Skin Cutaneous Melanoma: Correlation between copy number variation genes and molecular subtypes
(All_Samples cohort)
Maintained by TCGA GDAC Team (Broad Institute/MD Anderson Cancer Center/Harvard Medical School)
Overview
Introduction

This pipeline computes the correlation between significant copy number variation (cnv) genes and molecular subtypes.

Summary

Testing the association between copy number variation of 51 peak regions and 8 molecular subtypes across 288 patients, 46 significant findings detected with Q value < 0.25.

  • Amp Peak 2(1q44) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 5(5p15.33) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 6(5q35.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 7(6p25.1) cnvs correlated to 'CN_CNMF',  'MIRSEQ_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Amp Peak 9(7p22.3) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 10(7q34) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 11(8q11.22) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 12(8q24.3) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 15(11q13.4) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 17(13q31.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 18(15q24.3) cnvs correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.

  • Amp Peak 19(17q25.3) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 21(20q13.2) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 22(22q13.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 1(1p36.31) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 2(1p22.1) cnvs correlated to 'METHLYATION_CNMF' and 'MRNASEQ_CNMF'.

  • Del Peak 8(5q11.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 9(5q31.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 10(6q16.3) cnvs correlated to 'CN_CNMF'.

  • Del Peak 11(6q26) cnvs correlated to 'CN_CNMF'.

  • Del Peak 12(6q27) cnvs correlated to 'CN_CNMF'.

  • Del Peak 14(9p23) cnvs correlated to 'CN_CNMF'.

  • Del Peak 15(9p21.3) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF',  'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.

  • Del Peak 16(10p15.3) cnvs correlated to 'CN_CNMF',  'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.

  • Del Peak 17(10q23.31) cnvs correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.

  • Del Peak 18(10q26.3) cnvs correlated to 'CN_CNMF',  'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.

  • Del Peak 19(11q23.3) cnvs correlated to 'CN_CNMF'.

  • Del Peak 21(13q34) cnvs correlated to 'CN_CNMF'.

  • Del Peak 22(14q32.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 28(19p13.3) cnvs correlated to 'CN_CNMF'.

Results
Overview of the results

Table 1.  Get Full Table Overview of the association between significant copy number variation of 51 regions and 8 molecular subtypes. Shown in the table are P values (Q values). Thresholded by Q value < 0.25, 46 significant findings detected.

