Lung Adenocarcinoma: Correlation between copy number variation genes and selected clinical features
(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 selected clinical features.

Summary

Testing the association between copy number variation of 77 peak regions and 14 clinical features across 327 patients, 7 significant findings detected with Q value < 0.25.

  • Amp Peak 17(10p15.1) cnvs correlated to 'STOPPEDSMOKINGYEAR' and 'TOBACCOSMOKINGHISTORYINDICATOR'.

  • Amp Peak 18(11q13.3) cnvs correlated to 'AGE'.

  • Del Peak 6(3p21.31) cnvs correlated to 'YEAROFTOBACCOSMOKINGONSET'.

  • Del Peak 13(5q34) cnvs correlated to 'STOPPEDSMOKINGYEAR' and 'TOBACCOSMOKINGHISTORYINDICATOR'.

  • Del Peak 22(10p15.3) cnvs correlated to 'GENDER'.

Results
Overview of the results

Table 1.  Get Full Table Overview of the association between significant copy number variation of 77 regions and 14 clinical features. Shown in the table are P values (Q values). Thresholded by Q value < 0.25, 7 significant findings detected.

Clinical
Features
Time
to
Death
AGE GENDER KARNOFSKY
PERFORMANCE
SCORE
HISTOLOGICAL
TYPE
PATHOLOGY
T
PATHOLOGY
N
PATHOLOGICSPREAD(M) TUMOR
STAGE
RADIATIONS
RADIATION
REGIMENINDICATION
NUMBERPACKYEARSSMOKED STOPPEDSMOKINGYEAR TOBACCOSMOKINGHISTORYINDICATOR YEAROFTOBACCOSMOKINGONSET
nCNV (%) nWild-Type logrank test t-test Fisher's exact test t-test Chi-square test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test t-test t-test Fisher's exact test t-test
Amp Peak 17(10p15 1) 91 (28%) 236 0.125
(1.00)
0.407
(1.00)
0.0629
(1.00)
0.571
(1.00)
0.501
(1.00)
0.707
(1.00)
0.0131
(1.00)
0.857
(1.00)
0.48
(1.00)
0.607
(1.00)
0.0134
(1.00)
0.000193
(0.207)
3.65e-06
(0.00393)
0.827
(1.00)
Del Peak 13(5q34) 113 (35%) 214 0.318
(1.00)
0.000561
(0.599)
0.293
(1.00)
0.817
(1.00)
0.234
(1.00)
0.725
(1.00)
0.167
(1.00)
1
(1.00)
0.133
(1.00)
0.469
(1.00)
0.152
(1.00)
6.1e-05
(0.0654)
5.82e-07
(0.000626)
0.0154
(1.00)
Amp Peak 18(11q13 3) 114 (35%) 213 0.804
(1.00)
2.74e-05
(0.0295)
0.244
(1.00)
0.519
(1.00)
0.623
(1.00)
0.695
(1.00)
0.788
(1.00)
0.536
(1.00)
0.149
(1.00)
0.81
(1.00)
0.912
(1.00)
0.0792
(1.00)
0.0107
(1.00)
0.576
(1.00)
Del Peak 6(3p21 31) 163 (50%) 164 0.57
(1.00)
0.405
(1.00)
0.579
(1.00)
0.0638
(1.00)
0.579
(1.00)
0.00712
(1.00)
0.031
(1.00)
0.442
(1.00)
0.14
(1.00)
0.248
(1.00)
0.743
(1.00)
0.0233
(1.00)
0.016
(1.00)
5.07e-05
(0.0544)
Del Peak 22(10p15 3) 81 (25%) 246 0.154
(1.00)
0.537
(1.00)
5.81e-05
(0.0623)
0.851
(1.00)
0.463
(1.00)
0.393
(1.00)
0.662
(1.00)
0.371
(1.00)
0.83
(1.00)
0.791
(1.00)
0.539
(1.00)
0.58
(1.00)
0.00446
(1.00)
