Stomach Adenocarcinoma: Correlation between copy number variation genes and molecular subtypes
(primary solid tumor 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 75 peak regions and 6 molecular subtypes across 306 patients, 133 significant findings detected with Q value < 0.25.

  • Amp Peak 1(1p36.22) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 2(1q21.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 3(1q42.3) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CNMF'.

  • Amp Peak 4(3q26.2) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 5(5p15.33) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Amp Peak 6(5p13.1) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 7(6p21.1) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 8(6q12) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 9(6q21) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 10(7p22.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 11(7p11.2) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 12(7q21.2) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 13(8p23.1) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 14(8q24.21) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 16(9q34.3) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 17(10q26.13) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 18(11p13) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 19(11q13.3) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 20(12p12.1) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 21(12q15) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 22(13q12.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 23(13q22.1) cnvs correlated to 'CN_CNMF' and 'MIRSEQ_CHIERARCHICAL'.

  • Amp Peak 24(15q26.1) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 25(17q12) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 26(18q11.2) cnvs correlated to 'CN_CNMF'.

  • Amp Peak 27(19q12) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Amp Peak 28(20q13.2) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Amp Peak 29(Xq26.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 1(1p36.11) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 2(1p13.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 4(2q32.1) cnvs correlated to 'CN_CNMF'.

  • Del Peak 5(2q37.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 6(3p26.1) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 7(3p14.2) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 8(3q26.31) cnvs correlated to 'CN_CNMF'.

  • Del Peak 9(4q22.1) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 10(4q34.3) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 11(5q11.2) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF',  'MIRSEQ_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 12(6p25.3) cnvs correlated to 'CN_CNMF' and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 13(6q26) cnvs correlated to 'CN_CNMF'.

  • Del Peak 14(7q31.1) cnvs correlated to 'CN_CNMF'.

  • Del Peak 15(7q36.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 16(8p23.2) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 17(9p23) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 18(9p21.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 19(9q21.11) cnvs correlated to 'CN_CNMF'.

  • Del Peak 20(10p14) cnvs correlated to 'CN_CNMF'.

  • Del Peak 21(10q22.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 22(10q23.31) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF',  'MIRSEQ_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 23(11p15.4) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 24(11q23.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 25(12p13.31) cnvs correlated to 'CN_CNMF'.

  • Del Peak 26(13q14.2) cnvs correlated to 'CN_CNMF'.

  • Del Peak 27(14q21.1) cnvs correlated to 'CN_CNMF'.

  • Del Peak 28(14q32.33) cnvs correlated to 'CN_CNMF'.

  • Del Peak 29(15q11.2) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 30(15q15.1) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 31(16p13.3) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 32(16q23.1) cnvs correlated to 'CN_CNMF'.

  • Del Peak 33(17p12) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 34(17q24.3) cnvs correlated to 'CN_CNMF'.

  • Del Peak 35(18q21.2) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 36(18q23) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 37(19p13.3) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF',  'MIRSEQ_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 38(19q13.11) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 39(20p12.1) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 40(20p12.1) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 41(21q11.2) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 42(21q22.13) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 43(22q13.31) cnvs correlated to 'CN_CNMF',  'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.

  • Del Peak 44(Xp22.2) cnvs correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.

  • Del Peak 45(Xp21.1) cnvs correlated to 'CN_CNMF'.

  • Del Peak 46(Xq21.33) 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 75 regions and 6 molecular subtypes. Shown in the table are P values (Q values). Thresholded by Q value < 0.25, 133 significant findings detected.