Molecular
subtypes
CN
CNMF
METHLYATION
CNMF
RPPA
CNMF
RPPA
CHIERARCHICAL
MRNASEQ
CNMF
MRNASEQ
CHIERARCHICAL
MIRSEQ
CNMF
MIRSEQ
CHIERARCHICAL
nCNV (%) nWild-Type Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test
Del Peak 15(9p21 3) 223 (77%) 65 1.31e-12
(5.32e-10)
0.000285
(0.104)
0.658
(1.00)
0.836
(1.00)
2.6e-05
(0.01)
0.000182
(0.0672)
0.801
(1.00)
0.772
(1.00)
Amp Peak 7(6p25 1) 157 (55%) 131 7.86e-09
(3.15e-06)
0.00124
(0.446)
0.0327
(1.00)
0.28
(1.00)
0.119
(1.00)
0.187
(1.00)
0.000569
(0.206)
2.41e-05
(0.00932)
Del Peak 16(10p15 3) 161 (56%) 127 2.48e-06
(0.000974)
0.0234
(1.00)
0.979
(1.00)
0.879
(1.00)
7.06e-05
(0.0267)
1.24e-05
(0.00482)
0.603
(1.00)
1
(1.00)
Del Peak 18(10q26 3) 180 (62%) 108 7.73e-07
(0.000306)
0.108
(1.00)
0.42
(1.00)
0.897
(1.00)
8.36e-05
(0.0315)
0.000332
(0.122)
0.55
(1.00)
0.8
(1.00)
Amp Peak 6(5q35 3) 42 (15%) 246 0.000108
(0.0403)
1.02e-05
(0.00396)
0.66
(1.00)
0.722
(1.00)
0.159
(1.00)
0.445
(1.00)
0.113
(1.00)
0.163
(1.00)
Amp Peak 17(13q31 3) 78 (27%) 210 6.89e-11
(2.78e-08)
6.25e-06
(0.00245)
0.973
(1.00)
0.973
(1.00)
0.000842
(0.304)
0.0564
(1.00)
0.474
(1.00)
0.676
(1.00)
Amp Peak 18(15q24 3) 86 (30%) 202 3.06e-05
(0.0117)
0.882
(1.00)
0.79
(1.00)
0.349
(1.00)
0.000115
(0.0426)
0.00246
(0.868)
0.829
(1.00)
0.138
(1.00)
Del Peak 1(1p36 31) 70 (24%) 218 0.000418
(0.153)
4.99e-05
(0.019)
0.858
(1.00)
0.202
(1.00)
0.0199
(1.00)
0.0035
(1.00)
0.145
(1.00)
0.198
(1.00)
Del Peak 2(1p22 1) 73 (25%) 215 0.00191
(0.673)
1.12e-05
(0.00435)
0.945
(1.00)
0.081
(1.00)
9.53e-05
(0.0357)
0.00071
(0.257)
0.854
(1.00)
0.481
(1.00)
Del Peak 9(5q31 3) 104 (36%) 184 9.31e-07
(0.000367)
1.34e-05
(0.00517)
0.225
(1.00)
0.697
(1.00)
0.818
(1.00)
0.903
(1.00)
0.28
(1.00)
0.702
(1.00)
Del Peak 17(10q23 31) 178 (62%) 110 4.13e-10
(1.67e-07)
0.0412
(1.00)
0.42
(1.00)
0.646
(1.00)
0.000193
(0.071)
0.00446
(1.00)
0.526
(1.00)
0.704
(1.00)
Amp Peak 2(1q44) 149 (52%) 139 0.000102
(0.0382)
0.0401
(1.00)
0.67
(1.00)
0.899
(1.00)
0.132
(1.00)
0.7
(1.00)
0.212
(1.00)
1
(1.00)
Amp Peak 5(5p15 33) 82 (28%) 206 6.33e-05
(0.024)
0.247
(1.00)
0.331
(1.00)
0.71
(1.00)
0.46
(1.00)
0.958
(1.00)
0.0713
(1.00)
0.279
(1.00)
Amp Peak 9(7p22 3) 153 (53%) 135 2.02e-09
(8.11e-07)
0.448
(1.00)
0.666
(1.00)
0.442
(1.00)
0.145
(1.00)
0.129
(1.00)
0.953
(1.00)
0.268
(1.00)
Amp Peak 10(7q34) 172 (60%) 116 1.5e-07
(5.98e-05)
0.0689
(1.00)
0.675
(1.00)
0.445
(1.00)
0.0876
(1.00)
0.0686
(1.00)
0.528
(1.00)
0.381
(1.00)
Amp Peak 11(8q11 22) 120 (42%) 168 3.34e-05
(0.0128)
0.105
(1.00)
0.335
(1.00)
0.292
(1.00)
0.0385
(1.00)
0.0425
(1.00)
0.248
(1.00)
1
(1.00)
Amp Peak 12(8q24 3) 139 (48%) 149 9.1e-07
(0.000359)
0.0588
(1.00)
0.919
(1.00)
0.792
(1.00)
0.0659
(1.00)
0.228
(1.00)
0.423
(1.00)
0.462
(1.00)
Amp Peak 15(11q13 4) 48 (17%) 240 0.000494
(0.18)
0.00953
(1.00)
0.549
(1.00)
0.571
(1.00)
0.119
(1.00)
0.201
(1.00)
0.396
(1.00)
0.741
(1.00)
Amp Peak 19(17q25 3) 93 (32%) 195 3.87e-05
(0.0148)
0.00376
(1.00)
0.00985
(1.00)
0.00737
(1.00)
0.0273
(1.00)
0.443
(1.00)
0.184
(1.00)
0.0501
(1.00)
Amp Peak 21(20q13 2) 148 (51%) 140 4.24e-06
(0.00166)
0.0647
(1.00)
0.411
(1.00)
0.979
(1.00)
0.0326
(1.00)
0.152
(1.00)
0.749
(1.00)
0.269
(1.00)
Amp Peak 22(22q13 2) 114 (40%) 174 1.93e-08
(7.7e-06)
0.335
(1.00)
0.388
(1.00)
0.424
(1.00)
0.495
(1.00)
0.83
(1.00)
0.402
(1.00)
0.615
(1.00)
Del Peak 8(5q11 2) 76 (26%) 212 4.14e-07
(0.000164)
0.117
(1.00)
0.409
(1.00)
0.0985
(1.00)
0.547
(1.00)
0.985
(1.00)
0.368
(1.00)
0.781
(1.00)
Del Peak 10(6q16 3) 160 (56%) 128 2.67e-18
(1.08e-15)
0.0452
(1.00)
0.528
(1.00)
0.515
(1.00)
0.00487
(1.00)
0.0885
(1.00)
0.701
(1.00)
0.902
(1.00)
Del Peak 11(6q26) 173 (60%) 115 7.14e-21
(2.91e-18)
0.132
(1.00)
0.453
(1.00)
0.802
(1.00)
0.00188
(0.666)
0.0585
(1.00)
0.407
(1.00)
0.802
(1.00)
Del Peak 12(6q27) 171 (59%) 117 2.4e-18