0.751
(1.00)
Amp Peak 1(1p34 3) 95 (29%) 232 0.911
(1.00)
0.00927
(1.00)
0.808
(1.00)
0.421
(1.00)
0.498
(1.00)
0.73
(1.00)
0.219
(1.00)
0.855
(1.00)
0.583
(1.00)
0.452
(1.00)
0.888
(1.00)
0.6
(1.00)
0.0565
(1.00)
0.802
(1.00)
Amp Peak 2(1p22 3) 92 (28%) 235 0.755
(1.00)
0.00066
(0.703)
1
(1.00)
0.609
(1.00)
0.12
(1.00)
0.886
(1.00)
0.0585
(1.00)
0.432
(1.00)
0.284
(1.00)
0.454
(1.00)
0.403
(1.00)
0.388
(1.00)
0.547
(1.00)
0.444
(1.00)
Amp Peak 3(1q21 3) 239 (73%) 88 0.334
(1.00)
0.282
(1.00)
0.0601
(1.00)
0.311
(1.00)
0.0255
(1.00)
0.696
(1.00)
0.845
(1.00)
0.852
(1.00)
0.9
(1.00)
0.3
(1.00)
0.626
(1.00)
0.57
(1.00)
0.237
(1.00)
0.295
(1.00)
Amp Peak 4(3q26 2) 118 (36%) 209 0.892
(1.00)
0.444
(1.00)
1
(1.00)
0.726
(1.00)
0.845
(1.00)
0.755
(1.00)
0.238
(1.00)
0.384
(1.00)
0.567
(1.00)
0.344
(1.00)
0.142
(1.00)
0.0244
(1.00)
0.0166
(1.00)
0.0922
(1.00)
Amp Peak 5(4q12) 66 (20%) 261 0.225
(1.00)
0.00981
(1.00)
0.783
(1.00)
0.902
(1.00)
0.294
(1.00)
0.0876
(1.00)
0.439
(1.00)
0.48
(1.00)
0.596
(1.00)
0.775
(1.00)
0.987
(1.00)
0.595
(1.00)
0.965
(1.00)
0.246
(1.00)
Amp Peak 6(5p15 33) 215 (66%) 112 0.194
(1.00)
0.00449
(1.00)
0.00995
(1.00)
0.0263
(1.00)
0.158
(1.00)
0.127
(1.00)
0.545
(1.00)
0.451
(1.00)
0.493
(1.00)
0.47
(1.00)
0.195
(1.00)
0.0263
(1.00)
0.139
(1.00)
0.199
(1.00)
Amp Peak 7(5p13 1) 193 (59%) 134 0.111
(1.00)
0.0121
(1.00)
0.042
(1.00)
0.867
(1.00)
0.282
(1.00)
0.178
(1.00)
0.349
(1.00)
0.824
(1.00)
0.522
(1.00)
1
(1.00)
0.0358
(1.00)
0.0251
(1.00)
0.305
(1.00)
0.557
(1.00)
Amp Peak 8(5q35 1) 79 (24%) 248 0.102
(1.00)
0.29
(1.00)
0.0273
(1.00)
0.971
(1.00)
0.506
(1.00)
0.392
(1.00)
0.586
(1.00)
0.77
(1.00)
0.64
(1.00)
0.59
(1.00)
0.553
(1.00)
0.451
(1.00)
0.061
(1.00)
0.148
(1.00)
Amp Peak 9(6p25 3) 130 (40%) 197 0.519
(1.00)
0.206
(1.00)
0.427
(1.00)
0.863
(1.00)
0.444
(1.00)
0.57
(1.00)
0.0178
(1.00)
0.331
(1.00)
0.0943
(1.00)
0.353
(1.00)
0.527
(1.00)
0.571
(1.00)
0.0969
(1.00)
0.407
(1.00)
Amp Peak 10(6p21 1) 120 (37%) 207 0.648
(1.00)
0.417
(1.00)
0.25
(1.00)
0.924
(1.00)
0.779
(1.00)
0.524
(1.00)
0.0973
(1.00)
0.203
(1.00)
0.541
(1.00)
0.636
(1.00)
0.786
(1.00)
0.608
(1.00)
0.0309
(1.00)
0.624
(1.00)
Amp Peak 11(7p21 1) 179 (55%) 148 0.76
(1.00)
0.337
(1.00)
0.267
(1.00)
0.908
(1.00)
0.389
(1.00)
0.179
(1.00)
0.0526
(1.00)
0.714
(1.00)
0.281
(1.00)
1
(1.00)
0.641
(1.00)
0.601
(1.00)
0.0243
(1.00)
0.682
(1.00)
Amp Peak 12(7p11 2) 172 (53%) 155 0.18
(1.00)
0.113
(1.00)
0.436
(1.00)
0.695
(1.00)
0.322
(1.00)
0.129
(1.00)
0.00712
(1.00)
0.776
(1.00)
0.158
(1.00)
0.822
(1.00)
0.606
(1.00)
0.553
(1.00)
0.0496
(1.00)
0.101
(1.00)
