCGA-BP-4974 
        6.67        63.62        60.30        58.98        45.50         7.23 
TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 TCGA-BP-4987 
       47.11        53.65        14.93        36.07        33.30        36.95 
TCGA-BP-4991 TCGA-BP-4992 TCGA-BP-4993 TCGA-BP-4995 TCGA-BP-5001 TCGA-BP-5004 
       46.45        16.44         5.79        45.07        38.70        37.02 
TCGA-BP-5007 TCGA-BP-5009 TCGA-BP-5168 TCGA-BP-5173 TCGA-BP-5174 TCGA-BP-5175 
       37.48        36.23        48.10         1.78        74.20        30.64 
TCGA-BP-5176 TCGA-BP-5177 TCGA-BP-5178 TCGA-BP-5180 TCGA-BP-5181 TCGA-BP-5183 
       52.27         9.63        62.86        74.40        49.15        42.44 
TCGA-BP-5184 TCGA-BP-5185 TCGA-BP-5186 TCGA-BP-5189 TCGA-BP-5190 TCGA-BP-5191 
       37.25        37.22        22.78        27.02        33.21        31.76 
TCGA-BP-5192 TCGA-BP-5194 TCGA-BP-5195 TCGA-BP-5200 TCGA-BP-5201 TCGA-BP-5202 
       23.47        13.41        24.59        34.95        31.27         0.95 
TCGA-CJ-4639 TCGA-CJ-4643 TCGA-CJ-4644 TCGA-CJ-4870 TCGA-CJ-4873 TCGA-CJ-4875 
       75.88        58.92        11.05        49.22        74.24        77.36 
TCGA-CJ-4876 TCGA-CJ-4878 TCGA-CJ-4884 TCGA-CJ-4885 TCGA-CJ-4887 TCGA-CJ-4893 
       64.27        71.87        57.83        69.86        30.61        24.62 
TCGA-CJ-4894 TCGA-CJ-4897 TCGA-CJ-4899 TCGA-CJ-4903 TCGA-CJ-4904 TCGA-CJ-4912 
       27.65        59.44        50.20        51.25        58.92        54.44 
TCGA-CJ-4916 TCGA-CJ-4920 TCGA-CJ-5672 TCGA-CJ-5675 TCGA-CJ-5676 TCGA-CJ-5678 
       45.11         4.57        72.00        79.86        84.66        18.84 
TCGA-CJ-5681 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-5689 
       18.12        61.91        62.10        73.32        67.00        53.26 
TCGA-CJ-6032 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 
       83.77        64.57        92.02         5.39        85.78        73.18 
TCGA-CW-5589 TCGA-CW-5590 TCGA-CW-5591 TCGA-CW-6088 TCGA-CW-6093 TCGA-CZ-4853 
       78.15        35.34        74.63        75.98        79.89        25.45 
TCGA-CZ-4856 TCGA-CZ-4859 TCGA-CZ-4861 TCGA-CZ-4862 TCGA-CZ-4863 TCGA-CZ-4864 
        0.59        58.75        14.63        60.59        63.35        93.04 
TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5457 TCGA-CZ-5458 
       63.42         0.82        23.74        18.44        55.30        56.91 
TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5463 TCGA-CZ-5465 
       55.30        47.01        10.85        10.22        21.76        47.54 
TCGA-CZ-5466 TCGA-CZ-5467 TCGA-CZ-5468 TCGA-CZ-5470 TCGA-CZ-5982 TCGA-CZ-5984 
       22.52         2.40         1.94        12.69        80.19        67.92 
TCGA-CZ-5985 TCGA-CZ-5986 TCGA-CZ-5987 TCGA-CZ-5989 TCGA-DV-5566 TCGA-DV-5568 
       65.65        12.26        14.30        62.63        45.96        12.16 
TCGA-DV-5569 TCGA-EU-5906 TCGA-EU-5907 
       11.67         6.77         4.14 

$subtype2
TCGA-A3-3313 TCGA-A3-3363 TCGA-A3-3374 TCGA-A3-3382 TCGA-AK-3427 TCGA-AK-3433 
       24.16        10.49        43.17        18.87        84.36        72.07 
TCGA-AK-3436 TCGA-AK-3440 TCGA-AK-3443 TCGA-AK-3447 TCGA-AK-3451 TCGA-AK-3453 
       67.17        57.34        46.78        40.01        48.69        45.90 
TCGA-AK-3465 TCGA-AS-3777 TCGA-B0-4699 TCGA-B0-4821 TCGA-B0-4834 TCGA-B0-4842 
       12.13         1.32         3.58        40.41        68.71        56.65 
TCGA-B0-5083 TCGA-B0-5117 TCGA-B0-5707 TCGA-B2-3923 TCGA-B2-4098 TCGA-B4-5835 
       34.36        17.59        92.98        11.90         1.64         0.53 
TCGA-B8-4619 TCGA-B8-4621 TCGA-BP-4334 TCGA-BP-4761 TCGA-BP-4771 TCGA-BP-4994 
        0.62        25.91        21.21         5.98         5.29        42.97 
TCGA-BP-5000 TCGA-CJ-4638 TCGA-CJ-4869 TCGA-CJ-4888 TCGA-CJ-4891 TCGA-CJ-4901 
       18.51        14.17        83.97        51.48        26.89        47.67 
TCGA-CJ-5677 TCGA-CJ-5680 TCGA-CJ-6028 TCGA-CZ-4866 TCGA-CZ-5452 TCGA-CZ-5469 
       25.71        25.25        53.42        61.38        58.82        31.07 

$subtype3
TCGA-A3-3308 TCGA-A3-3316 TCGA-A3-3317 TCGA-A3-3347 TCGA-A3-3349 TCGA-A3-3362 
        0.53        49.08        49.02        52.93        45.53        51.25 
TCGA-A3-3373 TCGA-A3-3376 TCGA-A3-3387 TCGA-AK-3425 TCGA-AK-3426 TCGA-AK-3431 
       10.98        35.18        20.25       109.91        29.06        60.92 
TCGA-AK-3445 TCGA-AK-3461 TCGA-B0-4688 TCGA-B0-4690 TCGA-B0-4691 TCGA-B0-4694 
       42.05        28.04         3.32         1.41         4.57         3.48 
TCGA-B0-4697 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4703 TCGA-B0-4707 TCGA-B0-4712 
       18.97         1.38        65.06         5.98        19.69        43.96 
TCGA-B0-4713 TCGA-B0-4810 TCGA-B0-4811 TCGA-B0-4813 TCGA-B0-4815 TCGA-B0-4816 
        6.61        15.68        46.59         0.59        52.18        45.04 
TCGA-B0-4819 TCGA-B0-4822 TCGA-B0-4823 TCGA-B0-4827 TCGA-B0-4836 TCGA-B0-4837 
        6.02        36.53        14.93        29.06        40.70        45.30 
TCGA-B0-4843 TCGA-B0-4844 TCGA-B0-4848 TCGA-B0-5080 TCGA-B0-5081 TCGA-B0-5084 
       11.64        10.29        29.00        11.24        11.90         7.27 
TCGA-B0-5088 TCGA-B0-5095 TCGA-B0-5096 TCGA-B0-5097 TCGA-B0-5098 TCGA-B0-5100 
       18.51         8.05         2.20        21.86        52.08        62.89 
TCGA-B0-5108 TCGA-B0-5109 TCGA-B0-5110 TCGA-B0-5120 TCGA-B0-5400 TCGA-B0-5691 
       29.95        19.27        35.90        16.21        37.22       112.80 
TCGA-B0-5702 TCGA-B0-5709 TCGA-B0-5710 TCGA-B0-5812 TCGA-B2-5636 TCGA-B2-5641 
       52.73       102.44        48.03        97.41         8.71        10.65 
TCGA-B4-5378 TCGA-B4-5838 TCGA-B8-4143 TCGA-B8-4620 TCGA-B8-5162 TCGA-B8-5163 
        5.75         5.46        23.31         7.43         1.02        27.02 
TCGA-B8-5545 TCGA-B8-5550 TCGA-B8-5551 TCGA-B8-5552 TCGA-BP-4160 TCGA-BP-4163 
       17.16        14.27         0.49        12.89        94.72        93.34 
TCGA-BP-4167 TCGA-BP-4169 TCGA-BP-4173 TCGA-BP-4176 TCGA-BP-4177 TCGA-BP-4326 
       89.36        23.05        62.24        64.27        54.90        53.39 
TCGA-BP-4332 TCGA-BP-4337 TCGA-BP-4342 TCGA-BP-4343 TCGA-BP-4344 TCGA-BP-4345 
       37.25         0.07        74.17        62.86        54.77        49.84 
TCGA-BP-4352 TCGA-BP-4353 TCGA-BP-4354 TCGA-BP-4355 TCGA-BP-4760 TCGA-BP-4762 
       11.31        12.33        33.99        31.33        77.62        44.15 
TCGA-BP-4763 TCGA-BP-4765 TCGA-BP-4769 TCGA-BP-4770 TCGA-BP-4782 TCGA-BP-4787 
       41.75        71.80        61.68        10.82        11.64        15.75 
TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4795 TCGA-BP-4797 TCGA-BP-4798 TCGA-BP-4799 
       48.95        36.53        20.38        36.39        10.98        37.25 
TCGA-BP-4801 TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4962 