(9.76e-16)
0.234
(1.00)
0.532
(1.00)
0.978
(1.00)
0.00331
(1.00)
0.133
(1.00)
0.554
(1.00)
0.901
(1.00)
Del Peak 14(9p23) 199 (69%) 89 1.08e-08
(4.3e-06)
0.0414
(1.00)
1
(1.00)
0.846
(1.00)
0.00145
(0.517)
0.00154
(0.548)
0.919
(1.00)
0.353
(1.00)
Del Peak 19(11q23 3) 154 (53%) 134 6.14e-05
(0.0233)
0.0766
(1.00)
0.474
(1.00)
0.136
(1.00)
0.267
(1.00)
0.428
(1.00)
0.253
(1.00)
0.0853
(1.00)
Del Peak 21(13q34) 64 (22%) 224 9.76e-05
(0.0365)
0.00386
(1.00)
0.693
(1.00)
0.97
(1.00)
0.372
(1.00)
0.0423
(1.00)
0.729
(1.00)
0.882
(1.00)
Del Peak 22(14q32 2) 96 (33%) 192 8.37e-05
(0.0315)
0.768
(1.00)
0.0824
(1.00)
0.347
(1.00)
0.00456
(1.00)
0.0214
(1.00)
0.472
(1.00)
0.299
(1.00)
Del Peak 28(19p13 3) 83 (29%) 205 0.000176
(0.065)
0.651
(1.00)
0.00962
(1.00)
0.00939
(1.00)
0.0163
(1.00)
0.038
(1.00)
0.864
(1.00)
0.0784
(1.00)
Amp Peak 1(1p12) 84 (29%) 204 0.0202
(1.00)
0.88
(1.00)
0.635
(1.00)
0.72
(1.00)
0.432
(1.00)
0.842
(1.00)
0.985
(1.00)
0.893
(1.00)
Amp Peak 3(3p13) 71 (25%) 217 0.319
(1.00)
0.321
(1.00)
0.171
(1.00)
0.302
(1.00)
0.23
(1.00)
0.414
(1.00)
0.795
(1.00)
0.886
(1.00)
Amp Peak 4(4q12) 50 (17%) 238 0.019
(1.00)
0.542
(1.00)
0.728
(1.00)
0.0894
(1.00)
0.467
(1.00)
0.959
(1.00)
0.363
(1.00)
0.0152
(1.00)
Amp Peak 8(6q12) 61 (21%) 227 0.294
(1.00)
0.933
(1.00)
0.261
(1.00)
0.487
(1.00)
0.0015
(0.535)
0.093
(1.00)
0.505
(1.00)
0.18
(1.00)
Amp Peak 13(9p24 1) 22 (8%) 266 0.836
(1.00)
0.44
(1.00)
0.449
(1.00)
0.941
(1.00)
0.816
(1.00)
0.329
(1.00)
0.126
(1.00)
0.494
(1.00)
Amp Peak 14(11q13 3) 51 (18%) 237 0.0049
(1.00)
0.0914
(1.00)
0.89
(1.00)
0.582
(1.00)
0.299
(1.00)
0.667
(1.00)
0.659
(1.00)
0.746
(1.00)
Amp Peak 16(12q15) 43 (15%) 245 0.00266
(0.933)
0.955
(1.00)
0.68
(1.00)
0.44
(1.00)
0.872
(1.00)
0.955
(1.00)
0.955
(1.00)
0.608
(1.00)
Amp Peak 20(19p13 2) 57 (20%) 231 0.0339
(1.00)
0.452
(1.00)
0.877
(1.00)
0.0326
(1.00)
0.0133
(1.00)
0.000848
(0.305)
0.0892
(1.00)
0.00507
(1.00)
Del Peak 3(2q37 3) 70 (24%) 218 0.0258
(1.00)
0.149
(1.00)
0.496
(1.00)
0.131
(1.00)
0.00143
(0.511)
0.324
(1.00)
0.0381
(1.00)
0.116
(1.00)
Del Peak 4(3p26 1) 51 (18%) 237 0.314
(1.00)
0.618
(1.00)
0.692
(1.00)
0.845
(1.00)
0.261
(1.00)
0.251
(1.00)
0.528
(1.00)
1
(1.00)
Del Peak 5(3q23) 40 (14%) 248 0.414
(1.00)
0.0184
(1.00)
0.449
(1.00)
0.523
(1.00)
0.455
(1.00)
1
(1.00)
0.495
(1.00)
0.378
(1.00)
Del Peak 6(4p16 3) 64 (22%) 224 0.304
(1.00)
0.32
(1.00)
0.972
(1.00)
0.613
(1.00)
0.2
(1.00)
0.5
(1.00)
0.637
(1.00)
0.376
(1.00)
Del Peak 7(4q34 3) 80 (28%) 208 0.00576
(1.00)
0.199
(1.00)
0.536
(1.00)
0.508
(1.00)
0.209
(1.00)
0.119
(1.00)
0.108
(1.00)
0.00934
(1.00)
Del Peak 13(8p23 3) 75 (26%) 213 0.0127
(1.00)
0.00906
(1.00)
0.515
(1.00)
0.414
(1.00)
0.278
(1.00)
0.871
(1.00)
0.193
(1.00)
0.209
(1.00)
Del Peak 20(12q24 33) 68 (24%) 220 0.118
(1.00)
0.018
(1.00)
0.632
(1.00)
0.817
(1.00)
0.361
(1.00)
0.157
(1.00)
0.967
(1.00)
0.311
(1.00)
Del Peak 23(15q13 3) 61 (21%) 227 0.143
(1.00)
0.0295
(1.00)
0.828
(1.00)
0.729
(1.00)
0.59
(1.00)
0.702
(1.00)
0.398
(1.00)
1
(1.00)
Del Peak 24(15q15 1) 67 (23%) 221 0.0514
(1.00)
0.0314
(1.00)
0.429
(1.00)
0.555
(1.00)
0.626
(1.00)
0.738
(1.00)
0.668
(1.00)
0.311
(1.00)
Del Peak 25(16p13 3) 52 (18%) 236 0.46
(1.00)
0.0603
(1.00)
0.0473
(1.00)
0.761
(1.00)
0.724
(1.00)
0.158
(1.00)
0.603
(1.00)
0.342
(1.00)
Del Peak 26(16q12 1) 96 (33%) 192 0.00645
(1.00)
0.381
(1.00)
0.145
(1.00)
0.231
(1.00)
0.417
(1.00)
0.147
(1.00)
0.782
(1.00)
0.0888
(1.00)
Del Peak 27(16q24 3) 106 (37%) 182 0.0119
(1.00)
0.208
(1.00)
0.363
(1.00)
0.835
(1.00)
0.0695
(1.00)
0.0416
(1.00)
0.282
(1.00)
0.0152
(1.00)
Del Peak 29(22q12 1) 45 (16%) 243 0.0111
(1.00)
0.296
(1.00)
0.671
(1.00)
0.446
(1.00)
0.678
(1.00)
0.626
(1.00)
0.0265
(1.00)
0.132
(1.00)
'Amp Peak 2(1q44) mutation analysis' versus 'CN_CNMF'