Amp Peak 13(7q31 2) 136 (42%) 191 0.976
(1.00)
0.0552
(1.00)
0.737
(1.00)
0.376
(1.00)
0.555
(1.00)
0.376
(1.00)
0.186
(1.00)
0.4
(1.00)
0.353
(1.00)
0.245
(1.00)
0.429
(1.00)
0.231
(1.00)
0.313
(1.00)
0.984
(1.00)
Amp Peak 14(8p11 21) 100 (31%) 227 0.83
(1.00)
0.155
(1.00)
0.0708
(1.00)
0.143
(1.00)
0.123
(1.00)
0.78
(1.00)
0.235
(1.00)
0.285
(1.00)
0.313
(1.00)
0.626
(1.00)
0.782
(1.00)
0.23
(1.00)
0.142
(1.00)
0.653
(1.00)
Amp Peak 15(8q11 1) 148 (45%) 179 0.83
(1.00)
0.0261
(1.00)
0.657
(1.00)
0.913
(1.00)
0.16
(1.00)
0.715
(1.00)
0.343
(1.00)
0.615
(1.00)
0.505
(1.00)
1
(1.00)
0.297
(1.00)
0.434
(1.00)
0.0171
(1.00)
0.116
(1.00)
Amp Peak 16(8q24 21) 204 (62%) 123 0.234
(1.00)
0.0893
(1.00)
0.647
(1.00)
0.885
(1.00)
0.0735
(1.00)
0.457
(1.00)
0.71
(1.00)
0.836
(1.00)
0.859
(1.00)
0.635
(1.00)
0.516
(1.00)
0.588
(1.00)
0.0509
(1.00)
0.669
(1.00)
Amp Peak 19(12p12 1) 118 (36%) 209 0.0361
(1.00)
0.3
(1.00)
0.817
(1.00)
0.821
(1.00)
0.598
(1.00)
0.56
(1.00)
0.759
(1.00)
0.382
(1.00)
0.866
(1.00)
0.811
(1.00)
0.849
(1.00)
0.241
(1.00)
0.0886
(1.00)
0.218
(1.00)
Amp Peak 20(12q14 1) 106 (32%) 221 0.188
(1.00)
0.0744
(1.00)
0.637
(1.00)
0.558
(1.00)
0.806
(1.00)
0.567
(1.00)
0.748
(1.00)
0.445
(1.00)
0.376
(1.00)
1
(1.00)
0.408
(1.00)
0.000598
(0.638)
0.0504
(1.00)
0.00102
(1.00)
Amp Peak 21(12q15) 109 (33%) 218 0.449
(1.00)
0.213
(1.00)
0.725
(1.00)
0.321
(1.00)
0.828
(1.00)
0.777
(1.00)
0.532
(1.00)
0.721
(1.00)
0.668
(1.00)
1
(1.00)
0.237
(1.00)
0.026
(1.00)
0.03
(1.00)
0.00326
(1.00)
Amp Peak 22(13q33 3) 54 (17%) 273 0.896
(1.00)
0.821
(1.00)
0.134
(1.00)
0.934
(1.00)
0.423
(1.00)
0.492
(1.00)
0.634
(1.00)
0.695
(1.00)
1
(1.00)
0.392
(1.00)
0.845
(1.00)
0.663
(1.00)
0.967
(1.00)
Amp Peak 23(14q13 3) 143 (44%) 184 0.371
(1.00)
0.669
(1.00)
0.576
(1.00)
0.538
(1.00)
0.566
(1.00)
0.726
(1.00)
0.934
(1.00)
0.176
(1.00)
0.699
(1.00)
0.49
(1.00)
0.865
(1.00)
0.0886
(1.00)
0.278
(1.00)
0.0797
(1.00)
Amp Peak 24(17q12) 148 (45%) 179 0.904
(1.00)
0.879
(1.00)
0.824
(1.00)
0.0981
(1.00)
0.592
(1.00)
0.493
(1.00)
0.523
(1.00)
0.353
(1.00)
0.551
(1.00)
0.103
(1.00)
0.0159
(1.00)
0.0737
(1.00)
0.224
(1.00)
0.692
(1.00)
Amp Peak 25(17q23 1) 160 (49%) 167 0.561
(1.00)
0.335
(1.00)
0.657
(1.00)
0.591
(1.00)
0.177
(1.00)
0.311
(1.00)
0.401
(1.00)
0.388
(1.00)
0.612
(1.00)
0.648
(1.00)
0.0659
(1.00)
0.0261
(1.00)
0.133
(1.00)
0.372
(1.00)
Amp Peak 26(18p11 32) 86 (26%) 241 0.172
(1.00)
0.321
(1.00)
0.802
(1.00)
0.882
(1.00)
0.58
(1.00)
0.719
(1.00)
0.362
(1.00)
0.806
(1.00)
0.951
(1.00)
0.302
(1.00)
0.178
(1.00)
0.105
(1.00)
0.379
(1.00)
0.355
(1.00)