       36.95        47.97         6.94        87.45        71.41        58.68 
TCGA-BP-4965 TCGA-BP-4967 TCGA-BP-4968 TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4972 
       61.51         6.71        57.37        14.20        48.89        49.35 
TCGA-BP-4983 TCGA-BP-4985 TCGA-BP-4986 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4998 
       46.42        31.27        25.81        27.19         3.85        30.61 
TCGA-BP-5008 TCGA-BP-5010 TCGA-BP-5169 TCGA-BP-5170 TCGA-BP-5182 TCGA-BP-5187 
       35.21        28.83         6.31        79.27        38.30        13.35 
TCGA-BP-5196 TCGA-BP-5198 TCGA-BP-5199 TCGA-CJ-4634 TCGA-CJ-4635 TCGA-CJ-4636 
       33.47        19.82        44.52        59.84        46.55        63.25 
TCGA-CJ-4637 TCGA-CJ-4640 TCGA-CJ-4641 TCGA-CJ-4642 TCGA-CJ-4871 TCGA-CJ-4872 
       73.22        65.69        54.61        53.49        79.63        47.18 
TCGA-CJ-4881 TCGA-CJ-4882 TCGA-CJ-4886 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-4892 
       66.18        61.91        64.14        63.95        68.55        49.97 
TCGA-CJ-4895 TCGA-CJ-4900 TCGA-CJ-4902 TCGA-CJ-4905 TCGA-CJ-4907 TCGA-CJ-4908 
       39.45        41.88        49.94        49.15        49.25        50.30 
TCGA-CJ-4918 TCGA-CJ-4923 TCGA-CJ-5671 TCGA-CJ-5679 TCGA-CJ-6027 TCGA-CJ-6030 
        3.02        18.81        63.85        22.29        60.99        75.55 
TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5583 TCGA-CW-5588 TCGA-CW-6087 TCGA-CW-6090 
       62.63         7.36        81.83        66.28         1.35        83.90 
TCGA-CW-6097 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4865 
       18.74        46.16        47.08        69.21         6.74         5.42 
TCGA-CZ-5456 TCGA-CZ-5464 TCGA-CZ-5988 TCGA-DV-5565 TCGA-DV-5567 TCGA-DV-5573 
       56.28        57.21        22.78        43.69        29.88        37.15 
TCGA-DV-5574 TCGA-DV-5575 TCGA-DV-5576 TCGA-EU-5904 TCGA-EU-5905 
       23.77        33.04        23.90        18.08         3.88 

subtype1 subtype2 subtype3 
    0.23     0.53     0.07 
subtype1 subtype2 subtype3 
  120.59    92.98   112.80 
subtype1 subtype2 subtype3 
  36.330   32.715   36.950 
[1] "0.2 - 120.6 (36.3)" "0.5 - 93.0 (32.7)"  "0.1 - 112.8 (37.0)"
  [1] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
  [7] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
 [19] "subtype1" "subtype3" "subtype2" "subtype1" "subtype1" "subtype1"
 [25] "subtype1" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
 [31] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
 [37] "subtype2" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
 [43] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
 [49] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
 [55] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
 [61] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
 [67] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype3"
 [73] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
 [79] "subtype1" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
 [85] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
 [91] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [97] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[103] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[109] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[115] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
[121] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[127] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[133] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[139] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[145] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[157] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype3"
[163] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[169] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[175] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[181] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[187] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[193] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[199] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[205] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[211] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[217] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[223] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[229] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[235] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[241] "subtype3" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[247] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[259] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype1"
[265] "subtype1" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[271] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[277] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[283] "subtype3" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[289] "subtype3" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[295] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[301] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[307] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[313] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[319] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[331] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[337] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[343] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[349] "subtype3" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[355] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[361] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[367] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[373] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[379] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
[385] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[391] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[397] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[403] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[409] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
[415] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[421] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[427] "subtype3" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[433] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[439] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[451] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[457] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[463] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[469] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[475] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[481] "subtype1" "subtype1"
  [1] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