P value = 0.000102 (Fisher's exact test), Q value = 0.038

Table S1.  Gene #2: 'Amp Peak 2(1q44) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 2(1Q44) MUTATED 20 59 24 46
AMP PEAK 2(1Q44) WILD-TYPE 34 36 44 25

Figure S1.  Get High-res Image Gene #2: 'Amp Peak 2(1q44) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 5(5p15.33) mutation analysis' versus 'CN_CNMF'

P value = 6.33e-05 (Fisher's exact test), Q value = 0.024

Table S2.  Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 5(5P15.33) MUTATED 14 37 6 25
AMP PEAK 5(5P15.33) WILD-TYPE 40 58 62 46

Figure S2.  Get High-res Image Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 6(5q35.3) mutation analysis' versus 'CN_CNMF'

P value = 0.000108 (Fisher's exact test), Q value = 0.04

Table S3.  Gene #6: 'Amp Peak 6(5q35.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 6(5Q35.3) MUTATED 2 23 3 14
AMP PEAK 6(5Q35.3) WILD-TYPE 52 72 65 57

Figure S3.  Get High-res Image Gene #6: 'Amp Peak 6(5q35.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 6(5q35.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.02e-05 (Fisher's exact test), Q value = 0.004

Table S4.  Gene #6: 'Amp Peak 6(5q35.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 71 105 112
AMP PEAK 6(5Q35.3) MUTATED 23 12 7
AMP PEAK 6(5Q35.3) WILD-TYPE 48 93 105

Figure S4.  Get High-res Image Gene #6: 'Amp Peak 6(5q35.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 7(6p25.1) mutation analysis' versus 'CN_CNMF'

P value = 7.86e-09 (Fisher's exact test), Q value = 3.2e-06

Table S5.  Gene #7: 'Amp Peak 7(6p25.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 7(6P25.1) MUTATED 19 76 29 33
AMP PEAK 7(6P25.1) WILD-TYPE 35 19 39 38

Figure S5.  Get High-res Image Gene #7: 'Amp Peak 7(6p25.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 7(6p25.1) mutation analysis' versus 'MIRSEQ_CNMF'

P value = 0.000569 (Fisher's exact test), Q value = 0.21

Table S6.  Gene #7: 'Amp Peak 7(6p25.1) mutation analysis' versus Clinical Feature #7: 'MIRSEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 122 88 72
AMP PEAK 7(6P25.1) MUTATED 81 35 37
AMP PEAK 7(6P25.1) WILD-TYPE 41 53 35

Figure S6.  Get High-res Image Gene #7: 'Amp Peak 7(6p25.1) mutation analysis' versus Clinical Feature #7: 'MIRSEQ_CNMF'

'Amp Peak 7(6p25.1) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 2.41e-05 (Fisher's exact test), Q value = 0.0093

Table S7.  Gene #7: 'Amp Peak 7(6p25.1) mutation analysis' versus Clinical Feature #8: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2
ALL 176 106
AMP PEAK 7(6P25.1) MUTATED 113 40
AMP PEAK 7(6P25.1) WILD-TYPE 63 66

Figure S7.  Get High-res Image Gene #7: 'Amp Peak 7(6p25.1) mutation analysis' versus Clinical Feature #8: 'MIRSEQ_CHIERARCHICAL'