Amp Peak 27(18q11 2) 70 (21%) 257 0.972
(1.00)
0.71
(1.00)
0.417
(1.00)
0.752
(1.00)
0.0592
(1.00)
0.906
(1.00)
0.486
(1.00)
0.188
(1.00)
0.403
(1.00)
0.267
(1.00)
0.483
(1.00)
0.657
(1.00)
0.0966
(1.00)
0.81
(1.00)
Amp Peak 28(19q12) 91 (28%) 236 0.706
(1.00)
0.601
(1.00)
0.107
(1.00)
0.259
(1.00)
0.409
(1.00)
0.436
(1.00)
0.66
(1.00)
0.926
(1.00)
0.57
(1.00)
0.301
(1.00)
0.435
(1.00)
0.0137
(1.00)
0.791
(1.00)
0.278
(1.00)
Amp Peak 29(20q11 21) 144 (44%) 183 0.507
(1.00)
0.661
(1.00)
1
(1.00)
0.192
(1.00)
0.407
(1.00)
0.0173
(1.00)
0.242
(1.00)
0.0587
(1.00)
0.216
(1.00)
0.247
(1.00)
0.00731
(1.00)
0.687
(1.00)
0.4
(1.00)
0.176
(1.00)
Amp Peak 30(20q13 33) 160 (49%) 167 0.44
(1.00)
0.42
(1.00)
0.824
(1.00)
0.274
(1.00)
0.119
(1.00)
0.128
(1.00)
0.186
(1.00)
0.0998
(1.00)
0.0345
(1.00)
0.492
(1.00)
0.361
(1.00)
0.119
(1.00)
0.165
(1.00)
0.866
(1.00)
Amp Peak 31(22q11 22) 54 (17%) 273 0.299
(1.00)
0.489
(1.00)
0.37
(1.00)
0.424
(1.00)
0.444
(1.00)
0.435
(1.00)
0.0457
(1.00)
0.236
(1.00)
1
(1.00)
0.855
(1.00)
0.621
(1.00)
0.71
(1.00)
0.574
(1.00)
Amp Peak 32(Xq28) 113 (35%) 214 0.195
(1.00)
0.191
(1.00)
0.199
(1.00)
0.288
(1.00)
0.382
(1.00)
0.577
(1.00)
0.33
(1.00)
0.52
(1.00)
0.46
(1.00)
1
(1.00)
0.273
(1.00)
0.93
(1.00)
0.0508
(1.00)
0.937
(1.00)
Del Peak 1(1p36 13) 77 (24%) 250 0.0356
(1.00)
0.598
(1.00)
0.0676
(1.00)
0.447
(1.00)
0.668
(1.00)
0.0926
(1.00)
0.0712
(1.00)
0.473
(1.00)
0.0779
(1.00)
0.586
(1.00)
0.941
(1.00)
0.682
(1.00)
0.426
(1.00)
0.75
(1.00)
Del Peak 2(1p13 1) 98 (30%) 229 0.67
(1.00)
0.143
(1.00)
0.467
(1.00)
0.746
(1.00)
0.653
(1.00)
0.379
(1.00)
0.542
(1.00)
0.593
(1.00)
0.119
(1.00)
1
(1.00)
0.412
(1.00)
0.477
(1.00)
0.812
(1.00)
0.581
(1.00)
Del Peak 3(2q22 1) 37 (11%) 290 0.86
(1.00)
0.591
(1.00)
1
(1.00)
0.901
(1.00)
0.248
(1.00)
0.181
(1.00)
0.636
(1.00)
0.261
(1.00)
0.137
(1.00)
1
(1.00)
0.124
(1.00)
0.0774
(1.00)
0.0861
(1.00)
0.579
(1.00)
Del Peak 4(2q37 3) 54 (17%) 273 0.397
(1.00)
0.889
(1.00)
0.0719
(1.00)
0.561
(1.00)
0.0994
(1.00)
0.823
(1.00)
0.074
(1.00)
0.253
(1.00)
0.55
(1.00)
0.0549
(1.00)
0.843
(1.00)
0.846
(1.00)
0.195
(1.00)
0.403
(1.00)
Del Peak 5(3p26 3) 152 (46%) 175 0.984
(1.00)
0.821
(1.00)
0.221
(1.00)
0.399
(1.00)
0.705
(1.00)
0.00213
(1.00)
0.177
(1.00)
0.0812
(1.00)
0.0395
(1.00)
0.166
(1.00)
0.454
(1.00)
0.0722
(1.00)
0.0207
(1.00)
0.00144
(1.00)
Del Peak 7(3q11 1) 97 (30%) 230 0.425
(1.00)
0.107
(1.00)
0.395
(1.00)
0.0824
(1.00)
0.959
(1.00)
0.818
(1.00)
0.868
(1.00)
0.884
(1.00)
0.559
(1.00)
0.802
(1.00)
0.137
(1.00)
0.705
(1.00)
0.871
(1.00)
0.0159
(1.00)
Del Peak 8(3q29) 95 (29%) 232 0.759
(1.00)
0.558
(1.00)