Molecular
subtypes
CN
CNMF
METHLYATION
CNMF
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
Del Peak 11(5q11 2) 94 (31%) 212 8.3e-27
(3.71e-24)
2.93e-11
(1.19e-08)
0.0452
(1.00)
0.15
(1.00)
2.27e-05
(0.00816)
4.05e-06
(0.00149)
Del Peak 22(10q23 31) 67 (22%) 239 1.17e-18
(5.08e-16)
1.36e-06
(0.000509)
0.00684
(1.00)
0.0899
(1.00)
8.96e-05
(0.0309)
4.69e-05
(0.0166)
Del Peak 37(19p13 3) 91 (30%) 215 2.75e-29
(1.24e-26)
1.98e-12
(8.25e-10)
0.347
(1.00)
0.361
(1.00)
0.000169
(0.0571)
5.79e-09
(2.27e-06)
Amp Peak 3(1q42 3) 95 (31%) 211 6e-18
(2.59e-15)
1.68e-06
(0.000623)
0.755
(1.00)
0.361
(1.00)
9.69e-05
(0.0331)
0.00587
(1.00)
Amp Peak 5(5p15 33) 76 (25%) 230 3.57e-19
(1.56e-16)
1.8e-07
(6.84e-05)
0.51
(1.00)
0.476
(1.00)
0.00824
(1.00)
0.000785
(0.25)
Amp Peak 27(19q12) 82 (27%) 224 7.65e-18
(3.3e-15)
2.2e-08
(8.59e-06)
0.51
(1.00)
0.0604
(1.00)
0.0138
(1.00)
1.13e-05
(0.00412)
Del Peak 9(4q22 1) 120 (39%) 186 1.51e-25
(6.75e-23)
1.3e-07
(4.96e-05)
0.223
(1.00)
0.543
(1.00)
0.00334
(0.993)
0.000205
(0.0684)
Del Peak 10(4q34 3) 111 (36%) 195 9.9e-21
(4.37e-18)
1.78e-06
(0.000659)
0.0305
(1.00)
0.165
(1.00)
0.0138
(1.00)
6.39e-05
(0.0223)
Del Peak 16(8p23 2) 71 (23%) 235 3.78e-18
(1.64e-15)
2.17e-06
(0.000805)
0.51
(1.00)
0.899
(1.00)
0.0474
(1.00)
0.000177
(0.0595)
Del Peak 29(15q11 2) 73 (24%) 233 2.4e-16
(1.02e-13)
2.86e-05
(0.0102)
0.00934
(1.00)
0.011
(1.00)
0.01
(1.00)
0.000107
(0.0362)
Del Peak 30(15q15 1) 75 (25%) 231 3.92e-15
(1.66e-12)
9.19e-05
(0.0315)
0.0452
(1.00)
0.0899
(1.00)
0.0354
(1.00)
5.96e-05
(0.0209)
Del Peak 33(17p12) 103 (34%) 203 8.32e-32
(3.74e-29)
9.36e-08
(3.59e-05)
0.203
(1.00)
0.509
(1.00)
0.00142
(0.442)
2.01e-05
(0.00723)
Del Peak 38(19q13 11) 40 (13%) 266 1.39e-10
(5.61e-08)
0.000142
(0.048)
0.0946
(1.00)
0.23
(1.00)
0.00354
(1.00)
5.22e-05
(0.0184)
Del Peak 43(22q13 31) 91 (30%) 215 1.61e-19
(7.05e-17)
1.05e-06
(0.000396)
1
(1.00)
1
(1.00)
0.00277
(0.829)
0.00019
(0.0637)
Amp Peak 2(1q21 3) 101 (33%) 205 3.9e-22
(1.73e-19)
4.87e-11
(1.98e-08)
0.215
(1.00)
0.0203
(1.00)
0.0008
(0.253)
0.00164
(0.509)
Amp Peak 6(5p13 1) 74 (24%) 232 1.03e-18
(4.47e-16)
9.23e-06
(0.00337)
1
(1.00)
0.561
(1.00)
0.0316
(1.00)
0.00525
(1.00)
Amp Peak 7(6p21 1) 74 (24%) 232 2.54e-17
(1.09e-14)
4.45e-07
(0.000168)
0.332
(1.00)
0.678
(1.00)
0.0368
(1.00)
0.00115
(0.362)
Amp Peak 8(6q12) 56 (18%) 250 2.18e-10
(8.73e-08)
1.77e-05
(0.00642)
0.51
(1.00)
0.899
(1.00)
0.0669
(1.00)
0.0179
(1.00)
Amp Peak 9(6q21) 52 (17%) 254 5.59e-09
(2.2e-06)
0.000295
(0.0972)
0.0883
(1.00)
0.363
(1.00)
0.241
(1.00)
0.0216
(1.00)
Amp Peak 10(7p22 3) 141 (46%) 165 1.63e-22
(7.24e-20)
5.91e-06
(0.00217)
0.763
(1.00)
0.428
(1.00)
0.00811
(1.00)
0.00208
(0.634)
Amp Peak 11(7p11 2) 128 (42%) 178 4.15e-20
(1.83e-17)
0.000402
(0.131)
0.547
(1.00)
0.651
(1.00)
0.00437
(1.00)
0.0208
(1.00)
Amp Peak 14(8q24 21) 186 (61%) 120 5.82e-09
(2.28e-06)
0.000497
(0.161)
0.281
(1.00)
0.464
(1.00)
0.0838
(1.00)
0.0202
(1.00)
Amp Peak 22(13q12 3) 109 (36%) 197 2.59e-12
(1.07e-09)
0.000527
(0.17)
0.223
(1.00)
0.115
(1.00)
0.408
(1.00)
0.151
(1.00)
Amp Peak 23(13q22 1) 118 (39%) 188 2.32e-11
(9.46e-09)
0.0013
(0.407)
0.131
(1.00)
0.652
(1.00)
0.323
(1.00)
0.000777
(0.248)
Amp Peak 24(15q26 1) 65 (21%) 241 5.77e-16
(2.45e-13)
5.42e-05
(0.0191)
1
(1.00)
0.885
(1.00)
0.0241
(1.00)
0.0132
(1.00)
Amp Peak 28(20q13 2) 191 (62%) 115 1.98e-28
(8.85e-26)
4.26e-07
(0.000161)
0.755
(1.00)
0.116
(1.00)
0.0315
(1.00)
0.0239
(1.00)
Del Peak 1(1p36 11) 81 (26%) 225 2.61e-14
(1.09e-11)
0.000391
(0.128)
0.358
(1.00)
0.538
(1.00)
0.0698
(1.00)
0.0118
(1.00)
Del Peak 6(3p26 1) 77 (25%) 229 3.53e-12
(1.46e-09)
0.000596
(0.192)
0.185
(1.00)
0.0899
(1.00)
0.0623
(1.00)
0.00525
(1.00)
Del Peak 7(3p14 2) 97 (32%) 209 4.66e-15
(1.96e-12)
0.000101
(0.0343)
0.488
(1.00)
0.138
(1.00)
0.205
(1.00)
0.0138
(1.00)
Del Peak 12(6p25 3) 66 (22%) 240 7.12e-10
(2.83e-07)
0.0029
(0.865)
0.698
(1.00)
0.424
(1.00)
0.28
(1.00)
0.000293
(0.0967)
Del Peak 15(7q36 3) 55 (18%) 251 3.8e-17
(1.62e-14)
7.87e-06
(0.00288)
0.698
(1.00)
0.499
(1.00)
0.179
(1.00)
0.0017
(0.524)
Del Peak 17(9p23) 110 (36%) 196 1.59e-23
(7.07e-21)
0.000285
(0.0943)
0.124
(1.00)
0.449
(1.00)
0.0331
(1.00)
0.0262
(1.00)
Del Peak 18(9p21 3) 109 (36%) 197 5.65e-23
(2.51e-20)
1.19e-09
(4.69e-07)
0.215
(1.00)
0.839
(1.00)
0.00662
(1.00)
0.00243
(0.739)
Del Peak 21(10q22 3) 46 (15%) 260 4.02e-12
(1.65e-09)
8.92e-05
(0.0309)
0.132
(1.00)
0.15
(1.00)
0.0194
(1.00)
0.00156
(0.485)
Del Peak 23(11p15 4) 56 (18%) 250 1.34e-10
(5.41e-08)
0.000162
(0.0549)
1
(1.00)
1
(1.00)
0.173
(1.00)
0.00269
(0.806)
Del Peak 31(16p13 3) 52 (17%) 254 3.29e-12
(1.36e-09)
0.000676
(0.217)
1
(1.00)
0.641
(1.00)
0.0143
(1.00)
0.181
(1.00)
Del Peak 35(18q21 2) 124 (41%) 182 8.77e-19
(3.83e-16)
8.92e-05
(0.0309)
0.763
(1.00)
0.191
(1.00)
0.112
(1.00)
0.0142
(1.00)
Del Peak 36(18q23) 116 (38%) 190 1.21e-17
(5.2e-15)
1.58e-05
(0.00573)
1
(1.00)
0.917
(1.00)
0.0458
(1.00)
0.00512
(1.00)
Del Peak 39(20p12 1) 50 (16%) 256 1.86e-10
(7.5e-08)
7.73e-05
(0.0269)
1
(1.00)
0.84
(1.00)
0.0244
(1.00)
0.016
(1.00)
Del Peak 40(20p12 1) 50 (16%) 256 1.86e-10
(7.5e-08)
7.73e-05
(0.0269)
1
(1.00)
0.84
(1.00)
0.0244
(1.00)
0.016
(1.00)
Del Peak 41(21q11 2) 97 (32%) 209 2.75e-15
(1.16e-12)
0.00028
(0.0928)
0.51
(1.00)
0.899
(1.00)
0.0115
(1.00)
0.275
(1.00)
Del Peak 42(21q22 13) 102 (33%) 204 6.07e-16
(2.57e-13)
0.000405
(0.131)
0.215
(1.00)
0.58
(1.00)
0.0615
(1.00)
0.143
(1.00)
Del Peak 44(Xp22 2) 52 (17%) 254 2.64e-14
(1.1e-11)
0.000311
(0.102)
0.698
(1.00)
0.732
(1.00)
0.131
(1.00)
0.00839
(1.00)
Amp Peak 1(1p36 22) 34 (11%) 272 5.21e-09
(2.06e-06)
0.00636
(1.00)
0.412
(1.00)
0.557
(1.00)
0.0421
(1.00)
0.181
(1.00)
Amp Peak 4(3q26 2) 91 (30%) 215 6.19e-08
(2.39e-05)
0.00763
(1.00)
0.116
(1.00)
0.142
(1.00)
0.0685
(1.00)
0.378
(1.00)
Amp Peak 12(7q21 2) 124 (41%) 182 3.24e-18
(1.41e-15)
0.00649
(1.00)
0.547
(1.00)
0.433
(1.00)
0.0229
(1.00)
0.0729
(1.00)
Amp Peak 13(8p23 1) 114 (37%) 192 6.18e-05
(0.0216)
0.12
(1.00)
0.364
(1.00)
0.165
(1.00)
0.558
(1.00)
0.623
(1.00)
Amp Peak 16(9q34 3) 67 (22%) 239 1.35e-07
(5.15e-05)
0.0609
(1.00)
0.747
(1.00)
1
(1.00)
0.394
(1.00)
0.313
(1.00)
Amp Peak 17(10q26 13) 55 (18%) 251 2.42e-05
(0.00867)
0.0149
(1.00)
1
(1.00)
1
(1.00)
0.447
(1.00)
0.27
(1.00)
Amp Peak 18(11p13) 48 (16%) 258 0.000705
(0.226)
0.265
(1.00)
0.698
(1.00)
0.293
(1.00)
0.221
(1.00)
0.07
(1.00)
Amp Peak 19(11q13 3) 62 (20%) 244 5.12e-08
(1.98e-05)
0.0899
(1.00)
1
(1.00)
0.264
(1.00)
0.0107
(1.00)
0.05
(1.00)
Amp Peak 20(12p12 1) 76 (25%) 230 1.24e-06
(0.000464)
0.00547
(1.00)
0.412
(1.00)
0.557
(1.00)
0.16
(1.00)
0.799
(1.00)
Amp Peak 21(12q15) 69 (23%) 237 3.03e-05
(0.0108)
0.00484
(1.00)
0.721
(1.00)
1
(1.00)
0.475
(1.00)
0.804
(1.00)
Amp Peak 25(17q12) 83 (27%) 223 3.11e-17
(1.33e-14)
0.00175
(0.538)
0.736
(1.00)
0.162
(1.00)
0.0088
(1.00)
0.00362
(1.00)
Amp Peak 26(18q11 2) 80 (26%) 226 9.1e-09
(3.56e-06)
0.00203
(0.62)
1
(1.00)
0.616
(1.00)
0.338
(1.00)
0.164
(1.00)
Amp Peak 29(Xq26 2) 60 (20%) 246 2.69e-06
(0.000991)
0.385
(1.00)
0.281
(1.00)
0.532
(1.00)
0.0524
(1.00)
0.929
(1.00)
Del Peak 2(1p13 2) 55 (18%) 251 2.42e-12
(1e-09)
0.00674
(1.00)
0.162
(1.00)
0.707
(1.00)
0.0524
(1.00)
0.0308
(1.00)
Del Peak 4(2q32 1) 34 (11%) 272 0.000205
(0.0684)
0.164
(1.00)
0.664
(1.00)
0.73
(1.00)
0.279
(1.00)
0.0614
(1.00)
Del Peak 5(2q37 2) 40 (13%) 266 4.33e-07
(0.000164)
0.00694
(1.00)
0.607
(1.00)
0.643
(1.00)
0.114
(1.00)
0.00889
(1.00)
Del Peak 8(3q26 31) 32 (10%) 274 1.98e-05
(0.00715)
0.00893
(1.00)
0.345
(1.00)
0.356
(1.00)
0.0599
(1.00)
0.00659
(1.00)
Del Peak 13(6q26) 58 (19%) 248 2.71e-07
(0.000103)
0.0185
(1.00)
0.457
(1.00)
0.603
(1.00)
0.223
(1.00)
0.161
(1.00)
Del Peak 14(7q31 1) 41 (13%) 265 3.02e-08
(1.17e-05)
0.00397
(1.00)
0.412
(1.00)
0.557
(1.00)
0.0305
(1.00)
0.0839
(1.00)
Del Peak 19(9q21 11) 68 (22%) 238 1.12e-14
(4.71e-12)
0.00181
(0.554)
0.698
(1.00)
0.641
(1.00)
0.0817
(1.00)
0.00248
(0.749)
Del Peak 20(10p14) 39 (13%) 267 6.64e-08
(2.56e-05)
0.00375
(1.00)
0.721
(1.00)
0.885
(1.00)
0.0167
(1.00)
0.0459
(1.00)
Del Peak 24(11q23 2) 55 (18%) 251 1.18e-06
(0.000444)
0.000872
(0.276)
1
(1.00)
0.215
(1.00)
0.0607
(1.00)
0.221
(1.00)
Del Peak 25(12p13 31) 46 (15%) 260 2.28e-11
(9.35e-09)
0.00244
(0.739)
1
(1.00)
1
(1.00)
0.0802
(1.00)
0.335
(1.00)
Del Peak 26(13q14 2) 40 (13%) 266 3.12e-05
(0.0111)
0.0194
(1.00)
0.412
(1.00)
0.557
(1.00)
0.404
(1.00)
0.879
(1.00)
Del Peak 27(14q21 1) 67 (22%) 239 1.06e-09
(4.2e-07)
0.0412
(1.00)
0.132
(1.00)
0.674
(1.00)
0.0343
(1.00)
0.0177
(1.00)
Del Peak 28(14q32 33) 81 (26%) 225 2.7e-10
(1.08e-07)
0.037
(1.00)
0.0883
(1.00)
0.458
(1.00)
0.251
(1.00)
0.174
(1.00)
Del Peak 32(16q23 1) 104 (34%) 202 1.13e-10
(4.57e-08)
0.0266
(1.00)
0.543
(1.00)
0.915
(1.00)
0.665
(1.00)
0.182
(1.00)
Del Peak 34(17q24 3) 50 (16%) 256 9.38e-12
(3.85e-09)
0.0225
(1.00)
0.0883
(1.00)
0.0551
(1.00)
0.0145
(1.00)
0.00115
(0.362)
Del Peak 45(Xp21 1) 45 (15%) 261 1.54e-13
(6.43e-11)
0.00459
(1.00)
0.281
(1.00)
0.283
(1.00)
0.0208
(1.00)
0.0762
(1.00)
Del Peak 46(Xq21 33) 38 (12%) 268 8.31e-08
(3.2e-05)
0.00261
(0.784)
0.457
(1.00)
0.674
(1.00)
0.0496
(1.00)
0.0108
(1.00)
Amp Peak 15(9p24 1) 45 (15%) 261 0.0752
(1.00)
0.107
(1.00)
0.698
(1.00)
0.159
(1.00)
0.701
(1.00)
0.353
(1.00)
Del Peak 3(1q44) 21 (7%) 285 0.0073
(1.00)
0.0121
(1.00)
0.412
(1.00)
0.84
(1.00)
0.209
(1.00)
0.0617
(1.00)
'Amp Peak 1(1p36.22) mutation analysis' versus 'CN_CNMF'