  [7] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
 [19] "subtype1" "subtype3" "subtype2" "subtype1" "subtype1" "subtype1"
 [25] "subtype1" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
 [31] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
 [37] "subtype2" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
 [43] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
 [49] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
 [55] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
 [61] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
 [67] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype3"
 [73] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
 [79] "subtype1" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
 [85] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
 [91] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [97] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[103] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[109] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[115] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
[121] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[127] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[133] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[139] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[145] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[157] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype3"
[163] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[169] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[175] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[181] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[187] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[193] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[199] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[205] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[211] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[217] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[223] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[229] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[235] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[241] "subtype3" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[247] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[259] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype1"
[265] "subtype1" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[271] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[277] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[283] "subtype3" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[289] "subtype3" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[295] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[301] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[307] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[313] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[319] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[331] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[337] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[343] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[349] "subtype3" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[355] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[361] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[367] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[373] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[379] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
[385] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[391] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[397] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[403] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[409] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
[415] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[421] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[427] "subtype3" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[433] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[439] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[451] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[457] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[463] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[469] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[475] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[481] "subtype1" "subtype1"
  [1] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
  [7] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
 [13] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
 [19] "subtype1" "subtype3" "subtype2" "subtype1" "subtype1" "subtype1"
 [25] "subtype1" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
 [31] "subtype2" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
 [37] "subtype2" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
 [43] "subtype1" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
 [49] "subtype2" "subtype1" "subtype2" "subtype2" "subtype1" "subtype1"
 [55] "subtype1" "subtype1" "subtype1" "subtype3" "subtype2" "subtype2"
 [61] "subtype3" "subtype3" "subtype3" "subtype1" "subtype3" "subtype1"
 [67] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype3"
 [73] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
 [79] "subtype1" "subtype3" "subtype3" "subtype3" "subtype1" "subtype3"
 [85] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
 [91] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype2"
 [97] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[103] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[109] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[115] "subtype3" "subtype2" "subtype3" "subtype1" "subtype3" "subtype1"
[121] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[127] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[133] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype2"
[139] "subtype1" "subtype3" "subtype1" "subtype1" "subtype3" "subtype1"
[145] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[157] "subtype3" "subtype1" "subtype1" "subtype1" "subtype2" "subtype3"
[163] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[169] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[175] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[181] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[187] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[193] "subtype1" "subtype1" "subtype2" "subtype3" "subtype2" "subtype1"
[199] "subtype1" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[205] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[211] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[217] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[223] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype3"
[229] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype2"