0.808
(1.00)
0.367
(1.00)
0.587
(1.00)
0.47
(1.00)
0.134
(1.00)
0.601
(1.00)
0.121
(1.00)
0.452
(1.00)
0.189
(1.00)
0.696
(1.00)
0.686
(1.00)
0.153
(1.00)
Del Peak 9(4p15 2) 77 (24%) 250 0.891
(1.00)
0.143
(1.00)
0.513
(1.00)
0.871
(1.00)
0.458
(1.00)
0.66
(1.00)
0.358
(1.00)
1
(1.00)
0.438
(1.00)
0.274
(1.00)
0.332
(1.00)
0.00132
(1.00)
0.0697
(1.00)
0.191
(1.00)
Del Peak 10(4q22 1) 100 (31%) 227 0.462
(1.00)
0.724
(1.00)
0.718
(1.00)
0.187
(1.00)
0.484
(1.00)
0.583
(1.00)
0.0342
(1.00)
0.34
(1.00)
0.0327
(1.00)
0.33
(1.00)
0.902
(1.00)
0.348
(1.00)
0.0639
(1.00)
0.337
(1.00)
Del Peak 11(4q35 1) 120 (37%) 207 0.756
(1.00)
0.142
(1.00)
0.206
(1.00)
0.188
(1.00)
0.0895
(1.00)
0.189
(1.00)
0.287
(1.00)
0.194
(1.00)
0.283
(1.00)
0.234
(1.00)
0.475
(1.00)
0.0898
(1.00)
0.00157
(1.00)
0.194
(1.00)
Del Peak 12(5q11 2) 116 (35%) 211 0.298
(1.00)
0.0338
(1.00)
0.908
(1.00)
0.47
(1.00)
0.436
(1.00)
0.309
(1.00)
0.0283
(1.00)
0.482
(1.00)
0.11
(1.00)
0.348
(1.00)
0.123
(1.00)
0.000494
(0.528)
0.0889
(1.00)
0.287
(1.00)
Del Peak 14(6q12) 116 (35%) 211 0.17
(1.00)
0.776
(1.00)
0.246
(1.00)
0.192
(1.00)
0.35
(1.00)
0.711
(1.00)
0.057
(1.00)
0.443
(1.00)
0.0498
(1.00)
0.47
(1.00)
0.0193
(1.00)
0.495
(1.00)
0.0226
(1.00)
0.0978
(1.00)
Del Peak 15(6q22 31) 168 (51%) 159 0.456
(1.00)
0.365
(1.00)
1
(1.00)
0.189
(1.00)
0.908
(1.00)
0.679
(1.00)
0.725
(1.00)
0.44
(1.00)
0.414
(1.00)
1
(1.00)
0.19
(1.00)
0.0869
(1.00)
0.153
(1.00)
0.452
(1.00)
Del Peak 16(6q26) 171 (52%) 156 0.524
(1.00)
0.171
(1.00)
0.74
(1.00)
0.271
(1.00)
0.868
(1.00)
0.961
(1.00)
0.465
(1.00)
0.102
(1.00)
0.156
(1.00)
1
(1.00)
0.726
(1.00)
0.146
(1.00)
0.372
(1.00)
0.303
(1.00)
Del Peak 17(8p23 2) 164 (50%) 163 0.692
(1.00)
0.293
(1.00)
0.267
(1.00)
0.0446
(1.00)
0.0118
(1.00)
0.382
(1.00)
0.818
(1.00)
0.939
(1.00)
0.871
(1.00)
0.49
(1.00)
0.763
(1.00)
0.874
(1.00)
0.0411
(1.00)
0.235
(1.00)
Del Peak 18(8p21 3) 175 (54%) 152 0.24
(1.00)
0.978
(1.00)
0.12
(1.00)
0.0494
(1.00)
0.0114
(1.00)
0.586
(1.00)
0.451
(1.00)
0.319
(1.00)
0.908
(1.00)
0.646
(1.00)
0.28
(1.00)
0.289
(1.00)
0.132
(1.00)
0.495
(1.00)
Del Peak 19(9p23) 180 (55%) 147 0.0614
(1.00)
0.0936
(1.00)
0.739
(1.00)
0.614
(1.00)
0.75
(1.00)
0.856
(1.00)
0.0116
(1.00)
0.714
(1.00)
0.356
(1.00)
0.488
(1.00)
0.848
(1.00)
0.0356
(1.00)
0.0715
(1.00)
0.277
(1.00)
Del Peak 20(9p21 3) 187 (57%) 140 0.374
(1.00)
0.0327
(1.00)
0.116
(1.00)
0.821
(1.00)
0.831
(1.00)
0.941
(1.00)
0.00282
(1.00)
0.756
(1.00)
0.0874
(1.00)
1
(1.00)
0.46
(1.00)
0.00427
(1.00)
0.152
(1.00)
0.189
(1.00)
Del Peak 21(9q21 11) 160 (49%) 167 0.222
(1.00)
0.714
(1.00)
0.657