P value = 5.21e-09 (Fisher's exact test), Q value = 2.1e-06

Table S1.  Gene #1: 'Amp Peak 1(1p36.22) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 1(1P36.22) MUTATED 2 28 4
AMP PEAK 1(1P36.22) WILD-TYPE 151 90 31

Figure S1.  Get High-res Image Gene #1: 'Amp Peak 1(1p36.22) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 2(1q21.3) mutation analysis' versus 'CN_CNMF'

P value = 3.9e-22 (Fisher's exact test), Q value = 1.7e-19

Table S2.  Gene #2: 'Amp Peak 2(1q21.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 2(1Q21.3) MUTATED 12 72 17
AMP PEAK 2(1Q21.3) WILD-TYPE 141 46 18

Figure S2.  Get High-res Image Gene #2: 'Amp Peak 2(1q21.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 2(1q21.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 4.87e-11 (Fisher's exact test), Q value = 2e-08

Table S3.  Gene #2: 'Amp Peak 2(1q21.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 2(1Q21.3) MUTATED 2 23 11 48
AMP PEAK 2(1Q21.3) WILD-TYPE 35 56 53 30

Figure S3.  Get High-res Image Gene #2: 'Amp Peak 2(1q21.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 3(1q42.3) mutation analysis' versus 'CN_CNMF'

P value = 6e-18 (Fisher's exact test), Q value = 2.6e-15

Table S4.  Gene #3: 'Amp Peak 3(1q42.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 3(1Q42.3) MUTATED 13 62 20
AMP PEAK 3(1Q42.3) WILD-TYPE 140 56 15

Figure S4.  Get High-res Image Gene #3: 'Amp Peak 3(1q42.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 3(1q42.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.68e-06 (Fisher's exact test), Q value = 0.00062

Table S5.  Gene #3: 'Amp Peak 3(1q42.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 3(1Q42.3) MUTATED 3 21 14 41
AMP PEAK 3(1Q42.3) WILD-TYPE 34 58 50 37

Figure S5.  Get High-res Image Gene #3: 'Amp Peak 3(1q42.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 3(1q42.3) mutation analysis' versus 'MIRSEQ_CNMF'

P value = 9.69e-05 (Fisher's exact test), Q value = 0.033

Table S6.  Gene #3: 'Amp Peak 3(1q42.3) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 89 55 92
AMP PEAK 3(1Q42.3) MUTATED 19 10 43
AMP PEAK 3(1Q42.3) WILD-TYPE 70 45 49

Figure S6.  Get High-res Image Gene #3: 'Amp Peak 3(1q42.3) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

'Amp Peak 4(3q26.2) mutation analysis' versus 'CN_CNMF'

P value = 6.19e-08 (Fisher's exact test), Q value = 2.4e-05

Table S7.  Gene #4: 'Amp Peak 4(3q26.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 4(3Q26.2) MUTATED 23 52 16
AMP PEAK 4(3Q26.2) WILD-TYPE 130 66 19

Figure S7.  Get High-res Image Gene #4: 'Amp Peak 4(3q26.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

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

P value = 3.57e-19 (Fisher's exact test), Q value = 1.6e-16

Table S8.  Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 5(5P15.33) MUTATED 8 62 6
AMP PEAK 5(5P15.33) WILD-TYPE 145 56 29

Figure S8.  Get High-res Image Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

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

P value = 1.8e-07 (Fisher's exact test), Q value = 6.8e-05

Table S9.  Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 5(5P15.33) MUTATED 6 12 7 38
AMP PEAK 5(5P15.33) WILD-TYPE 31 67 57 40

Figure S9.  Get High-res Image Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

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

P value = 0.000785 (Fisher's exact test), Q value = 0.25

Table S10.  Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
AMP PEAK 5(5P15.33) MUTATED 26 20 13
AMP PEAK 5(5P15.33) WILD-TYPE 33 84 60

Figure S10.  Get High-res Image Gene #5: 'Amp Peak 5(5p15.33) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Amp Peak 6(5p13.1) mutation analysis' versus 'CN_CNMF'

P value = 1.03e-18 (Fisher's exact test), Q value = 4.5e-16

Table S11.  Gene #6: 'Amp Peak 6(5p13.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 6(5P13.1) MUTATED 7 60 7
AMP PEAK 6(5P13.1) WILD-TYPE 146 58 28

Figure S11.  Get High-res Image Gene #6: 'Amp Peak 6(5p13.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 6(5p13.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 9.23e-06 (Fisher's exact test), Q value = 0.0034

Table S12.  Gene #6: 'Amp Peak 6(5p13.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 6(5P13.1) MUTATED 6 12 7 34
AMP PEAK 6(5P13.1) WILD-TYPE 31 67 57 44

Figure S12.  Get High-res Image Gene #6: 'Amp Peak 6(5p13.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 7(6p21.1) mutation analysis' versus 'CN_CNMF'

P value = 2.54e-17 (Fisher's exact test), Q value = 1.1e-14

Table S13.  Gene #7: 'Amp Peak 7(6p21.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 7(6P21.1) MUTATED 7 57 10
AMP PEAK 7(6P21.1) WILD-TYPE 146 61 25

Figure S13.  Get High-res Image Gene #7: 'Amp Peak 7(6p21.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 7(6p21.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 4.45e-07 (Fisher's exact test), Q value = 0.00017

Table S14.  Gene #7: 'Amp Peak 7(6p21.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 7(6P21.1) MUTATED 2 18 5 33
AMP PEAK 7(6P21.1) WILD-TYPE 35 61 59 45

Figure S14.  Get High-res Image Gene #7: 'Amp Peak 7(6p21.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 8(6q12) mutation analysis' versus 'CN_CNMF'

P value = 2.18e-10 (Fisher's exact test), Q value = 8.7e-08

Table S15.  Gene #8: 'Amp Peak 8(6q12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 8(6Q12) MUTATED 7 41 8
AMP PEAK 8(6Q12) WILD-TYPE 146 77 27

Figure S15.  Get High-res Image Gene #8: 'Amp Peak 8(6q12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 8(6q12) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.77e-05 (Fisher's exact test), Q value = 0.0064

Table S16.  Gene #8: 'Amp Peak 8(6q12) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 8(6Q12) MUTATED 2 14 2 24
AMP PEAK 8(6Q12) WILD-TYPE 35 65 62 54

Figure S16.  Get High-res Image Gene #8: 'Amp Peak 8(6q12) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 9(6q21) mutation analysis' versus 'CN_CNMF'

P value = 5.59e-09 (Fisher's exact test), Q value = 2.2e-06

Table S17.  Gene #9: 'Amp Peak 9(6q21) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 9(6Q21) MUTATED 8 39 5
AMP PEAK 9(6Q21) WILD-TYPE 145 79 30

Figure S17.  Get High-res Image Gene #9: 'Amp Peak 9(6q21) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 9(6q21) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000295 (Fisher's exact test), Q value = 0.097

Table S18.  Gene #9: 'Amp Peak 9(6q21) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 9(6Q21) MUTATED 1 12 4 22
AMP PEAK 9(6Q21) WILD-TYPE 36 67 60 56

Figure S18.  Get High-res Image Gene #9: 'Amp Peak 9(6q21) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 10(7p22.3) mutation analysis' versus 'CN_CNMF'

P value = 1.63e-22 (Fisher's exact test), Q value = 7.2e-20

Table S19.  Gene #10: 'Amp Peak 10(7p22.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 10(7P22.3) MUTATED 29 82 30
AMP PEAK 10(7P22.3) WILD-TYPE 124 36 5