[235] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[241] "subtype3" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[247] "subtype3" "subtype3" "subtype3" "subtype3" "subtype1" "subtype1"
[253] "subtype1" "subtype3" "subtype2" "subtype3" "subtype3" "subtype3"
[259] "subtype1" "subtype1" "subtype3" "subtype3" "subtype2" "subtype1"
[265] "subtype1" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[271] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[277] "subtype1" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
[283] "subtype3" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[289] "subtype3" "subtype3" "subtype3" "subtype1" "subtype1" "subtype1"
[295] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[301] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[307] "subtype1" "subtype2" "subtype1" "subtype3" "subtype2" "subtype1"
[313] "subtype1" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[319] "subtype3" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[325] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[331] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[337] "subtype1" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[343] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype3"
[349] "subtype3" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[355] "subtype3" "subtype1" "subtype1" "subtype2" "subtype1" "subtype3"
[361] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[367] "subtype3" "subtype1" "subtype1" "subtype3" "subtype1" "subtype2"
[373] "subtype3" "subtype3" "subtype2" "subtype3" "subtype1" "subtype1"
[379] "subtype3" "subtype1" "subtype1" "subtype3" "subtype2" "subtype3"
[385] "subtype1" "subtype1" "subtype3" "subtype3" "subtype3" "subtype1"
[391] "subtype1" "subtype3" "subtype1" "subtype3" "subtype3" "subtype1"
[397] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype2"
[403] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype1"
[409] "subtype3" "subtype2" "subtype3" "subtype3" "subtype1" "subtype3"
[415] "subtype1" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
[421] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[427] "subtype3" "subtype1" "subtype3" "subtype1" "subtype3" "subtype1"
[433] "subtype3" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[439] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
[445] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[451] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[457] "subtype1" "subtype1" "subtype1" "subtype1" "subtype2" "subtype1"
[463] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
[469] "subtype1" "subtype3" "subtype1" "subtype3" "subtype1" "subtype1"
[475] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype3"
[481] "subtype1" "subtype1"
D10V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1     132       28        62       39
  subtype2      18        9         7        8
  subtype3      78       15        55       31
D10V3, multiclass
          vv
clus        T1  T2  T3  T4
  subtype1 135  35  89   2
  subtype2  18  11  12   1
  subtype3  80  17  74   8
D10V4, multiclass
D10V5, binary
          cls
clus         0   1
  subtype1 119   4
  subtype2  22   3
  subtype3  81  11
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  119    4
  subtype2   22    3
  subtype3   81   11
   clus
vv  subtype1 subtype2 subtype3
  0      119       22       81
  1        4        3       11
D10V6, binary
          cls
clus         0   1
  subtype1 222  39
  subtype2  34   8
  subtype3 149  30
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1  222   39
  subtype2   34    8
  subtype3  149   30
    clus
vv   subtype1 subtype2 subtype3
  M0      222       34      149
  M1       39        8       30
D10V7, binary
          cls
clus         0   1
  subtype1  93 168
  subtype2  14  28
  subtype3  56 123
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   93  168
  subtype2   14   28
  subtype3   56  123
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       93       14       56
  MALE        168       28      123
D10V8, continuous
[1] "Remove cluster labels:" "subtype2"              
clus
subtype1 subtype2 subtype3 
      19        2       15 
 [1] "subtype3" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
 [7] "subtype1" "subtype1" "subtype1" "subtype3" "subtype1" "subtype1"
[13] "subtype3" "subtype1" "subtype3" "subtype3" "subtype1" "subtype1"
[19] "subtype3" "subtype1" "subtype1" "subtype1" "subtype3" "subtype1"
[25] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype3"
[31] "subtype3" "subtype3" "subtype3" "subtype1"
D10V9, continuous
[1] "Remove cluster labels:" "subtype2"              
clus
subtype1 subtype2 
       3        1 
[1] "subtype1" "subtype1" "subtype1"

Clustering(11) Variable = MIRSEQ_MATURE_CNMF
D11V1, survival
          sevent
clus2       0  1
  subtype1 36 15
  subtype2 76 18
  subtype3 41 34
subtype1 subtype2 subtype3 
      51       94       75 
subtype1 subtype2 subtype3 
      15       18       34 
$subtype1
TCGA-A3-3317 TCGA-A3-3387 TCGA-AK-3465 TCGA-B0-4700 TCGA-B0-4811 TCGA-B0-5080 
       49.02        20.25        12.13        65.06        46.59        11.24 
TCGA-B0-5088 TCGA-B0-5691 TCGA-B0-5702 TCGA-B0-5709 TCGA-B0-5812 TCGA-B2-5636 
       18.51       112.80        52.73       102.44        97.41         8.71 
TCGA-B4-5838 TCGA-B8-5545 TCGA-B8-5550 TCGA-B8-5552 TCGA-BP-4173 TCGA-BP-4331 
        5.46        17.16        14.27        12.89        62.24        80.65 
TCGA-BP-4770 TCGA-BP-4787 TCGA-BP-4789 TCGA-BP-4790 TCGA-BP-4804 TCGA-BP-4807 
       10.82        15.75        48.95        36.53        47.97         6.94 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4982 TCGA-BP-4986 TCGA-BP-4998 TCGA-BP-5008 
       14.20        48.89        33.30        25.81        30.61        35.21 
TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-5671 TCGA-CJ-5677 TCGA-CJ-5680 TCGA-CJ-5682 
       63.95        68.55        63.85        25.71        25.25        61.91 
TCGA-CJ-5689 TCGA-CJ-6031 TCGA-CW-5583 TCGA-CW-5588 TCGA-CW-6088 TCGA-CW-6090 
       53.26        62.63        81.83        66.28        75.98        83.90 
TCGA-CW-6097 TCGA-CZ-4860 TCGA-CZ-4865 TCGA-CZ-5457 TCGA-DV-5573 TCGA-DV-5574 
       18.74         6.74         5.42        55.30        37.15        23.77 
TCGA-DV-5575 TCGA-DV-5576 TCGA-EU-5905 
       33.04        23.90         3.88 

$subtype2
TCGA-A3-3358 TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4816 TCGA-B0-4818 TCGA-B0-4833 
       42.97         0.85         3.12        45.04        16.77        78.41 
TCGA-B0-4852 TCGA-B0-5085 TCGA-B0-5399 TCGA-B0-5402 TCGA-B0-5690 TCGA-B0-5692 
       36.85        25.28        21.44        14.76        79.13        48.89 
TCGA-B0-5693 TCGA-B0-5694 TCGA-B0-5695 TCGA-B0-5696 TCGA-B0-5697 TCGA-B0-5698 