(1.00)
0.908
(1.00)
0.0471
(1.00)
0.386
(1.00)
0.385
(1.00)
0.73
(1.00)
0.43
(1.00)
0.106
(1.00)
0.0656
(1.00)
0.901
(1.00)
0.324
(1.00)
0.769
(1.00)
Del Peak 23(10q26 3) 90 (28%) 237 0.665
(1.00)
0.897
(1.00)
0.0345
(1.00)
0.236
(1.00)
0.666
(1.00)
0.0639
(1.00)
0.455
(1.00)
0.975
(1.00)
0.198
(1.00)
0.0755
(1.00)
0.0269
(1.00)
0.84
(1.00)
0.0257
(1.00)
0.0668
(1.00)
Del Peak 24(11p15 5) 88 (27%) 239 0.518
(1.00)
0.0722
(1.00)
0.318
(1.00)
0.318
(1.00)
0.287
(1.00)
1
(1.00)
1
(1.00)
0.0614
(1.00)
0.326
(1.00)
1
(1.00)
0.325
(1.00)
0.715
(1.00)
0.0149
(1.00)
0.131
(1.00)
Del Peak 25(11q25) 73 (22%) 254 0.26
(1.00)
0.523
(1.00)
0.505
(1.00)
0.535
(1.00)
0.722
(1.00)
0.742
(1.00)
0.215
(1.00)
0.441
(1.00)
0.733
(1.00)
0.582
(1.00)
0.349
(1.00)
0.901
(1.00)
0.347
(1.00)
0.152
(1.00)
Del Peak 26(12p13 2) 91 (28%) 236 0.282
(1.00)
0.823
(1.00)
0.00123
(1.00)
0.788
(1.00)
0.7
(1.00)
0.825
(1.00)
0.906
(1.00)
0.351
(1.00)
0.518
(1.00)
0.8
(1.00)
0.0141
(1.00)
0.629
(1.00)
0.299
(1.00)
0.0522
(1.00)
Del Peak 27(12q12) 60 (18%) 267 0.23
(1.00)
0.0859
(1.00)
0.253
(1.00)
0.693
(1.00)
0.257
(1.00)
0.481
(1.00)
0.505
(1.00)
0.137
(1.00)
0.528
(1.00)
1
(1.00)
0.0574
(1.00)
0.622
(1.00)
0.954
(1.00)
0.293
(1.00)
Del Peak 28(12q24 33) 80 (24%) 247 0.488
(1.00)
0.83
(1.00)
0.197
(1.00)
0.392
(1.00)
0.0851
(1.00)
0.0665
(1.00)
0.899
(1.00)
0.413
(1.00)
0.692
(1.00)
0.178
(1.00)
0.19
(1.00)
0.861
(1.00)
0.0154
(1.00)
0.376
(1.00)
Del Peak 29(13q12 11) 180 (55%) 147 0.606
(1.00)
0.131
(1.00)
0.0105
(1.00)
0.0252
(1.00)
0.0261
(1.00)
0.562
(1.00)
0.987
(1.00)
0.343
(1.00)
0.839
(1.00)
0.364
(1.00)
0.0318
(1.00)
0.206
(1.00)
0.0135
(1.00)
0.18
(1.00)
Del Peak 30(13q12 13) 181 (55%) 146 0.722
(1.00)
0.31
(1.00)
0.045
(1.00)
0.0399
(1.00)
0.0108
(1.00)
0.724
(1.00)
0.885
(1.00)
0.343
(1.00)
0.858
(1.00)
0.17
(1.00)
0.127
(1.00)
0.658
(1.00)
0.0552
(1.00)
0.176
(1.00)
Del Peak 31(13q34) 147 (45%) 180 0.771
(1.00)
0.103
(1.00)
0.823
(1.00)
0.669
(1.00)
0.299
(1.00)
0.636
(1.00)
0.987
(1.00)
0.119
(1.00)
0.306
(1.00)
1
(1.00)
0.497
(1.00)
0.275
(1.00)
0.0822
(1.00)
0.121
(1.00)
Del Peak 32(14q32 33) 99 (30%) 228 0.411
(1.00)
0.958
(1.00)
1
(1.00)
0.786
(1.00)
0.351
(1.00)
0.402
(1.00)
0.27
(1.00)
0.524
(1.00)
0.544
(1.00)
0.622
(1.00)
0.148
(1.00)
0.905
(1.00)
0.249
(1.00)
0.0499
(1.00)
Del Peak 33(15q11 2) 171 (52%) 156 0.324
(1.00)
0.0898
(1.00)
0.0452
(1.00)
0.241
(1.00)
0.116
(1.00)
0.246
(1.00)
0.961
(1.00)
0.979
(1.00)
0.562
(1.00)
1
(1.00)
0.373
(1.00)
0.207
(1.00)
0.254
(1.00)
0.188
(1.00)
Del Peak 34(15q15 3) 177 (54%) 150 0.434
(1.00)
0.129
(1.00)
0.12
(1.00)
0.241