Figure S19.  Get High-res Image Gene #10: 'Amp Peak 10(7p22.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 10(7p22.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 5.91e-06 (Fisher's exact test), Q value = 0.0022

Table S20.  Gene #10: 'Amp Peak 10(7p22.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 10(7P22.3) MUTATED 14 37 14 50
AMP PEAK 10(7P22.3) WILD-TYPE 23 42 50 28

Figure S20.  Get High-res Image Gene #10: 'Amp Peak 10(7p22.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 11(7p11.2) mutation analysis' versus 'CN_CNMF'

P value = 4.15e-20 (Fisher's exact test), Q value = 1.8e-17

Table S21.  Gene #11: 'Amp Peak 11(7p11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 11(7P11.2) MUTATED 27 70 31
AMP PEAK 11(7P11.2) WILD-TYPE 126 48 4

Figure S21.  Get High-res Image Gene #11: 'Amp Peak 11(7p11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 11(7p11.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000402 (Fisher's exact test), Q value = 0.13

Table S22.  Gene #11: 'Amp Peak 11(7p11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 11(7P11.2) MUTATED 14 36 13 42
AMP PEAK 11(7P11.2) WILD-TYPE 23 43 51 36

Figure S22.  Get High-res Image Gene #11: 'Amp Peak 11(7p11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 12(7q21.2) mutation analysis' versus 'CN_CNMF'

P value = 3.24e-18 (Fisher's exact test), Q value = 1.4e-15

Table S23.  Gene #12: 'Amp Peak 12(7q21.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 12(7Q21.2) MUTATED 28 65 31
AMP PEAK 12(7Q21.2) WILD-TYPE 125 53 4

Figure S23.  Get High-res Image Gene #12: 'Amp Peak 12(7q21.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 13(8p23.1) mutation analysis' versus 'CN_CNMF'

P value = 6.18e-05 (Fisher's exact test), Q value = 0.022

Table S24.  Gene #13: 'Amp Peak 13(8p23.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 13(8P23.1) MUTATED 58 32 24
AMP PEAK 13(8P23.1) WILD-TYPE 95 86 11

Figure S24.  Get High-res Image Gene #13: 'Amp Peak 13(8p23.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 14(8q24.21) mutation analysis' versus 'CN_CNMF'

P value = 5.82e-09 (Fisher's exact test), Q value = 2.3e-06

Table S25.  Gene #14: 'Amp Peak 14(8q24.21) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 14(8Q24.21) MUTATED 67 91 28
AMP PEAK 14(8Q24.21) WILD-TYPE 86 27 7

Figure S25.  Get High-res Image Gene #14: 'Amp Peak 14(8q24.21) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 14(8q24.21) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000497 (Fisher's exact test), Q value = 0.16

Table S26.  Gene #14: 'Amp Peak 14(8q24.21) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 14(8Q24.21) MUTATED 15 47 29 58
AMP PEAK 14(8Q24.21) WILD-TYPE 22 32 35 20

Figure S26.  Get High-res Image Gene #14: 'Amp Peak 14(8q24.21) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 16(9q34.3) mutation analysis' versus 'CN_CNMF'

P value = 1.35e-07 (Fisher's exact test), Q value = 5.2e-05

Table S27.  Gene #16: 'Amp Peak 16(9q34.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 16(9Q34.3) MUTATED 14 43 10
AMP PEAK 16(9Q34.3) WILD-TYPE 139 75 25

Figure S27.  Get High-res Image Gene #16: 'Amp Peak 16(9q34.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 17(10q26.13) mutation analysis' versus 'CN_CNMF'

P value = 2.42e-05 (Fisher's exact test), Q value = 0.0087

Table S28.  Gene #17: 'Amp Peak 17(10q26.13) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 17(10Q26.13) MUTATED 13 35 7
AMP PEAK 17(10Q26.13) WILD-TYPE 140 83 28

Figure S28.  Get High-res Image Gene #17: 'Amp Peak 17(10q26.13) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 18(11p13) mutation analysis' versus 'CN_CNMF'

P value = 0.000705 (Fisher's exact test), Q value = 0.23

Table S29.  Gene #18: 'Amp Peak 18(11p13) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 18(11P13) MUTATED 13 30 5
AMP PEAK 18(11P13) WILD-TYPE 140 88 30

Figure S29.  Get High-res Image Gene #18: 'Amp Peak 18(11p13) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 19(11q13.3) mutation analysis' versus 'CN_CNMF'

P value = 5.12e-08 (Fisher's exact test), Q value = 2e-05

Table S30.  Gene #19: 'Amp Peak 19(11q13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 19(11Q13.3) MUTATED 12 42 8
AMP PEAK 19(11Q13.3) WILD-TYPE 141 76 27

Figure S30.  Get High-res Image Gene #19: 'Amp Peak 19(11q13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 20(12p12.1) mutation analysis' versus 'CN_CNMF'

P value = 1.24e-06 (Fisher's exact test), Q value = 0.00046

Table S31.  Gene #20: 'Amp Peak 20(12p12.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 20(12P12.1) MUTATED 19 46 11
AMP PEAK 20(12P12.1) WILD-TYPE 134 72 24

Figure S31.  Get High-res Image Gene #20: 'Amp Peak 20(12p12.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 21(12q15) mutation analysis' versus 'CN_CNMF'

P value = 3.03e-05 (Fisher's exact test), Q value = 0.011

Table S32.  Gene #21: 'Amp Peak 21(12q15) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 21(12Q15) MUTATED 19 42 8
AMP PEAK 21(12Q15) WILD-TYPE 134 76 27

Figure S32.  Get High-res Image Gene #21: 'Amp Peak 21(12q15) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 22(13q12.3) mutation analysis' versus 'CN_CNMF'

P value = 2.59e-12 (Fisher's exact test), Q value = 1.1e-09

Table S33.  Gene #22: 'Amp Peak 22(13q12.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 22(13Q12.3) MUTATED 25 62 22
AMP PEAK 22(13Q12.3) WILD-TYPE 128 56 13

Figure S33.  Get High-res Image Gene #22: 'Amp Peak 22(13q12.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 22(13q12.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000527 (Fisher's exact test), Q value = 0.17

Table S34.  Gene #22: 'Amp Peak 22(13q12.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 22(13Q12.3) MUTATED 8 22 18 42
AMP PEAK 22(13Q12.3) WILD-TYPE 29 57 46 36

Figure S34.  Get High-res Image Gene #22: 'Amp Peak 22(13q12.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 23(13q22.1) mutation analysis' versus 'CN_CNMF'

P value = 2.32e-11 (Fisher's exact test), Q value = 9.5e-09

Table S35.  Gene #23: 'Amp Peak 23(13q22.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 23(13Q22.1) MUTATED 30 66 22
AMP PEAK 23(13Q22.1) WILD-TYPE 123 52 13

Figure S35.  Get High-res Image Gene #23: 'Amp Peak 23(13q22.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 23(13q22.1) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 0.000777 (Fisher's exact test), Q value = 0.25

Table S36.  Gene #23: 'Amp Peak 23(13q22.1) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
AMP PEAK 23(13Q22.1) MUTATED 34 29 25
AMP PEAK 23(13Q22.1) WILD-TYPE 25 75 48

Figure S36.  Get High-res Image Gene #23: 'Amp Peak 23(13q22.1) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Amp Peak 24(15q26.1) mutation analysis' versus 'CN_CNMF'

P value = 5.77e-16 (Fisher's exact test), Q value = 2.5e-13

Table S37.  Gene #24: 'Amp Peak 24(15q26.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 24(15Q26.1) MUTATED 8 54 3
AMP PEAK 24(15Q26.1) WILD-TYPE 145 64 32

Figure S37.  Get High-res Image Gene #24: 'Amp Peak 24(15q26.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 24(15q26.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 5.42e-05 (Fisher's exact test), Q value = 0.019

Table S38.  Gene #24: 'Amp Peak 24(15q26.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 24(15Q26.1) MUTATED 1 16 9 29
AMP PEAK 24(15Q26.1) WILD-TYPE 36 63 55 49

Figure S38.  Get High-res Image Gene #24: 'Amp Peak 24(15q26.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 25(17q12) mutation analysis' versus 'CN_CNMF'

P value = 3.11e-17 (Fisher's exact test), Q value = 1.3e-14

Table S39.  Gene #25: 'Amp Peak 25(17q12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 25(17Q12) MUTATED 12 64 7
AMP PEAK 25(17Q12) WILD-TYPE 141 54 28

Figure S39.  Get High-res Image Gene #25: 'Amp Peak 25(17q12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 26(18q11.2) mutation analysis' versus 'CN_CNMF'

P value = 9.1e-09 (Fisher's exact test), Q value = 3.6e-06

Table S40.  Gene #26: 'Amp Peak 26(18q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 26(18Q11.2) MUTATED 19 53 8
AMP PEAK 26(18Q11.2) WILD-TYPE 134 65 27

Figure S40.  Get High-res Image Gene #26: 'Amp Peak 26(18q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 27(19q12) mutation analysis' versus 'CN_CNMF'

P value = 7.65e-18 (Fisher's exact test), Q value = 3.3e-15

Table S41.  Gene #27: 'Amp Peak 27(19q12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 27(19Q12) MUTATED 11 64 7
AMP PEAK 27(19Q12) WILD-TYPE 142 54 28

Figure S41.  Get High-res Image Gene #27: 'Amp Peak 27(19q12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 27(19q12) mutation analysis' versus 'METHLYATION_CNMF'