      101.10        15.75        46.68        56.78        60.33        84.92 
TCGA-B0-5699 TCGA-B0-5700 TCGA-B0-5703 TCGA-B0-5705 TCGA-B0-5710 TCGA-B0-5711 
       90.08        35.57        39.52       120.59        48.03        96.36 
TCGA-B0-5712 TCGA-B0-5713 TCGA-B2-3924 TCGA-B2-5639 TCGA-B2-A4SR TCGA-B4-5377 
       89.49        61.28        12.20        13.71        11.28         9.57 
TCGA-B4-5378 TCGA-B4-5834 TCGA-B4-5836 TCGA-B4-5843 TCGA-B4-5844 TCGA-B8-4146 
        5.75         1.25         4.64         0.36         0.23        16.80 
TCGA-B8-4153 TCGA-B8-5546 TCGA-B8-5549 TCGA-B8-5553 TCGA-BP-4340 TCGA-BP-4759 
       25.02        16.60         6.38        14.30        18.48        77.98 
TCGA-BP-4961 TCGA-BP-4965 TCGA-BP-4969 TCGA-BP-4973 TCGA-BP-4974 TCGA-BP-4975 
       63.62        61.51        58.98        45.50         7.23        47.11 
TCGA-BP-4976 TCGA-BP-4981 TCGA-BP-4987 TCGA-BP-4992 TCGA-BP-4995 TCGA-BP-5001 
       53.65        36.07        36.95        16.44        45.07        38.70 
TCGA-BP-5007 TCGA-CJ-4870 TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4899 TCGA-CJ-5675 
       37.48        49.22        77.36        71.87        50.20        79.86 
TCGA-CJ-5678 TCGA-CJ-5681 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6032 
       18.84        18.12        62.10        73.32        67.00        83.77 
TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-5589 
       64.57        92.02         5.39        85.78        73.18        78.15 
TCGA-CW-6093 TCGA-CZ-4863 TCGA-CZ-4864 TCGA-CZ-4866 TCGA-CZ-5451 TCGA-CZ-5453 
       79.89        63.35        93.04        61.38        63.42         0.82 
TCGA-CZ-5454 TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5459 TCGA-CZ-5460 TCGA-CZ-5463 
       23.74        18.44        56.91        55.30        47.01        21.76 
TCGA-CZ-5465 TCGA-CZ-5467 TCGA-CZ-5982 TCGA-CZ-5986 TCGA-CZ-5989 TCGA-DV-5565 
       47.54         2.40        80.19        12.26        62.63        43.69 
TCGA-DV-5566 TCGA-DV-5569 TCGA-EU-5904 TCGA-EU-5906 
       45.96        11.67        18.08         6.77 

$subtype3
TCGA-AK-3440 TCGA-AK-3458 TCGA-B0-4698 TCGA-B0-4712 TCGA-B0-4810 TCGA-B0-4815 
       57.34        38.40         1.38        43.96        15.68        52.18 
TCGA-B0-4821 TCGA-B0-4834 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-5075 TCGA-B0-5084 
       40.41        68.71        40.70        45.30        20.94         7.27 
TCGA-B0-5400 TCGA-B0-5701 TCGA-B0-5706 TCGA-B0-5707 TCGA-B2-3923 TCGA-B2-5633 
       37.22        56.94        79.36        92.98        11.90        11.77 
TCGA-B2-5635 TCGA-B2-5641 TCGA-B4-5832 TCGA-B4-5835 TCGA-B8-4621 TCGA-B8-5551 
       10.36        10.65         0.23         0.53        25.91         0.49 
TCGA-BP-4761 TCGA-BP-4771 TCGA-BP-4797 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4967 
        5.98         5.29        36.39        87.45        71.41         6.71 
TCGA-BP-4968 TCGA-BP-4977 TCGA-BP-4985 TCGA-BP-4988 TCGA-BP-4989 TCGA-BP-4994 
       57.37        14.93        31.27        27.19         3.85        42.97 
TCGA-BP-5000 TCGA-BP-5009 TCGA-CJ-4635 TCGA-CJ-4876 TCGA-CJ-4881 TCGA-CJ-4887 
       18.51        36.23        46.55        64.27        66.18        30.61 
TCGA-CJ-4888 TCGA-CJ-4891 TCGA-CJ-4895 TCGA-CJ-4900 TCGA-CJ-5672 TCGA-CJ-5676 
       51.48        26.89        39.45        41.88        72.00        84.66 
TCGA-CJ-5679 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CJ-6030 TCGA-CJ-6033 TCGA-CW-5590 
       22.29        60.99        53.42        75.55         7.36        35.34 
TCGA-CW-5591 TCGA-CW-6087 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4858 TCGA-CZ-5452 
       74.63         1.35        46.16        47.08        69.21        58.82 
TCGA-CZ-5456 TCGA-CZ-5461 TCGA-CZ-5462 TCGA-CZ-5464 TCGA-CZ-5466 TCGA-CZ-5468 
       56.28        10.85        10.22        57.21        22.52         1.94 
TCGA-CZ-5469 TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 TCGA-CZ-5988 
       31.07        12.69        67.92        65.65        14.30        22.78 
TCGA-DV-5567 TCGA-DV-5568 TCGA-EU-5907 
       29.88        12.16         4.14 

subtype1 subtype2 subtype3 
    3.88     0.23     0.23 
subtype1 subtype2 subtype3 
  112.80   120.59    92.98 
subtype1 subtype2 subtype3 
  35.210   45.285   36.230 
[1] "3.9 - 112.8 (35.2)" "0.2 - 120.6 (45.3)" "0.2 - 93.0 (36.2)" 
  [1] "subtype1" "subtype2" "subtype1" "subtype3" "subtype3" "subtype1"
  [7] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
 [13] "subtype1" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [19] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [25] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype2"
 [31] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [37] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
 [43] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
 [49] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
 [55] "subtype2" "subtype3" "subtype3" "subtype1" "subtype2" "subtype3"
 [61] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
 [67] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [73] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
 [79] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
 [85] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
 [91] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
 [97] "subtype2" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[103] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[109] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
[115] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype2"
[121] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[127] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[133] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
[139] "subtype3" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[151] "subtype1" "subtype3" "subtype3" "subtype3" "subtype1" "subtype2"
[157] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[163] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[169] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[181] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[187] "subtype1" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[193] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[199] "subtype3" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
[205] "subtype3" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[211] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[217] "subtype2" "subtype1" "subtype2" "subtype3"
  [1] "subtype1" "subtype2" "subtype1" "subtype3" "subtype3" "subtype1"
  [7] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
 [13] "subtype1" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [19] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [25] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype2"