'Amp Peak 9(7p22.3) mutation analysis' versus 'CN_CNMF'

P value = 2.02e-09 (Fisher's exact test), Q value = 8.1e-07

Table S8.  Gene #9: 'Amp Peak 9(7p22.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 9(7P22.3) MUTATED 25 45 23 60
AMP PEAK 9(7P22.3) WILD-TYPE 29 50 45 11

Figure S8.  Get High-res Image Gene #9: 'Amp Peak 9(7p22.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 10(7q34) mutation analysis' versus 'CN_CNMF'

P value = 1.5e-07 (Fisher's exact test), Q value = 6e-05

Table S9.  Gene #10: 'Amp Peak 10(7q34) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 10(7Q34) MUTATED 24 52 34 62
AMP PEAK 10(7Q34) WILD-TYPE 30 43 34 9

Figure S9.  Get High-res Image Gene #10: 'Amp Peak 10(7q34) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 11(8q11.22) mutation analysis' versus 'CN_CNMF'

P value = 3.34e-05 (Fisher's exact test), Q value = 0.013

Table S10.  Gene #11: 'Amp Peak 11(8q11.22) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 11(8Q11.22) MUTATED 14 51 17 38
AMP PEAK 11(8Q11.22) WILD-TYPE 40 44 51 33

Figure S10.  Get High-res Image Gene #11: 'Amp Peak 11(8q11.22) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 12(8q24.3) mutation analysis' versus 'CN_CNMF'

P value = 9.1e-07 (Fisher's exact test), Q value = 0.00036

Table S11.  Gene #12: 'Amp Peak 12(8q24.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 12(8Q24.3) MUTATED 17 61 19 42
AMP PEAK 12(8Q24.3) WILD-TYPE 37 34 49 29

Figure S11.  Get High-res Image Gene #12: 'Amp Peak 12(8q24.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 15(11q13.4) mutation analysis' versus 'CN_CNMF'

P value = 0.000494 (Fisher's exact test), Q value = 0.18

Table S12.  Gene #15: 'Amp Peak 15(11q13.4) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 15(11Q13.4) MUTATED 10 27 4 7
AMP PEAK 15(11Q13.4) WILD-TYPE 44 68 64 64

Figure S12.  Get High-res Image Gene #15: 'Amp Peak 15(11q13.4) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 17(13q31.3) mutation analysis' versus 'CN_CNMF'

P value = 6.89e-11 (Fisher's exact test), Q value = 2.8e-08

Table S13.  Gene #17: 'Amp Peak 17(13q31.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 17(13Q31.3) MUTATED 16 48 4 10
AMP PEAK 17(13Q31.3) WILD-TYPE 38 47 64 61

Figure S13.  Get High-res Image Gene #17: 'Amp Peak 17(13q31.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 17(13q31.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 6.25e-06 (Fisher's exact test), Q value = 0.0024

Table S14.  Gene #17: 'Amp Peak 17(13q31.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 71 105 112
AMP PEAK 17(13Q31.3) MUTATED 35 25 18
AMP PEAK 17(13Q31.3) WILD-TYPE 36 80 94

Figure S14.  Get High-res Image Gene #17: 'Amp Peak 17(13q31.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 18(15q24.3) mutation analysis' versus 'CN_CNMF'

P value = 3.06e-05 (Fisher's exact test), Q value = 0.012

Table S15.  Gene #18: 'Amp Peak 18(15q24.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 18(15Q24.3) MUTATED 10 29 11 36
AMP PEAK 18(15Q24.3) WILD-TYPE 44 66 57 35

Figure S15.  Get High-res Image Gene #18: 'Amp Peak 18(15q24.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 18(15q24.3) mutation analysis' versus 'MRNASEQ_CNMF'

P value = 0.000115 (Fisher's exact test), Q value = 0.043

Table S16.  Gene #18: 'Amp Peak 18(15q24.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 44 81 85 72
AMP PEAK 18(15Q24.3) MUTATED 2 25 33 24
AMP PEAK 18(15Q24.3) WILD-TYPE 42 56 52 48

Figure S16.  Get High-res Image Gene #18: 'Amp Peak 18(15q24.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

'Amp Peak 19(17q25.3) mutation analysis' versus 'CN_CNMF'

P value = 3.87e-05 (Fisher's exact test), Q value = 0.015

Table S17.  Gene #19: 'Amp Peak 19(17q25.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 19(17Q25.3) MUTATED 10 43 11 29
AMP PEAK 19(17Q25.3) WILD-TYPE 44 52 57 42

Figure S17.  Get High-res Image Gene #19: 'Amp Peak 19(17q25.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 21(20q13.2) mutation analysis' versus 'CN_CNMF'

P value = 4.24e-06 (Fisher's exact test), Q value = 0.0017

Table S18.  Gene #21: 'Amp Peak 21(20q13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 21(20Q13.2) MUTATED 20 53 23 52
AMP PEAK 21(20Q13.2) WILD-TYPE 34 42 45 19