P value = 2.2e-08 (Fisher's exact test), Q value = 8.6e-06

Table S42.  Gene #27: 'Amp Peak 27(19q12) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 27(19Q12) MUTATED 7 12 9 42
AMP PEAK 27(19Q12) WILD-TYPE 30 67 55 36

Figure S42.  Get High-res Image Gene #27: 'Amp Peak 27(19q12) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 27(19q12) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 1.13e-05 (Fisher's exact test), Q value = 0.0041

Table S43.  Gene #27: 'Amp Peak 27(19q12) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
AMP PEAK 27(19Q12) MUTATED 29 21 10
AMP PEAK 27(19Q12) WILD-TYPE 30 83 63

Figure S43.  Get High-res Image Gene #27: 'Amp Peak 27(19q12) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Amp Peak 28(20q13.2) mutation analysis' versus 'CN_CNMF'

P value = 1.98e-28 (Fisher's exact test), Q value = 8.8e-26

Table S44.  Gene #28: 'Amp Peak 28(20q13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 28(20Q13.2) MUTATED 50 108 33
AMP PEAK 28(20Q13.2) WILD-TYPE 103 10 2

Figure S44.  Get High-res Image Gene #28: 'Amp Peak 28(20q13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Amp Peak 28(20q13.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 4.26e-07 (Fisher's exact test), Q value = 0.00016

Table S45.  Gene #28: 'Amp Peak 28(20q13.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
AMP PEAK 28(20Q13.2) MUTATED 25 42 27 66
AMP PEAK 28(20Q13.2) WILD-TYPE 12 37 37 12

Figure S45.  Get High-res Image Gene #28: 'Amp Peak 28(20q13.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Amp Peak 29(Xq26.2) mutation analysis' versus 'CN_CNMF'

P value = 2.69e-06 (Fisher's exact test), Q value = 0.00099

Table S46.  Gene #29: 'Amp Peak 29(Xq26.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
AMP PEAK 29(XQ26.2) MUTATED 13 36 11
AMP PEAK 29(XQ26.2) WILD-TYPE 140 82 24

Figure S46.  Get High-res Image Gene #29: 'Amp Peak 29(Xq26.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 1(1p36.11) mutation analysis' versus 'CN_CNMF'

P value = 2.61e-14 (Fisher's exact test), Q value = 1.1e-11

Table S47.  Gene #30: 'Del Peak 1(1p36.11) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 1(1P36.11) MUTATED 12 58 11
DEL PEAK 1(1P36.11) WILD-TYPE 141 60 24

Figure S47.  Get High-res Image Gene #30: 'Del Peak 1(1p36.11) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 1(1p36.11) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000391 (Fisher's exact test), Q value = 0.13

Table S48.  Gene #30: 'Del Peak 1(1p36.11) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 1(1P36.11) MUTATED 2 20 11 30
DEL PEAK 1(1P36.11) WILD-TYPE 35 59 53 48

Figure S48.  Get High-res Image Gene #30: 'Del Peak 1(1p36.11) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 2(1p13.2) mutation analysis' versus 'CN_CNMF'

P value = 2.42e-12 (Fisher's exact test), Q value = 1e-09

Table S49.  Gene #31: 'Del Peak 2(1p13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 2(1P13.2) MUTATED 6 44 5
DEL PEAK 2(1P13.2) WILD-TYPE 147 74 30

Figure S49.  Get High-res Image Gene #31: 'Del Peak 2(1p13.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 4(2q32.1) mutation analysis' versus 'CN_CNMF'

P value = 0.000205 (Fisher's exact test), Q value = 0.068

Table S50.  Gene #33: 'Del Peak 4(2q32.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 4(2Q32.1) MUTATED 7 24 3
DEL PEAK 4(2Q32.1) WILD-TYPE 146 94 32

Figure S50.  Get High-res Image Gene #33: 'Del Peak 4(2q32.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 5(2q37.2) mutation analysis' versus 'CN_CNMF'

P value = 4.33e-07 (Fisher's exact test), Q value = 0.00016

Table S51.  Gene #34: 'Del Peak 5(2q37.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 5(2Q37.2) MUTATED 5 27 8
DEL PEAK 5(2Q37.2) WILD-TYPE 148 91 27

Figure S51.  Get High-res Image Gene #34: 'Del Peak 5(2q37.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 6(3p26.1) mutation analysis' versus 'CN_CNMF'

P value = 3.53e-12 (Fisher's exact test), Q value = 1.5e-09

Table S52.  Gene #35: 'Del Peak 6(3p26.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 6(3P26.1) MUTATED 12 50 15
DEL PEAK 6(3P26.1) WILD-TYPE 141 68 20

Figure S52.  Get High-res Image Gene #35: 'Del Peak 6(3p26.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 6(3p26.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000596 (Fisher's exact test), Q value = 0.19

Table S53.  Gene #35: 'Del Peak 6(3p26.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 6(3P26.1) MUTATED 7 20 6 30
DEL PEAK 6(3P26.1) WILD-TYPE 30 59 58 48

Figure S53.  Get High-res Image Gene #35: 'Del Peak 6(3p26.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 7(3p14.2) mutation analysis' versus 'CN_CNMF'

P value = 4.66e-15 (Fisher's exact test), Q value = 2e-12

Table S54.  Gene #36: 'Del Peak 7(3p14.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 7(3P14.2) MUTATED 17 65 15
DEL PEAK 7(3P14.2) WILD-TYPE 136 53 20

Figure S54.  Get High-res Image Gene #36: 'Del Peak 7(3p14.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 7(3p14.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000101 (Fisher's exact test), Q value = 0.034

Table S55.  Gene #36: 'Del Peak 7(3p14.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 7(3P14.2) MUTATED 13 26 8 37
DEL PEAK 7(3P14.2) WILD-TYPE 24 53 56 41

Figure S55.  Get High-res Image Gene #36: 'Del Peak 7(3p14.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 8(3q26.31) mutation analysis' versus 'CN_CNMF'

P value = 1.98e-05 (Fisher's exact test), Q value = 0.0072

Table S56.  Gene #37: 'Del Peak 8(3q26.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 8(3Q26.31) MUTATED 5 24 3
DEL PEAK 8(3Q26.31) WILD-TYPE 148 94 32

Figure S56.  Get High-res Image Gene #37: 'Del Peak 8(3q26.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 9(4q22.1) mutation analysis' versus 'CN_CNMF'

P value = 1.51e-25 (Fisher's exact test), Q value = 6.7e-23

Table S57.  Gene #38: 'Del Peak 9(4q22.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 9(4Q22.1) MUTATED 17 84 19
DEL PEAK 9(4Q22.1) WILD-TYPE 136 34 16

Figure S57.  Get High-res Image Gene #38: 'Del Peak 9(4q22.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 9(4q22.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.3e-07 (Fisher's exact test), Q value = 5e-05

Table S58.  Gene #38: 'Del Peak 9(4q22.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 9(4Q22.1) MUTATED 5 29 16 49
DEL PEAK 9(4Q22.1) WILD-TYPE 32 50 48 29

Figure S58.  Get High-res Image Gene #38: 'Del Peak 9(4q22.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 9(4q22.1) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 0.000205 (Fisher's exact test), Q value = 0.068

Table S59.  Gene #38: 'Del Peak 9(4q22.1) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 9(4Q22.1) MUTATED 36 31 23
DEL PEAK 9(4Q22.1) WILD-TYPE 23 73 50

Figure S59.  Get High-res Image Gene #38: 'Del Peak 9(4q22.1) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 10(4q34.3) mutation analysis' versus 'CN_CNMF'

P value = 9.9e-21 (Fisher's exact test), Q value = 4.4e-18

Table S60.  Gene #39: 'Del Peak 10(4q34.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 10(4Q34.3) MUTATED 18 78 15
DEL PEAK 10(4Q34.3) WILD-TYPE 135 40 20

Figure S60.  Get High-res Image Gene #39: 'Del Peak 10(4q34.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 10(4q34.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.78e-06 (Fisher's exact test), Q value = 0.00066

Table S61.  Gene #39: 'Del Peak 10(4q34.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 10(4Q34.3) MUTATED 3 25 20 44
DEL PEAK 10(4Q34.3) WILD-TYPE 34 54 44 34

Figure S61.  Get High-res Image Gene #39: 'Del Peak 10(4q34.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 10(4q34.3) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 6.39e-05 (Fisher's exact test), Q value = 0.022

Table S62.  Gene #39: 'Del Peak 10(4q34.3) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 10(4Q34.3) MUTATED 35 28 20
DEL PEAK 10(4Q34.3) WILD-TYPE 24 76 53

Figure S62.  Get High-res Image Gene #39: 'Del Peak 10(4q34.3) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 11(5q11.2) mutation analysis' versus 'CN_CNMF'

P value = 8.3e-27 (Fisher's exact test), Q value = 3.7e-24

Table S63.  Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 11(5Q11.2) MUTATED 8 76 10
DEL PEAK 11(5Q11.2) WILD-TYPE 145 42 25

Figure S63.  Get High-res Image Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 11(5q11.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 2.93e-11 (Fisher's exact test), Q value = 1.2e-08

Table S64.  Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 11(5Q11.2) MUTATED 2 24 8 46
DEL PEAK 11(5Q11.2) WILD-TYPE 35 55 56 32

Figure S64.  Get High-res Image Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 11(5q11.2) mutation analysis' versus 'MIRSEQ_CNMF'

P value = 2.27e-05 (Fisher's exact test), Q value = 0.0082

Table S65.  Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 89 55 92
DEL PEAK 11(5Q11.2) MUTATED 24 5 40
DEL PEAK 11(5Q11.2) WILD-TYPE 65 50 52