 [31] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [37] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
 [43] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
 [49] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
 [55] "subtype2" "subtype3" "subtype3" "subtype1" "subtype2" "subtype3"
 [61] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
 [67] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [73] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
 [79] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
 [85] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
 [91] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
 [97] "subtype2" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[103] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[109] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
[115] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype2"
[121] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[127] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[133] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
[139] "subtype3" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[151] "subtype1" "subtype3" "subtype3" "subtype3" "subtype1" "subtype2"
[157] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[163] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[169] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[181] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[187] "subtype1" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[193] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[199] "subtype3" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
[205] "subtype3" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[211] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[217] "subtype2" "subtype1" "subtype2" "subtype3"
  [1] "subtype1" "subtype2" "subtype1" "subtype3" "subtype3" "subtype1"
  [7] "subtype3" "subtype1" "subtype2" "subtype2" "subtype3" "subtype3"
 [13] "subtype1" "subtype3" "subtype2" "subtype2" "subtype3" "subtype2"
 [19] "subtype3" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
 [25] "subtype3" "subtype2" "subtype1" "subtype2" "subtype3" "subtype2"
 [31] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [37] "subtype2" "subtype2" "subtype2" "subtype2" "subtype2" "subtype3"
 [43] "subtype1" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
 [49] "subtype2" "subtype2" "subtype2" "subtype2" "subtype1" "subtype3"
 [55] "subtype2" "subtype3" "subtype3" "subtype1" "subtype2" "subtype3"
 [61] "subtype2" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
 [67] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype2"
 [73] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype3"
 [79] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype2"
 [85] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
 [91] "subtype3" "subtype1" "subtype1" "subtype3" "subtype3" "subtype2"
 [97] "subtype2" "subtype3" "subtype3" "subtype2" "subtype1" "subtype1"
[103] "subtype2" "subtype2" "subtype2" "subtype2" "subtype3" "subtype2"
[109] "subtype1" "subtype3" "subtype1" "subtype2" "subtype3" "subtype3"
[115] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype2"
[121] "subtype2" "subtype1" "subtype3" "subtype3" "subtype2" "subtype2"
[127] "subtype3" "subtype2" "subtype3" "subtype3" "subtype3" "subtype1"
[133] "subtype1" "subtype3" "subtype3" "subtype2" "subtype3" "subtype1"
[139] "subtype3" "subtype2" "subtype3" "subtype1" "subtype2" "subtype3"
[145] "subtype1" "subtype2" "subtype1" "subtype2" "subtype2" "subtype2"
[151] "subtype1" "subtype3" "subtype3" "subtype3" "subtype1" "subtype2"
[157] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype2"
[163] "subtype2" "subtype1" "subtype2" "subtype3" "subtype3" "subtype3"
[169] "subtype1" "subtype1" "subtype2" "subtype1" "subtype3" "subtype3"
[175] "subtype3" "subtype1" "subtype2" "subtype2" "subtype1" "subtype2"
[181] "subtype2" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[187] "subtype1" "subtype2" "subtype2" "subtype2" "subtype3" "subtype3"
[193] "subtype2" "subtype3" "subtype2" "subtype3" "subtype2" "subtype3"
[199] "subtype3" "subtype3" "subtype2" "subtype3" "subtype3" "subtype2"
[205] "subtype3" "subtype3" "subtype2" "subtype2" "subtype2" "subtype3"
[211] "subtype3" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[217] "subtype2" "subtype1" "subtype2" "subtype3"
D11V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      32        2         8        9
  subtype2      47       13        21       13
  subtype3      27       10        18       20
D11V3, multiclass
          vv
clus       T1 T2 T3 T4
  subtype1 33  2 13  3
  subtype2 47 16 30  1
  subtype3 29 10 34  2
D11V4, multiclass
D11V5, binary
          cls
clus        0  1
  subtype1 17  2
  subtype2 43  1
  subtype3 36  5
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   17    2
  subtype2   43    1
  subtype3   36    5
   clus
vv  subtype1 subtype2 subtype3
  0       17       43       36
  1        2        1        5
D11V6, binary
          cls
clus        0  1
  subtype1 43  8
  subtype2 82 12
  subtype3 56 19
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   43    8
  subtype2   82   12
  subtype3   56   19
    clus
vv   subtype1 subtype2 subtype3
  M0       43       82       56
  M1        8       12       19
D11V7, binary
          cls
clus        0  1
  subtype1 15 36
  subtype2 39 55
  subtype3 11 64
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   15   36
  subtype2   39   55
  subtype3   11   64
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       15       39       11
  MALE         36       55       64
D11V8, continuous
D11V9, continuous
[1] "Remove cluster labels:" "subtype2"               "subtype3"              
clus
subtype2 subtype3 
       1        1 
character(0)

Clustering(12) Variable = MIRSEQ_MATURE_CHIERARCHICAL
D12V1, survival
          sevent
clus2       0  1
  subtype1 69 17
  subtype2 38 29
  subtype3 46 21
subtype1 subtype2 subtype3 
      86       67       67 
subtype1 subtype2 subtype3 
      17       29       21 
$subtype1
TCGA-B0-4706 TCGA-B0-4710 TCGA-B0-4811 TCGA-B0-4818 TCGA-B0-4833 TCGA-B0-4852 
        0.85         3.12        46.59        16.77        78.41        36.85 
TCGA-B0-5085 TCGA-B0-5399 TCGA-B0-5690 TCGA-B0-5692 TCGA-B0-5693 TCGA-B0-5694 
       25.28        21.44        79.13        48.89       101.10        15.75 
TCGA-B0-5695 TCGA-B0-5698 TCGA-B0-5699 TCGA-B0-5700 TCGA-B0-5705 TCGA-B0-5710 
       46.68        84.92        90.08        35.57       120.59        48.03 
TCGA-B0-5711 TCGA-B0-5712 TCGA-B0-5713 TCGA-B0-5812 TCGA-B2-A4SR TCGA-B4-5377 
       96.36        89.49        61.28        97.41        11.28         9.57 
TCGA-B4-5834 TCGA-B4-5843 TCGA-B8-4146 TCGA-B8-4153 TCGA-B8-5549 TCGA-B8-5553 
        1.25         0.36        16.80        25.02         6.38        14.30 