(1.00)
0.0183
(1.00)
0.397
(1.00)
0.987
(1.00)
0.959
(1.00)
0.898
(1.00)
0.649
(1.00)
0.801
(1.00)
0.167
(1.00)
0.114
(1.00)
0.247
(1.00)
Del Peak 35(16q23 3) 118 (36%) 209 0.954
(1.00)
0.769
(1.00)
0.73
(1.00)
0.622
(1.00)
0.404
(1.00)
0.503
(1.00)
0.208
(1.00)
0.709
(1.00)
0.506
(1.00)
1
(1.00)
0.205
(1.00)
0.318
(1.00)
0.134
(1.00)
0.87
(1.00)
Del Peak 36(17p13 3) 188 (57%) 139 0.642
(1.00)
0.16
(1.00)
0.179
(1.00)
0.778
(1.00)
0.0493
(1.00)
0.237
(1.00)
0.908
(1.00)
0.706
(1.00)
0.826
(1.00)
0.253
(1.00)
0.418
(1.00)
0.482
(1.00)
0.121
(1.00)
0.00869
(1.00)
Del Peak 37(18q21 32) 170 (52%) 157 0.244
(1.00)
0.34
(1.00)
0.0952
(1.00)
0.301
(1.00)
0.703
(1.00)
0.266
(1.00)
0.169
(1.00)
0.0699
(1.00)
0.0458
(1.00)
1
(1.00)
0.494
(1.00)
0.855
(1.00)
0.25
(1.00)
0.152
(1.00)
Del Peak 38(18q23) 164 (50%) 163 0.329
(1.00)
0.12
(1.00)
0.0758
(1.00)
0.318
(1.00)
0.41
(1.00)
0.0738
(1.00)
0.0645
(1.00)
0.305
(1.00)
0.00276
(1.00)
1
(1.00)
0.356
(1.00)
0.419
(1.00)
0.293
(1.00)
0.0407
(1.00)
Del Peak 39(19p13 3) 184 (56%) 143 0.0489
(1.00)
0.283
(1.00)
0.00249
(1.00)
0.802
(1.00)
0.469
(1.00)
0.241
(1.00)
0.157
(1.00)
0.463
(1.00)
0.0174
(1.00)
0.819
(1.00)
0.501
(1.00)
0.584
(1.00)
0.152
(1.00)
0.245
(1.00)
Del Peak 40(19p13 2) 177 (54%) 150 0.361
(1.00)
0.0411
(1.00)
0.00119
(1.00)
0.923
(1.00)
0.595
(1.00)
0.264
(1.00)
0.093
(1.00)
0.139
(1.00)
0.0306
(1.00)
0.818
(1.00)
0.459
(1.00)
0.47
(1.00)
0.0372
(1.00)
0.228
(1.00)
Del Peak 41(19q11) 95 (29%) 232 0.00622
(1.00)
0.0112
(1.00)
1
(1.00)
0.54
(1.00)
0.849
(1.00)
0.394
(1.00)
0.086
(1.00)
0.275
(1.00)
0.00384
(1.00)
0.803
(1.00)
0.0588
(1.00)
0.314
(1.00)
0.00689
(1.00)
0.0651
(1.00)
Del Peak 42(19q13 33) 123 (38%) 204 0.0384
(1.00)
0.193
(1.00)
0.359
(1.00)
0.465
(1.00)
0.187
(1.00)
0.557
(1.00)
0.591
(1.00)
0.167
(1.00)
0.146
(1.00)
0.816
(1.00)
0.45
(1.00)
0.902
(1.00)
0.258
(1.00)
0.513
(1.00)
Del Peak 43(21q11 2) 116 (35%) 211 0.619
(1.00)
0.0607
(1.00)
0.908
(1.00)
0.751
(1.00)
0.391
(1.00)
0.705
(1.00)
0.916
(1.00)
0.913
(1.00)
0.78
(1.00)
0.47
(1.00)
0.133
(1.00)
0.0502
(1.00)
0.0158
(1.00)
0.0131
(1.00)
Del Peak 44(22q13 32) 160 (49%) 167 0.475
(1.00)
0.02
(1.00)
0.223
(1.00)
0.537
(1.00)
0.362
(1.00)
0.762
(1.00)
0.677
(1.00)
0.714
(1.00)
0.721
(1.00)
0.819
(1.00)
0.502
(1.00)
0.112
(1.00)
0.00109
(1.00)
0.00591
(1.00)
Del Peak 45(Xp22 2) 96 (29%) 231 0.56
(1.00)
0.666
(1.00)
0.039
(1.00)
0.931
(1.00)
0.653
(1.00)
0.913
(1.00)
0.428
(1.00)
0.795
(1.00)
0.894
(1.00)
0.803
(1.00)
0.64
(1.00)
0.651
(1.00)
0.624
(1.00)
0.17
(1.00)
'Amp Peak 17(10p15.1) mutation analysis' versus 'STOPPEDSMOKINGYEAR'