Figure S65.  Get High-res Image Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

'Del Peak 11(5q11.2) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 4.05e-06 (Fisher's exact test), Q value = 0.0015

Table S66.  Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 11(5Q11.2) MUTATED 32 26 11
DEL PEAK 11(5Q11.2) WILD-TYPE 27 78 62

Figure S66.  Get High-res Image Gene #40: 'Del Peak 11(5q11.2) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 12(6p25.3) mutation analysis' versus 'CN_CNMF'

P value = 7.12e-10 (Fisher's exact test), Q value = 2.8e-07

Table S67.  Gene #41: 'Del Peak 12(6p25.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 12(6P25.3) MUTATED 13 48 5
DEL PEAK 12(6P25.3) WILD-TYPE 140 70 30

Figure S67.  Get High-res Image Gene #41: 'Del Peak 12(6p25.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 12(6p25.3) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 0.000293 (Fisher's exact test), Q value = 0.097

Table S68.  Gene #41: 'Del Peak 12(6p25.3) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 12(6P25.3) MUTATED 23 17 8
DEL PEAK 12(6P25.3) WILD-TYPE 36 87 65

Figure S68.  Get High-res Image Gene #41: 'Del Peak 12(6p25.3) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 13(6q26) mutation analysis' versus 'CN_CNMF'

P value = 2.71e-07 (Fisher's exact test), Q value = 1e-04

Table S69.  Gene #42: 'Del Peak 13(6q26) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 13(6Q26) MUTATED 11 38 9
DEL PEAK 13(6Q26) WILD-TYPE 142 80 26

Figure S69.  Get High-res Image Gene #42: 'Del Peak 13(6q26) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 14(7q31.1) mutation analysis' versus 'CN_CNMF'

P value = 3.02e-08 (Fisher's exact test), Q value = 1.2e-05

Table S70.  Gene #43: 'Del Peak 14(7q31.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 14(7Q31.1) MUTATED 6 33 2
DEL PEAK 14(7Q31.1) WILD-TYPE 147 85 33

Figure S70.  Get High-res Image Gene #43: 'Del Peak 14(7q31.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 15(7q36.3) mutation analysis' versus 'CN_CNMF'

P value = 3.8e-17 (Fisher's exact test), Q value = 1.6e-14

Table S71.  Gene #44: 'Del Peak 15(7q36.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 15(7Q36.3) MUTATED 4 49 2
DEL PEAK 15(7Q36.3) WILD-TYPE 149 69 33

Figure S71.  Get High-res Image Gene #44: 'Del Peak 15(7q36.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 15(7q36.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 7.87e-06 (Fisher's exact test), Q value = 0.0029

Table S72.  Gene #44: 'Del Peak 15(7q36.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 15(7Q36.3) MUTATED 0 16 5 25
DEL PEAK 15(7Q36.3) WILD-TYPE 37 63 59 53

Figure S72.  Get High-res Image Gene #44: 'Del Peak 15(7q36.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 16(8p23.2) mutation analysis' versus 'CN_CNMF'

P value = 3.78e-18 (Fisher's exact test), Q value = 1.6e-15

Table S73.  Gene #45: 'Del Peak 16(8p23.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 16(8P23.2) MUTATED 8 59 4
DEL PEAK 16(8P23.2) WILD-TYPE 145 59 31

Figure S73.  Get High-res Image Gene #45: 'Del Peak 16(8p23.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 16(8p23.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 2.17e-06 (Fisher's exact test), Q value = 8e-04

Table S74.  Gene #45: 'Del Peak 16(8p23.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 16(8P23.2) MUTATED 1 16 9 33
DEL PEAK 16(8P23.2) WILD-TYPE 36 63 55 45

Figure S74.  Get High-res Image Gene #45: 'Del Peak 16(8p23.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 16(8p23.2) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 0.000177 (Fisher's exact test), Q value = 0.06

Table S75.  Gene #45: 'Del Peak 16(8p23.2) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 16(8P23.2) MUTATED 26 18 11
DEL PEAK 16(8P23.2) WILD-TYPE 33 86 62

Figure S75.  Get High-res Image Gene #45: 'Del Peak 16(8p23.2) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 17(9p23) mutation analysis' versus 'CN_CNMF'

P value = 1.59e-23 (Fisher's exact test), Q value = 7.1e-21

Table S76.  Gene #46: 'Del Peak 17(9p23) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 17(9P23) MUTATED 17 82 11
DEL PEAK 17(9P23) WILD-TYPE 136 36 24

Figure S76.  Get High-res Image Gene #46: 'Del Peak 17(9p23) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 17(9p23) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000285 (Fisher's exact test), Q value = 0.094

Table S77.  Gene #46: 'Del Peak 17(9p23) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 17(9P23) MUTATED 7 26 16 42
DEL PEAK 17(9P23) WILD-TYPE 30 53 48 36

Figure S77.  Get High-res Image Gene #46: 'Del Peak 17(9p23) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 18(9p21.3) mutation analysis' versus 'CN_CNMF'

P value = 5.65e-23 (Fisher's exact test), Q value = 2.5e-20

Table S78.  Gene #47: 'Del Peak 18(9p21.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 18(9P21.3) MUTATED 17 81 11
DEL PEAK 18(9P21.3) WILD-TYPE 136 37 24

Figure S78.  Get High-res Image Gene #47: 'Del Peak 18(9p21.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 18(9p21.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.19e-09 (Fisher's exact test), Q value = 4.7e-07

Table S79.  Gene #47: 'Del Peak 18(9p21.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 18(9P21.3) MUTATED 2 26 15 48
DEL PEAK 18(9P21.3) WILD-TYPE 35 53 49 30

Figure S79.  Get High-res Image Gene #47: 'Del Peak 18(9p21.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 19(9q21.11) mutation analysis' versus 'CN_CNMF'

P value = 1.12e-14 (Fisher's exact test), Q value = 4.7e-12

Table S80.  Gene #48: 'Del Peak 19(9q21.11) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 19(9Q21.11) MUTATED 8 53 7
DEL PEAK 19(9Q21.11) WILD-TYPE 145 65 28

Figure S80.  Get High-res Image Gene #48: 'Del Peak 19(9q21.11) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 20(10p14) mutation analysis' versus 'CN_CNMF'

P value = 6.64e-08 (Fisher's exact test), Q value = 2.6e-05

Table S81.  Gene #49: 'Del Peak 20(10p14) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 20(10P14) MUTATED 5 31 3
DEL PEAK 20(10P14) WILD-TYPE 148 87 32

Figure S81.  Get High-res Image Gene #49: 'Del Peak 20(10p14) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 21(10q22.3) mutation analysis' versus 'CN_CNMF'

P value = 4.02e-12 (Fisher's exact test), Q value = 1.7e-09

Table S82.  Gene #50: 'Del Peak 21(10q22.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 21(10Q22.3) MUTATED 3 38 5
DEL PEAK 21(10Q22.3) WILD-TYPE 150 80 30

Figure S82.  Get High-res Image Gene #50: 'Del Peak 21(10q22.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 21(10q22.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 8.92e-05 (Fisher's exact test), Q value = 0.031

Table S83.  Gene #50: 'Del Peak 21(10q22.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 21(10Q22.3) MUTATED 2 11 2 22
DEL PEAK 21(10Q22.3) WILD-TYPE 35 68 62 56

Figure S83.  Get High-res Image Gene #50: 'Del Peak 21(10q22.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 22(10q23.31) mutation analysis' versus 'CN_CNMF'

P value = 1.17e-18 (Fisher's exact test), Q value = 5.1e-16

Table S84.  Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 22(10Q23.31) MUTATED 5 56 6
DEL PEAK 22(10Q23.31) WILD-TYPE 148 62 29

Figure S84.  Get High-res Image Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 22(10q23.31) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.36e-06 (Fisher's exact test), Q value = 0.00051

Table S85.  Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 22(10Q23.31) MUTATED 4 13 4 32
DEL PEAK 22(10Q23.31) WILD-TYPE 33 66 60 46

Figure S85.  Get High-res Image Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 22(10q23.31) mutation analysis' versus 'MIRSEQ_CNMF'

P value = 8.96e-05 (Fisher's exact test), Q value = 0.031

Table S86.  Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 89 55 92
DEL PEAK 22(10Q23.31) MUTATED 24 2 28
DEL PEAK 22(10Q23.31) WILD-TYPE 65 53 64

Figure S86.  Get High-res Image Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

'Del Peak 22(10q23.31) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 4.69e-05 (Fisher's exact test), Q value = 0.017

Table S87.  Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 22(10Q23.31) MUTATED 22 27 5
DEL PEAK 22(10Q23.31) WILD-TYPE 37 77 68

Figure S87.  Get High-res Image Gene #51: 'Del Peak 22(10q23.31) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 23(11p15.4) mutation analysis' versus 'CN_CNMF'

P value = 1.34e-10 (Fisher's exact test), Q value = 5.4e-08

Table S88.  Gene #52: 'Del Peak 23(11p15.4) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 23(11P15.4) MUTATED 10 44 2
DEL PEAK 23(11P15.4) WILD-TYPE 143 74 33

Figure S88.  Get High-res Image Gene #52: 'Del Peak 23(11p15.4) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 23(11p15.4) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000162 (Fisher's exact test), Q value = 0.055

Table S89.  Gene #52: 'Del Peak 23(11p15.4) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 23(11P15.4) MUTATED 2 10 5 25
DEL PEAK 23(11P15.4) WILD-TYPE 35 69 59 53