TCGA-BP-4331 TCGA-BP-4340 TCGA-BP-4759 TCGA-BP-4789 TCGA-BP-4961 TCGA-BP-4965 
       80.65        18.48        77.98        48.95        63.62        61.51 
TCGA-BP-4969 TCGA-BP-4975 TCGA-BP-4976 TCGA-BP-4977 TCGA-BP-4981 TCGA-BP-4982 
       58.98        47.11        53.65        14.93        36.07        33.30 
TCGA-BP-4987 TCGA-BP-4992 TCGA-BP-4995 TCGA-BP-5001 TCGA-BP-5007 TCGA-CJ-4870 
       36.95        16.44        45.07        38.70        37.48        49.22 
TCGA-CJ-4875 TCGA-CJ-4878 TCGA-CJ-4899 TCGA-CJ-4900 TCGA-CJ-5672 TCGA-CJ-5675 
       77.36        71.87        50.20        41.88        72.00        79.86 
TCGA-CJ-5676 TCGA-CJ-5682 TCGA-CJ-5683 TCGA-CJ-5684 TCGA-CJ-5686 TCGA-CJ-6032 
       84.66        61.91        62.10        73.32        67.00        83.77 
TCGA-CW-5583 TCGA-CW-5584 TCGA-CW-5585 TCGA-CW-5587 TCGA-CW-6093 TCGA-CZ-4863 
       81.83         5.39        85.78        73.18        79.89        63.35 
TCGA-CZ-4864 TCGA-CZ-5451 TCGA-CZ-5453 TCGA-CZ-5454 TCGA-CZ-5457 TCGA-CZ-5459 
       93.04        63.42         0.82        23.74        55.30        55.30 
TCGA-CZ-5460 TCGA-CZ-5461 TCGA-CZ-5463 TCGA-CZ-5465 TCGA-CZ-5467 TCGA-CZ-5982 
       47.01        10.85        21.76        47.54         2.40        80.19 
TCGA-CZ-5986 TCGA-CZ-5989 TCGA-DV-5565 TCGA-DV-5566 TCGA-DV-5569 TCGA-DV-5575 
       12.26        62.63        43.69        45.96        11.67        33.04 
TCGA-EU-5904 TCGA-EU-5906 
       18.08         6.77 

$subtype2
TCGA-A3-3358 TCGA-A3-3387 TCGA-AK-3458 TCGA-B0-4712 TCGA-B0-4810 TCGA-B0-4815 
       42.97        20.25        38.40        43.96        15.68        52.18 
TCGA-B0-4821 TCGA-B0-4836 TCGA-B0-4837 TCGA-B0-5075 TCGA-B0-5402 TCGA-B0-5696 
       40.41        40.70        45.30        20.94        14.76        56.78 
TCGA-B0-5697 TCGA-B0-5701 TCGA-B0-5703 TCGA-B0-5706 TCGA-B0-5707 TCGA-B2-5639 
       60.33        56.94        39.52        79.36        92.98        13.71 
TCGA-B4-5832 TCGA-B4-5835 TCGA-B4-5836 TCGA-B4-5844 TCGA-B8-4621 TCGA-B8-5546 
        0.23         0.53         4.64         0.23        25.91        16.60 
TCGA-BP-4761 TCGA-BP-4771 TCGA-BP-4787 TCGA-BP-4973 TCGA-BP-4986 TCGA-BP-5000 
        5.98         5.29        15.75        45.50        25.81        18.51 
TCGA-BP-5009 TCGA-CJ-4635 TCGA-CJ-4876 TCGA-CJ-4881 TCGA-CJ-4887 TCGA-CJ-4888 
       36.23        46.55        64.27        66.18        30.61        51.48 
TCGA-CJ-4891 TCGA-CJ-4895 TCGA-CJ-5677 TCGA-CJ-5678 TCGA-CJ-5679 TCGA-CJ-5680 
       26.89        39.45        25.71        18.84        22.29        25.25 
TCGA-CJ-5681 TCGA-CJ-6027 TCGA-CJ-6028 TCGA-CW-5580 TCGA-CW-5581 TCGA-CW-5590 
       18.12        60.99        53.42        64.57        92.02        35.34 
TCGA-CW-5591 TCGA-CW-6090 TCGA-CZ-4854 TCGA-CZ-4857 TCGA-CZ-4866 TCGA-CZ-5452 
       74.63        83.90        46.16        47.08        61.38        58.82 
TCGA-CZ-5455 TCGA-CZ-5458 TCGA-CZ-5462 TCGA-CZ-5466 TCGA-CZ-5468 TCGA-CZ-5469 
       18.44        56.91        10.22        22.52         1.94        31.07 
TCGA-CZ-5470 TCGA-CZ-5984 TCGA-CZ-5985 TCGA-CZ-5987 TCGA-DV-5568 TCGA-DV-5573 
       12.69        67.92        65.65        14.30        12.16        37.15 
TCGA-EU-5907 
        4.14 

$subtype3
TCGA-A3-3317 TCGA-AK-3440 TCGA-AK-3465 TCGA-B0-4698 TCGA-B0-4700 TCGA-B0-4816 
       49.02        57.34        12.13         1.38        65.06        45.04 
TCGA-B0-4834 TCGA-B0-5080 TCGA-B0-5084 TCGA-B0-5088 TCGA-B0-5400 TCGA-B0-5691 
       68.71        11.24         7.27        18.51        37.22       112.80 
TCGA-B0-5702 TCGA-B0-5709 TCGA-B2-3923 TCGA-B2-3924 TCGA-B2-5633 TCGA-B2-5635 
       52.73       102.44        11.90        12.20        11.77        10.36 
TCGA-B2-5636 TCGA-B2-5641 TCGA-B4-5378 TCGA-B4-5838 TCGA-B8-5545 TCGA-B8-5550 
        8.71        10.65         5.75         5.46        17.16        14.27 
TCGA-B8-5551 TCGA-B8-5552 TCGA-BP-4173 TCGA-BP-4770 TCGA-BP-4790 TCGA-BP-4797 
        0.49        12.89        62.24        10.82        36.53        36.39 
TCGA-BP-4804 TCGA-BP-4807 TCGA-BP-4959 TCGA-BP-4960 TCGA-BP-4967 TCGA-BP-4968 
       47.97         6.94        87.45        71.41         6.71        57.37 
TCGA-BP-4970 TCGA-BP-4971 TCGA-BP-4974 TCGA-BP-4985 TCGA-BP-4988 TCGA-BP-4989 
       14.20        48.89         7.23        31.27        27.19         3.85 
TCGA-BP-4994 TCGA-BP-4998 TCGA-BP-5008 TCGA-CJ-4889 TCGA-CJ-4890 TCGA-CJ-5671 
       42.97        30.61        35.21        63.95        68.55        63.85 
TCGA-CJ-5689 TCGA-CJ-6030 TCGA-CJ-6031 TCGA-CJ-6033 TCGA-CW-5588 TCGA-CW-5589 
       53.26        75.55        62.63         7.36        66.28        78.15 
TCGA-CW-6087 TCGA-CW-6088 TCGA-CW-6097 TCGA-CZ-4858 TCGA-CZ-4860 TCGA-CZ-4865 
        1.35        75.98        18.74        69.21         6.74         5.42 
TCGA-CZ-5456 TCGA-CZ-5464 TCGA-CZ-5988 TCGA-DV-5567 TCGA-DV-5574 TCGA-DV-5576 
       56.28        57.21        22.78        29.88        23.77        23.90 
TCGA-EU-5905 
        3.88 

subtype1 subtype2 subtype3 
    0.36     0.23     0.49 
subtype1 subtype2 subtype3 
  120.59    92.98   112.80 
subtype1 subtype2 subtype3 
  47.325   36.230   29.880 
[1] "0.4 - 120.6 (47.3)" "0.2 - 93.0 (36.2)"  "0.5 - 112.8 (29.9)"
  [1] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
  [7] "subtype3" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [13] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
 [19] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype3"
 [25] "subtype3" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [31] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
 [37] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
 [43] "subtype3" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [49] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
 [55] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [61] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
 [67] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
 [73] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
 [79] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
 [85] "subtype2" "subtype3" "subtype2" "subtype2" "subtype1" "subtype3"
 [91] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
 [97] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
[103] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[109] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[115] "subtype1" "subtype3" "subtype1" "subtype3" "subtype2" "subtype1"
[121] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype1"
[127] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype3"
[133] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[139] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[145] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[157] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[163] "subtype1" "subtype3" "subtype3" "subtype2" "subtype2" "subtype3"