Figure S18.  Get High-res Image Gene #21: 'Amp Peak 21(20q13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 22(22q13.2) mutation analysis' versus 'CN_CNMF'

P value = 1.93e-08 (Fisher's exact test), Q value = 7.7e-06

Table S19.  Gene #22: 'Amp Peak 22(22q13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
AMP PEAK 22(22Q13.2) MUTATED 12 31 21 50
AMP PEAK 22(22Q13.2) WILD-TYPE 42 64 47 21

Figure S19.  Get High-res Image Gene #22: 'Amp Peak 22(22q13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 1(1p36.31) mutation analysis' versus 'CN_CNMF'

P value = 0.000418 (Fisher's exact test), Q value = 0.15

Table S20.  Gene #23: 'Del Peak 1(1p36.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 1(1P36.31) MUTATED 16 32 5 17
DEL PEAK 1(1P36.31) WILD-TYPE 38 63 63 54

Figure S20.  Get High-res Image Gene #23: 'Del Peak 1(1p36.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 1(1p36.31) mutation analysis' versus 'METHLYATION_CNMF'

P value = 4.99e-05 (Fisher's exact test), Q value = 0.019

Table S21.  Gene #23: 'Del Peak 1(1p36.31) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 71 105 112
DEL PEAK 1(1P36.31) MUTATED 31 23 16
DEL PEAK 1(1P36.31) WILD-TYPE 40 82 96

Figure S21.  Get High-res Image Gene #23: 'Del Peak 1(1p36.31) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 2(1p22.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.12e-05 (Fisher's exact test), Q value = 0.0043

Table S22.  Gene #24: 'Del Peak 2(1p22.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 71 105 112
DEL PEAK 2(1P22.1) MUTATED 33 15 25
DEL PEAK 2(1P22.1) WILD-TYPE 38 90 87

Figure S22.  Get High-res Image Gene #24: 'Del Peak 2(1p22.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 2(1p22.1) mutation analysis' versus 'MRNASEQ_CNMF'

P value = 9.53e-05 (Fisher's exact test), Q value = 0.036

Table S23.  Gene #24: 'Del Peak 2(1p22.1) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 44 81 85 72
DEL PEAK 2(1P22.1) MUTATED 10 17 37 9
DEL PEAK 2(1P22.1) WILD-TYPE 34 64 48 63

Figure S23.  Get High-res Image Gene #24: 'Del Peak 2(1p22.1) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

'Del Peak 8(5q11.2) mutation analysis' versus 'CN_CNMF'

P value = 4.14e-07 (Fisher's exact test), Q value = 0.00016

Table S24.  Gene #30: 'Del Peak 8(5q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 8(5Q11.2) MUTATED 25 17 6 28
DEL PEAK 8(5Q11.2) WILD-TYPE 29 78 62 43

Figure S24.  Get High-res Image Gene #30: 'Del Peak 8(5q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 9(5q31.3) mutation analysis' versus 'CN_CNMF'

P value = 9.31e-07 (Fisher's exact test), Q value = 0.00037

Table S25.  Gene #31: 'Del Peak 9(5q31.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 9(5Q31.3) MUTATED 32 23 14 35
DEL PEAK 9(5Q31.3) WILD-TYPE 22 72 54 36

Figure S25.  Get High-res Image Gene #31: 'Del Peak 9(5q31.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 9(5q31.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.34e-05 (Fisher's exact test), Q value = 0.0052

Table S26.  Gene #31: 'Del Peak 9(5q31.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 71 105 112
DEL PEAK 9(5Q31.3) MUTATED 11 52 41
DEL PEAK 9(5Q31.3) WILD-TYPE 60 53 71

Figure S26.  Get High-res Image Gene #31: 'Del Peak 9(5q31.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 10(6q16.3) mutation analysis' versus 'CN_CNMF'

P value = 2.67e-18 (Fisher's exact test), Q value = 1.1e-15

Table S27.  Gene #32: 'Del Peak 10(6q16.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 10(6Q16.3) MUTATED 6 77 28 49
DEL PEAK 10(6Q16.3) WILD-TYPE 48 18 40 22

Figure S27.  Get High-res Image Gene #32: 'Del Peak 10(6q16.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 11(6q26) mutation analysis' versus 'CN_CNMF'

P value = 7.14e-21 (Fisher's exact test), Q value = 2.9e-18

Table S28.  Gene #33: 'Del Peak 11(6q26) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 11(6Q26) MUTATED 7 84 32 50
DEL PEAK 11(6Q26) WILD-TYPE 47 11 36 21

Figure S28.  Get High-res Image Gene #33: 'Del Peak 11(6q26) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 12(6q27) mutation analysis' versus 'CN_CNMF'

P value = 2.4e-18 (Fisher's exact test), Q value = 9.8e-16

Table S29.  Gene #34: 'Del Peak 12(6q27) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 12(6Q27) MUTATED 7 81 34 49
DEL PEAK 12(6Q27) WILD-TYPE 47 14 34 22