Figure S89.  Get High-res Image Gene #52: 'Del Peak 23(11p15.4) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 24(11q23.2) mutation analysis' versus 'CN_CNMF'

P value = 1.18e-06 (Fisher's exact test), Q value = 0.00044

Table S90.  Gene #53: 'Del Peak 24(11q23.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 24(11Q23.2) MUTATED 12 38 5
DEL PEAK 24(11Q23.2) WILD-TYPE 141 80 30

Figure S90.  Get High-res Image Gene #53: 'Del Peak 24(11q23.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 25(12p13.31) mutation analysis' versus 'CN_CNMF'

P value = 2.28e-11 (Fisher's exact test), Q value = 9.3e-09

Table S91.  Gene #54: 'Del Peak 25(12p13.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 25(12P13.31) MUTATED 4 38 4
DEL PEAK 25(12P13.31) WILD-TYPE 149 80 31

Figure S91.  Get High-res Image Gene #54: 'Del Peak 25(12p13.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 26(13q14.2) mutation analysis' versus 'CN_CNMF'

P value = 3.12e-05 (Fisher's exact test), Q value = 0.011

Table S92.  Gene #55: 'Del Peak 26(13q14.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 26(13Q14.2) MUTATED 8 28 4
DEL PEAK 26(13Q14.2) WILD-TYPE 145 90 31

Figure S92.  Get High-res Image Gene #55: 'Del Peak 26(13q14.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 27(14q21.1) mutation analysis' versus 'CN_CNMF'

P value = 1.06e-09 (Fisher's exact test), Q value = 4.2e-07

Table S93.  Gene #56: 'Del Peak 27(14q21.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 27(14Q21.1) MUTATED 12 47 8
DEL PEAK 27(14Q21.1) WILD-TYPE 141 71 27

Figure S93.  Get High-res Image Gene #56: 'Del Peak 27(14q21.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 28(14q32.33) mutation analysis' versus 'CN_CNMF'

P value = 2.7e-10 (Fisher's exact test), Q value = 1.1e-07

Table S94.  Gene #57: 'Del Peak 28(14q32.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 28(14Q32.33) MUTATED 16 53 12
DEL PEAK 28(14Q32.33) WILD-TYPE 137 65 23

Figure S94.  Get High-res Image Gene #57: 'Del Peak 28(14q32.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 29(15q11.2) mutation analysis' versus 'CN_CNMF'

P value = 2.4e-16 (Fisher's exact test), Q value = 1e-13

Table S95.  Gene #58: 'Del Peak 29(15q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 29(15Q11.2) MUTATED 7 54 12
DEL PEAK 29(15Q11.2) WILD-TYPE 146 64 23

Figure S95.  Get High-res Image Gene #58: 'Del Peak 29(15q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 29(15q11.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 2.86e-05 (Fisher's exact test), Q value = 0.01

Table S96.  Gene #58: 'Del Peak 29(15q11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 29(15Q11.2) MUTATED 5 17 7 34
DEL PEAK 29(15Q11.2) WILD-TYPE 32 62 57 44

Figure S96.  Get High-res Image Gene #58: 'Del Peak 29(15q11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 29(15q11.2) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 0.000107 (Fisher's exact test), Q value = 0.036

Table S97.  Gene #58: 'Del Peak 29(15q11.2) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 29(15Q11.2) MUTATED 26 21 9
DEL PEAK 29(15Q11.2) WILD-TYPE 33 83 64

Figure S97.  Get High-res Image Gene #58: 'Del Peak 29(15q11.2) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 30(15q15.1) mutation analysis' versus 'CN_CNMF'

P value = 3.92e-15 (Fisher's exact test), Q value = 1.7e-12

Table S98.  Gene #59: 'Del Peak 30(15q15.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 30(15Q15.1) MUTATED 9 55 11
DEL PEAK 30(15Q15.1) WILD-TYPE 144 63 24

Figure S98.  Get High-res Image Gene #59: 'Del Peak 30(15q15.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 30(15q15.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 9.19e-05 (Fisher's exact test), Q value = 0.032

Table S99.  Gene #59: 'Del Peak 30(15q15.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 30(15Q15.1) MUTATED 6 16 7 33
DEL PEAK 30(15Q15.1) WILD-TYPE 31 63 57 45

Figure S99.  Get High-res Image Gene #59: 'Del Peak 30(15q15.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 30(15q15.1) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 5.96e-05 (Fisher's exact test), Q value = 0.021

Table S100.  Gene #59: 'Del Peak 30(15q15.1) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 30(15Q15.1) MUTATED 26 23 8
DEL PEAK 30(15Q15.1) WILD-TYPE 33 81 65

Figure S100.  Get High-res Image Gene #59: 'Del Peak 30(15q15.1) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 31(16p13.3) mutation analysis' versus 'CN_CNMF'

P value = 3.29e-12 (Fisher's exact test), Q value = 1.4e-09

Table S101.  Gene #60: 'Del Peak 31(16p13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 31(16P13.3) MUTATED 6 43 3
DEL PEAK 31(16P13.3) WILD-TYPE 147 75 32

Figure S101.  Get High-res Image Gene #60: 'Del Peak 31(16p13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 31(16p13.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000676 (Fisher's exact test), Q value = 0.22

Table S102.  Gene #60: 'Del Peak 31(16p13.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 31(16P13.3) MUTATED 1 13 6 23
DEL PEAK 31(16P13.3) WILD-TYPE 36 66 58 55

Figure S102.  Get High-res Image Gene #60: 'Del Peak 31(16p13.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 32(16q23.1) mutation analysis' versus 'CN_CNMF'

P value = 1.13e-10 (Fisher's exact test), Q value = 4.6e-08

Table S103.  Gene #61: 'Del Peak 32(16q23.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 32(16Q23.1) MUTATED 25 64 15
DEL PEAK 32(16Q23.1) WILD-TYPE 128 54 20

Figure S103.  Get High-res Image Gene #61: 'Del Peak 32(16q23.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 33(17p12) mutation analysis' versus 'CN_CNMF'

P value = 8.32e-32 (Fisher's exact test), Q value = 3.7e-29

Table S104.  Gene #62: 'Del Peak 33(17p12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 33(17P12) MUTATED 7 82 14
DEL PEAK 33(17P12) WILD-TYPE 146 36 21

Figure S104.  Get High-res Image Gene #62: 'Del Peak 33(17p12) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 33(17p12) mutation analysis' versus 'METHLYATION_CNMF'

P value = 9.36e-08 (Fisher's exact test), Q value = 3.6e-05

Table S105.  Gene #62: 'Del Peak 33(17p12) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 33(17P12) MUTATED 5 24 12 46
DEL PEAK 33(17P12) WILD-TYPE 32 55 52 32

Figure S105.  Get High-res Image Gene #62: 'Del Peak 33(17p12) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 33(17p12) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 2.01e-05 (Fisher's exact test), Q value = 0.0072

Table S106.  Gene #62: 'Del Peak 33(17p12) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 33(17P12) MUTATED 33 32 13
DEL PEAK 33(17P12) WILD-TYPE 26 72 60

Figure S106.  Get High-res Image Gene #62: 'Del Peak 33(17p12) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 34(17q24.3) mutation analysis' versus 'CN_CNMF'

P value = 9.38e-12 (Fisher's exact test), Q value = 3.8e-09

Table S107.  Gene #63: 'Del Peak 34(17q24.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 34(17Q24.3) MUTATED 4 39 7
DEL PEAK 34(17Q24.3) WILD-TYPE 149 79 28

Figure S107.  Get High-res Image Gene #63: 'Del Peak 34(17q24.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 35(18q21.2) mutation analysis' versus 'CN_CNMF'

P value = 8.77e-19 (Fisher's exact test), Q value = 3.8e-16

Table S108.  Gene #64: 'Del Peak 35(18q21.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 35(18Q21.2) MUTATED 26 83 15
DEL PEAK 35(18Q21.2) WILD-TYPE 127 35 20

Figure S108.  Get High-res Image Gene #64: 'Del Peak 35(18q21.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 35(18q21.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 8.92e-05 (Fisher's exact test), Q value = 0.031

Table S109.  Gene #64: 'Del Peak 35(18q21.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 35(18Q21.2) MUTATED 15 29 13 45
DEL PEAK 35(18Q21.2) WILD-TYPE 22 50 51 33

Figure S109.  Get High-res Image Gene #64: 'Del Peak 35(18q21.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 36(18q23) mutation analysis' versus 'CN_CNMF'

P value = 1.21e-17 (Fisher's exact test), Q value = 5.2e-15

Table S110.  Gene #65: 'Del Peak 36(18q23) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 36(18Q23) MUTATED 24 79 13
DEL PEAK 36(18Q23) WILD-TYPE 129 39 22

Figure S110.  Get High-res Image Gene #65: 'Del Peak 36(18q23) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 36(18q23) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.58e-05 (Fisher's exact test), Q value = 0.0057

Table S111.  Gene #65: 'Del Peak 36(18q23) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 36(18Q23) MUTATED 14 25 11 44
DEL PEAK 36(18Q23) WILD-TYPE 23 54 53 34

Figure S111.  Get High-res Image Gene #65: 'Del Peak 36(18q23) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 37(19p13.3) mutation analysis' versus 'CN_CNMF'

P value = 2.75e-29 (Fisher's exact test), Q value = 1.2e-26

Table S112.  Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 37(19P13.3) MUTATED 5 75 11
DEL PEAK 37(19P13.3) WILD-TYPE 148 43 24