[169] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[175] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[181] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype3"
[187] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[193] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
[199] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[205] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[211] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[217] "subtype1" "subtype3" "subtype1" "subtype2"
  [1] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
  [7] "subtype3" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [13] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
 [19] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype3"
 [25] "subtype3" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [31] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
 [37] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
 [43] "subtype3" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [49] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
 [55] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [61] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
 [67] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
 [73] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
 [79] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
 [85] "subtype2" "subtype3" "subtype2" "subtype2" "subtype1" "subtype3"
 [91] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
 [97] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
[103] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[109] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[115] "subtype1" "subtype3" "subtype1" "subtype3" "subtype2" "subtype1"
[121] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype1"
[127] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype3"
[133] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[139] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[145] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[157] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[163] "subtype1" "subtype3" "subtype3" "subtype2" "subtype2" "subtype3"
[169] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[175] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[181] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype3"
[187] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[193] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
[199] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[205] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[211] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[217] "subtype1" "subtype3" "subtype1" "subtype2"
  [1] "subtype3" "subtype2" "subtype2" "subtype3" "subtype2" "subtype3"
  [7] "subtype3" "subtype3" "subtype1" "subtype1" "subtype2" "subtype2"
 [13] "subtype1" "subtype2" "subtype3" "subtype1" "subtype2" "subtype1"
 [19] "subtype3" "subtype2" "subtype2" "subtype1" "subtype2" "subtype3"
 [25] "subtype3" "subtype1" "subtype3" "subtype1" "subtype3" "subtype2"
 [31] "subtype1" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
 [37] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
 [43] "subtype3" "subtype2" "subtype1" "subtype2" "subtype2" "subtype3"
 [49] "subtype1" "subtype1" "subtype1" "subtype1" "subtype1" "subtype3"
 [55] "subtype3" "subtype3" "subtype3" "subtype3" "subtype2" "subtype3"
 [61] "subtype1" "subtype1" "subtype3" "subtype2" "subtype1" "subtype2"
 [67] "subtype2" "subtype3" "subtype1" "subtype2" "subtype1" "subtype1"
 [73] "subtype2" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
 [79] "subtype3" "subtype1" "subtype3" "subtype1" "subtype1" "subtype1"
 [85] "subtype2" "subtype3" "subtype2" "subtype2" "subtype1" "subtype3"
 [91] "subtype3" "subtype3" "subtype3" "subtype3" "subtype3" "subtype1"
 [97] "subtype1" "subtype3" "subtype3" "subtype1" "subtype3" "subtype3"
[103] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype1"
[109] "subtype1" "subtype3" "subtype2" "subtype1" "subtype3" "subtype3"
[115] "subtype1" "subtype3" "subtype1" "subtype3" "subtype2" "subtype1"
[121] "subtype1" "subtype3" "subtype2" "subtype2" "subtype1" "subtype1"
[127] "subtype2" "subtype1" "subtype2" "subtype2" "subtype2" "subtype3"
[133] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype3"
[139] "subtype1" "subtype1" "subtype1" "subtype2" "subtype2" "subtype2"
[145] "subtype2" "subtype2" "subtype1" "subtype1" "subtype1" "subtype1"
[151] "subtype3" "subtype2" "subtype2" "subtype3" "subtype3" "subtype1"
[157] "subtype3" "subtype2" "subtype2" "subtype1" "subtype1" "subtype1"
[163] "subtype1" "subtype3" "subtype3" "subtype2" "subtype2" "subtype3"
[169] "subtype3" "subtype2" "subtype1" "subtype3" "subtype2" "subtype2"
[175] "subtype3" "subtype3" "subtype1" "subtype1" "subtype3" "subtype2"
[181] "subtype1" "subtype2" "subtype1" "subtype1" "subtype2" "subtype3"
[187] "subtype1" "subtype2" "subtype1" "subtype1" "subtype1" "subtype2"
[193] "subtype1" "subtype3" "subtype1" "subtype2" "subtype1" "subtype2"
[199] "subtype2" "subtype2" "subtype1" "subtype2" "subtype2" "subtype1"
[205] "subtype2" "subtype3" "subtype1" "subtype1" "subtype1" "subtype3"
[211] "subtype2" "subtype1" "subtype2" "subtype3" "subtype1" "subtype3"
[217] "subtype1" "subtype3" "subtype1" "subtype2"
D12V2, continuous
          vv
clus       STAGE I STAGE II STAGE III STAGE IV
  subtype1      45       11        21        9
  subtype2      23        7        15       22
  subtype3      38        7        11       11
D12V3, multiclass
          vv
clus       T1 T2 T3 T4
  subtype1 46 13 26  1
  subtype2 24  8 34  1
  subtype3 39  7 17  4
D12V4, multiclass
D12V5, binary
          cls
clus        0  1
  subtype1 34  2
  subtype2 31  2
  subtype3 31  4
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   34    2
  subtype2   31    2
  subtype3   31    4
   clus
vv  subtype1 subtype2 subtype3
  0       34       31       31
  1        2        2        4
D12V6, binary
          cls
clus        0  1
  subtype1 77  9
  subtype2 46 21
  subtype3 58  9
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   77    9
  subtype2   46   21
  subtype3   58    9
    clus
vv   subtype1 subtype2 subtype3
  M0       77       46       58
  M1        9       21        9
D12V7, binary
          cls
clus        0  1
  subtype1 35 51
  subtype2 16 51
  subtype3 14 53
[1] "tbl2"
          cls
clus       [,1] [,2]
  subtype1   35   51
  subtype2   16   51
  subtype3   14   53
        clus
vv       subtype1 subtype2 subtype3
  FEMALE       35       16       14
  MALE         51       51       53
D12V8, continuous
D12V9, continuous
[1] "Remove cluster labels:" "subtype1"               "subtype2"              
clus
subtype1 subtype2 
       1        1 
character(0)
> q(save="no")