Figure S29.  Get High-res Image Gene #34: 'Del Peak 12(6q27) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 14(9p23) mutation analysis' versus 'CN_CNMF'

P value = 1.08e-08 (Fisher's exact test), Q value = 4.3e-06

Table S30.  Gene #36: 'Del Peak 14(9p23) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 14(9P23) MUTATED 48 76 28 47
DEL PEAK 14(9P23) WILD-TYPE 6 19 40 24

Figure S30.  Get High-res Image Gene #36: 'Del Peak 14(9p23) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 15(9p21.3) mutation analysis' versus 'CN_CNMF'

P value = 1.31e-12 (Fisher's exact test), Q value = 5.3e-10

Table S31.  Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 15(9P21.3) MUTATED 51 86 30 56
DEL PEAK 15(9P21.3) WILD-TYPE 3 9 38 15

Figure S31.  Get High-res Image Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 15(9p21.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000285 (Fisher's exact test), Q value = 0.1

Table S32.  Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 71 105 112
DEL PEAK 15(9P21.3) MUTATED 63 87 73
DEL PEAK 15(9P21.3) WILD-TYPE 8 18 39

Figure S32.  Get High-res Image Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 15(9p21.3) mutation analysis' versus 'MRNASEQ_CNMF'

P value = 2.6e-05 (Fisher's exact test), Q value = 0.01

Table S33.  Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 44 81 85 72
DEL PEAK 15(9P21.3) MUTATED 35 59 80 47
DEL PEAK 15(9P21.3) WILD-TYPE 9 22 5 25

Figure S33.  Get High-res Image Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

'Del Peak 15(9p21.3) mutation analysis' versus 'MRNASEQ_CHIERARCHICAL'

P value = 0.000182 (Fisher's exact test), Q value = 0.067

Table S34.  Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #6: 'MRNASEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 79 115 88
DEL PEAK 15(9P21.3) MUTATED 67 76 78
DEL PEAK 15(9P21.3) WILD-TYPE 12 39 10

Figure S34.  Get High-res Image Gene #37: 'Del Peak 15(9p21.3) mutation analysis' versus Clinical Feature #6: 'MRNASEQ_CHIERARCHICAL'

'Del Peak 16(10p15.3) mutation analysis' versus 'CN_CNMF'

P value = 2.48e-06 (Fisher's exact test), Q value = 0.00097

Table S35.  Gene #38: 'Del Peak 16(10p15.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 16(10P15.3) MUTATED 34 51 22 54
DEL PEAK 16(10P15.3) WILD-TYPE 20 44 46 17

Figure S35.  Get High-res Image Gene #38: 'Del Peak 16(10p15.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 16(10p15.3) mutation analysis' versus 'MRNASEQ_CNMF'

P value = 7.06e-05 (Fisher's exact test), Q value = 0.027

Table S36.  Gene #38: 'Del Peak 16(10p15.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 44 81 85 72
DEL PEAK 16(10P15.3) MUTATED 21 40 65 32
DEL PEAK 16(10P15.3) WILD-TYPE 23 41 20 40

Figure S36.  Get High-res Image Gene #38: 'Del Peak 16(10p15.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

'Del Peak 16(10p15.3) mutation analysis' versus 'MRNASEQ_CHIERARCHICAL'

P value = 1.24e-05 (Fisher's exact test), Q value = 0.0048

Table S37.  Gene #38: 'Del Peak 16(10p15.3) mutation analysis' versus Clinical Feature #6: 'MRNASEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 79 115 88
DEL PEAK 16(10P15.3) MUTATED 46 47 65
DEL PEAK 16(10P15.3) WILD-TYPE 33 68 23

Figure S37.  Get High-res Image Gene #38: 'Del Peak 16(10p15.3) mutation analysis' versus Clinical Feature #6: 'MRNASEQ_CHIERARCHICAL'

'Del Peak 17(10q23.31) mutation analysis' versus 'CN_CNMF'

P value = 4.13e-10 (Fisher's exact test), Q value = 1.7e-07

Table S38.  Gene #39: 'Del Peak 17(10q23.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 17(10Q23.31) MUTATED 42 53 23 60
DEL PEAK 17(10Q23.31) WILD-TYPE 12 42 45 11

Figure S38.  Get High-res Image Gene #39: 'Del Peak 17(10q23.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 17(10q23.31) mutation analysis' versus 'MRNASEQ_CNMF'

P value = 0.000193 (Fisher's exact test), Q value = 0.071

Table S39.  Gene #39: 'Del Peak 17(10q23.31) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 44 81 85 72
DEL PEAK 17(10Q23.31) MUTATED 23 46 69 38
DEL PEAK 17(10Q23.31) WILD-TYPE 21 35 16 34

Figure S39.  Get High-res Image Gene #39: 'Del Peak 17(10q23.31) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

'Del Peak 18(10q26.3) mutation analysis' versus 'CN_CNMF'