Figure S112.  Get High-res Image Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 37(19p13.3) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.98e-12 (Fisher's exact test), Q value = 8.3e-10

Table S113.  Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 37(19P13.3) MUTATED 3 20 5 46
DEL PEAK 37(19P13.3) WILD-TYPE 34 59 59 32

Figure S113.  Get High-res Image Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 37(19p13.3) mutation analysis' versus 'MIRSEQ_CNMF'

P value = 0.000169 (Fisher's exact test), Q value = 0.057

Table S114.  Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 89 55 92
DEL PEAK 37(19P13.3) MUTATED 22 7 40
DEL PEAK 37(19P13.3) WILD-TYPE 67 48 52

Figure S114.  Get High-res Image Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #5: 'MIRSEQ_CNMF'

'Del Peak 37(19p13.3) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 5.79e-09 (Fisher's exact test), Q value = 2.3e-06

Table S115.  Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 37(19P13.3) MUTATED 36 23 10
DEL PEAK 37(19P13.3) WILD-TYPE 23 81 63

Figure S115.  Get High-res Image Gene #66: 'Del Peak 37(19p13.3) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 38(19q13.11) mutation analysis' versus 'CN_CNMF'

P value = 1.39e-10 (Fisher's exact test), Q value = 5.6e-08

Table S116.  Gene #67: 'Del Peak 38(19q13.11) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 38(19Q13.11) MUTATED 2 31 7
DEL PEAK 38(19Q13.11) WILD-TYPE 151 87 28

Figure S116.  Get High-res Image Gene #67: 'Del Peak 38(19q13.11) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 38(19q13.11) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000142 (Fisher's exact test), Q value = 0.048

Table S117.  Gene #67: 'Del Peak 38(19q13.11) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 38(19Q13.11) MUTATED 0 13 2 17
DEL PEAK 38(19Q13.11) WILD-TYPE 37 66 62 61

Figure S117.  Get High-res Image Gene #67: 'Del Peak 38(19q13.11) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 38(19q13.11) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 5.22e-05 (Fisher's exact test), Q value = 0.018

Table S118.  Gene #67: 'Del Peak 38(19q13.11) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 38(19Q13.11) MUTATED 18 7 5
DEL PEAK 38(19Q13.11) WILD-TYPE 41 97 68

Figure S118.  Get High-res Image Gene #67: 'Del Peak 38(19q13.11) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 39(20p12.1) mutation analysis' versus 'CN_CNMF'

P value = 1.86e-10 (Fisher's exact test), Q value = 7.5e-08

Table S119.  Gene #68: 'Del Peak 39(20p12.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 39(20P12.1) MUTATED 10 40 0
DEL PEAK 39(20P12.1) WILD-TYPE 143 78 35

Figure S119.  Get High-res Image Gene #68: 'Del Peak 39(20p12.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 39(20p12.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 7.73e-05 (Fisher's exact test), Q value = 0.027

Table S120.  Gene #68: 'Del Peak 39(20p12.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 39(20P12.1) MUTATED 4 14 2 24
DEL PEAK 39(20P12.1) WILD-TYPE 33 65 62 54

Figure S120.  Get High-res Image Gene #68: 'Del Peak 39(20p12.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 40(20p12.1) mutation analysis' versus 'CN_CNMF'

P value = 1.86e-10 (Fisher's exact test), Q value = 7.5e-08

Table S121.  Gene #69: 'Del Peak 40(20p12.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 40(20P12.1) MUTATED 10 40 0
DEL PEAK 40(20P12.1) WILD-TYPE 143 78 35

Figure S121.  Get High-res Image Gene #69: 'Del Peak 40(20p12.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 40(20p12.1) mutation analysis' versus 'METHLYATION_CNMF'

P value = 7.73e-05 (Fisher's exact test), Q value = 0.027

Table S122.  Gene #69: 'Del Peak 40(20p12.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 40(20P12.1) MUTATED 4 14 2 24
DEL PEAK 40(20P12.1) WILD-TYPE 33 65 62 54

Figure S122.  Get High-res Image Gene #69: 'Del Peak 40(20p12.1) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 41(21q11.2) mutation analysis' versus 'CN_CNMF'

P value = 2.75e-15 (Fisher's exact test), Q value = 1.2e-12

Table S123.  Gene #70: 'Del Peak 41(21q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 41(21Q11.2) MUTATED 17 66 14
DEL PEAK 41(21Q11.2) WILD-TYPE 136 52 21

Figure S123.  Get High-res Image Gene #70: 'Del Peak 41(21q11.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 41(21q11.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.00028 (Fisher's exact test), Q value = 0.093

Table S124.  Gene #70: 'Del Peak 41(21q11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 41(21Q11.2) MUTATED 4 26 15 37
DEL PEAK 41(21Q11.2) WILD-TYPE 33 53 49 41

Figure S124.  Get High-res Image Gene #70: 'Del Peak 41(21q11.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 42(21q22.13) mutation analysis' versus 'CN_CNMF'

P value = 6.07e-16 (Fisher's exact test), Q value = 2.6e-13

Table S125.  Gene #71: 'Del Peak 42(21q22.13) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 42(21Q22.13) MUTATED 18 68 16
DEL PEAK 42(21Q22.13) WILD-TYPE 135 50 19

Figure S125.  Get High-res Image Gene #71: 'Del Peak 42(21q22.13) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 42(21q22.13) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000405 (Fisher's exact test), Q value = 0.13

Table S126.  Gene #71: 'Del Peak 42(21q22.13) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 42(21Q22.13) MUTATED 4 26 16 37
DEL PEAK 42(21Q22.13) WILD-TYPE 33 53 48 41

Figure S126.  Get High-res Image Gene #71: 'Del Peak 42(21q22.13) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 43(22q13.31) mutation analysis' versus 'CN_CNMF'

P value = 1.61e-19 (Fisher's exact test), Q value = 7.1e-17

Table S127.  Gene #72: 'Del Peak 43(22q13.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 43(22Q13.31) MUTATED 12 69 10
DEL PEAK 43(22Q13.31) WILD-TYPE 141 49 25

Figure S127.  Get High-res Image Gene #72: 'Del Peak 43(22q13.31) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 43(22q13.31) mutation analysis' versus 'METHLYATION_CNMF'

P value = 1.05e-06 (Fisher's exact test), Q value = 4e-04

Table S128.  Gene #72: 'Del Peak 43(22q13.31) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 43(22Q13.31) MUTATED 2 23 11 38
DEL PEAK 43(22Q13.31) WILD-TYPE 35 56 53 40

Figure S128.  Get High-res Image Gene #72: 'Del Peak 43(22q13.31) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 43(22q13.31) mutation analysis' versus 'MIRSEQ_CHIERARCHICAL'

P value = 0.00019 (Fisher's exact test), Q value = 0.064

Table S129.  Gene #72: 'Del Peak 43(22q13.31) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 59 104 73
DEL PEAK 43(22Q13.31) MUTATED 29 27 12
DEL PEAK 43(22Q13.31) WILD-TYPE 30 77 61

Figure S129.  Get High-res Image Gene #72: 'Del Peak 43(22q13.31) mutation analysis' versus Clinical Feature #6: 'MIRSEQ_CHIERARCHICAL'

'Del Peak 44(Xp22.2) mutation analysis' versus 'CN_CNMF'

P value = 2.64e-14 (Fisher's exact test), Q value = 1.1e-11

Table S130.  Gene #73: 'Del Peak 44(Xp22.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 44(XP22.2) MUTATED 7 45 0
DEL PEAK 44(XP22.2) WILD-TYPE 146 73 35

Figure S130.  Get High-res Image Gene #73: 'Del Peak 44(Xp22.2) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 44(Xp22.2) mutation analysis' versus 'METHLYATION_CNMF'

P value = 0.000311 (Fisher's exact test), Q value = 0.1

Table S131.  Gene #73: 'Del Peak 44(Xp22.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3 CLUS_4
ALL 37 79 64 78
DEL PEAK 44(XP22.2) MUTATED 0 13 9 23
DEL PEAK 44(XP22.2) WILD-TYPE 37 66 55 55

Figure S131.  Get High-res Image Gene #73: 'Del Peak 44(Xp22.2) mutation analysis' versus Clinical Feature #2: 'METHLYATION_CNMF'

'Del Peak 45(Xp21.1) mutation analysis' versus 'CN_CNMF'

P value = 1.54e-13 (Fisher's exact test), Q value = 6.4e-11

Table S132.  Gene #74: 'Del Peak 45(Xp21.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 45(XP21.1) MUTATED 3 40 2
DEL PEAK 45(XP21.1) WILD-TYPE 150 78 33

Figure S132.  Get High-res Image Gene #74: 'Del Peak 45(Xp21.1) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

'Del Peak 46(Xq21.33) mutation analysis' versus 'CN_CNMF'

P value = 8.31e-08 (Fisher's exact test), Q value = 3.2e-05

Table S133.  Gene #75: 'Del Peak 46(Xq21.33) mutation analysis' versus Clinical Feature #1: 'CN_CNMF'

nPatients CLUS_1 CLUS_2 CLUS_3
ALL 153 118 35
DEL PEAK 46(XQ21.33) MUTATED 4 29 5
DEL PEAK 46(XQ21.33) WILD-TYPE 149 89 30

Figure S133.  Get High-res Image Gene #75: 'Del Peak 46(Xq21.33) 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 = STAD-TP.transferedmergedcluster.txt

  • Number of patients = 306

  • Number of copy number variation regions = 75

  • Number of molecular subtypes = 6

  • 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)