P value = 7.73e-07 (Fisher's exact test), Q value = 0.00031

Table S40.  Gene #40: 'Del Peak 18(10q26.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 18(10Q26.3) MUTATED 43 56 26 55
DEL PEAK 18(10Q26.3) WILD-TYPE 11 39 42 16

Figure S40.  Get High-res Image Gene #40: 'Del Peak 18(10q26.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 18(10q26.3) mutation analysis' versus 'MRNASEQ_CNMF'

P value = 8.36e-05 (Fisher's exact test), Q value = 0.032

Table S41.  Gene #40: 'Del Peak 18(10q26.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 44 81 85 72
DEL PEAK 18(10Q26.3) MUTATED 23 45 70 39
DEL PEAK 18(10Q26.3) WILD-TYPE 21 36 15 33

Figure S41.  Get High-res Image Gene #40: 'Del Peak 18(10q26.3) mutation analysis' versus Clinical Feature #5: 'MRNASEQ_CNMF'

'Del Peak 18(10q26.3) mutation analysis' versus 'MRNASEQ_CHIERARCHICAL'

P value = 0.000332 (Fisher's exact test), Q value = 0.12

Table S42.  Gene #40: 'Del Peak 18(10q26.3) mutation analysis' versus Clinical Feature #6: 'MRNASEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 79 115 88
DEL PEAK 18(10Q26.3) MUTATED 44 63 70
DEL PEAK 18(10Q26.3) WILD-TYPE 35 52 18

Figure S42.  Get High-res Image Gene #40: 'Del Peak 18(10q26.3) mutation analysis' versus Clinical Feature #6: 'MRNASEQ_CHIERARCHICAL'

'Del Peak 19(11q23.3) mutation analysis' versus 'CN_CNMF'

P value = 6.14e-05 (Fisher's exact test), Q value = 0.023

Table S43.  Gene #41: 'Del Peak 19(11q23.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 19(11Q23.3) MUTATED 23 54 25 52
DEL PEAK 19(11Q23.3) WILD-TYPE 31 41 43 19

Figure S43.  Get High-res Image Gene #41: 'Del Peak 19(11q23.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 21(13q34) mutation analysis' versus 'CN_CNMF'

P value = 9.76e-05 (Fisher's exact test), Q value = 0.037

Table S44.  Gene #43: 'Del Peak 21(13q34) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 21(13Q34) MUTATED 9 12 13 30
DEL PEAK 21(13Q34) WILD-TYPE 45 83 55 41

Figure S44.  Get High-res Image Gene #43: 'Del Peak 21(13q34) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 22(14q32.2) mutation analysis' versus 'CN_CNMF'

P value = 8.37e-05 (Fisher's exact test), Q value = 0.032

Table S45.  Gene #44: 'Del Peak 22(14q32.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 22(14Q32.2) MUTATED 10 45 13 28
DEL PEAK 22(14Q32.2) WILD-TYPE 44 50 55 43

Figure S45.  Get High-res Image Gene #44: 'Del Peak 22(14q32.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 28(19p13.3) mutation analysis' versus 'CN_CNMF'

P value = 0.000176 (Fisher's exact test), Q value = 0.065

Table S46.  Gene #50: 'Del Peak 28(19p13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 54 95 68 71
DEL PEAK 28(19P13.3) MUTATED 12 27 10 34
DEL PEAK 28(19P13.3) WILD-TYPE 42 68 58 37

Figure S46.  Get High-res Image Gene #50: 'Del Peak 28(19p13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

Methods & Data
Input
  • Copy number data file = All Lesions File (all_lesions.conf_##.txt, where ## is the confidence level). The all lesions file is from GISTIC pipeline and summarizes the results from the GISTIC run. It contains data about the significant regions of amplification and deletion as well as which samples are amplified or deleted in each of these regions. The identified regions are listed down the first column, and the samples are listed across the first row, starting in column 10.

  • Molecular subtype file = SKCM-All_Samples.transferedmergedcluster.txt

  • Number of patients = 288

  • Number of copy number variation regions = 51

  • Number of molecular subtypes = 8

  • Exclude regions that fewer than K tumors have alterations, K = 3

Fisher's exact test

For binary or multi-class clinical features (nominal or ordinal), two-tailed Fisher's exact tests (Fisher 1922) were used to estimate the P values using the 'fisher.test' function in R

Q value calculation

For multiple hypothesis correction, Q value is the False Discovery Rate (FDR) analogue of the P value (Benjamini and Hochberg 1995), defined as the minimum FDR at which the test may be called significant. We used the 'Benjamini and Hochberg' method of 'p.adjust' function in R to convert P values into Q values.

Download Results

This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.

References
[1] Fisher, R.A., On the interpretation of chi-square from contingency tables, and the calculation of P, Journal of the Royal Statistical Society 85(1):87-94 (1922)
[2] Benjamini and Hochberg, Controlling the false discovery rate: a practical and powerful approach to multiple testing, Journal of the Royal Statistical Society Series B 59:289-300 (1995)