P value = 0.000193 (t-test), Q value = 0.21

Table S1.  Gene #17: 'Amp Peak 17(10p15.1) mutation analysis' versus Clinical Feature #12: 'STOPPEDSMOKINGYEAR'

nPatients Mean (Std.Dev)
ALL 164 1993.9 (13.8)
AMP PEAK 17(10P15.1) MUTATED 47 1999.4 (10.4)
AMP PEAK 17(10P15.1) WILD-TYPE 117 1991.6 (14.3)

Figure S1.  Get High-res Image Gene #17: 'Amp Peak 17(10p15.1) mutation analysis' versus Clinical Feature #12: 'STOPPEDSMOKINGYEAR'

'Amp Peak 17(10p15.1) mutation analysis' versus 'TOBACCOSMOKINGHISTORYINDICATOR'

P value = 3.65e-06 (Fisher's exact test), Q value = 0.0039

Table S2.  Gene #17: 'Amp Peak 17(10p15.1) mutation analysis' versus Clinical Feature #13: 'TOBACCOSMOKINGHISTORYINDICATOR'

nPatients CURRENT REFORMED SMOKER FOR < OR = 15 YEARS CURRENT REFORMED SMOKER FOR > 15 YEARS CURRENT SMOKER LIFELONG NON-SMOKER
ALL 110 86 72 46
AMP PEAK 17(10P15.1) MUTATED 42 16 26 2
AMP PEAK 17(10P15.1) WILD-TYPE 68 70 46 44

Figure S2.  Get High-res Image Gene #17: 'Amp Peak 17(10p15.1) mutation analysis' versus Clinical Feature #13: 'TOBACCOSMOKINGHISTORYINDICATOR'

'Amp Peak 18(11q13.3) mutation analysis' versus 'AGE'

P value = 2.74e-05 (t-test), Q value = 0.029

Table S3.  Gene #18: 'Amp Peak 18(11q13.3) mutation analysis' versus Clinical Feature #2: 'AGE'

nPatients Mean (Std.Dev)
ALL 296 65.3 (9.8)
AMP PEAK 18(11Q13.3) MUTATED 105 62.0 (9.7)
AMP PEAK 18(11Q13.3) WILD-TYPE 191 67.0 (9.5)

Figure S3.  Get High-res Image Gene #18: 'Amp Peak 18(11q13.3) mutation analysis' versus Clinical Feature #2: 'AGE'

'Del Peak 6(3p21.31) mutation analysis' versus 'YEAROFTOBACCOSMOKINGONSET'

P value = 5.07e-05 (t-test), Q value = 0.054

Table S4.  Gene #38: 'Del Peak 6(3p21.31) mutation analysis' versus Clinical Feature #14: 'YEAROFTOBACCOSMOKINGONSET'

nPatients Mean (Std.Dev)
ALL 163 1964.8 (13.0)
DEL PEAK 6(3P21.31) MUTATED 81 1968.9 (13.1)
DEL PEAK 6(3P21.31) WILD-TYPE 82 1960.8 (11.6)

Figure S4.  Get High-res Image Gene #38: 'Del Peak 6(3p21.31) mutation analysis' versus Clinical Feature #14: 'YEAROFTOBACCOSMOKINGONSET'

'Del Peak 13(5q34) mutation analysis' versus 'STOPPEDSMOKINGYEAR'

P value = 6.1e-05 (t-test), Q value = 0.065

Table S5.  Gene #45: 'Del Peak 13(5q34) mutation analysis' versus Clinical Feature #12: 'STOPPEDSMOKINGYEAR'

nPatients Mean (Std.Dev)
ALL 164 1993.9 (13.8)
DEL PEAK 13(5Q34) MUTATED 49 1999.6 (10.1)
DEL PEAK 13(5Q34) WILD-TYPE 115 1991.4 (14.4)

Figure S5.  Get High-res Image Gene #45: 'Del Peak 13(5q34) mutation analysis' versus Clinical Feature #12: 'STOPPEDSMOKINGYEAR'

'Del Peak 13(5q34) mutation analysis' versus 'TOBACCOSMOKINGHISTORYINDICATOR'

P value = 5.82e-07 (Fisher's exact test), Q value = 0.00063

Table S6.  Gene #45: 'Del Peak 13(5q34) mutation analysis' versus Clinical Feature #13: 'TOBACCOSMOKINGHISTORYINDICATOR'

nPatients CURRENT REFORMED SMOKER FOR < OR = 15 YEARS CURRENT REFORMED SMOKER FOR > 15 YEARS CURRENT SMOKER LIFELONG NON-SMOKER
ALL 110 86 72 46
DEL PEAK 13(5Q34) MUTATED 44 16 41 9
DEL PEAK 13(5Q34) WILD-TYPE 66 70 31 37

Figure S6.  Get High-res Image Gene #45: 'Del Peak 13(5q34) mutation analysis' versus Clinical Feature #13: 'TOBACCOSMOKINGHISTORYINDICATOR'

'Del Peak 22(10p15.3) mutation analysis' versus 'GENDER'

P value = 5.81e-05 (Fisher's exact test), Q value = 0.062

Table S7.  Gene #54: 'Del Peak 22(10p15.3) mutation analysis' versus Clinical Feature #3: 'GENDER'

nPatients FEMALE MALE
ALL 148 179
DEL PEAK 22(10P15.3) MUTATED 21 60
DEL PEAK 22(10P15.3) WILD-TYPE 127 119

Figure S7.  Get High-res Image Gene #54: 'Del Peak 22(10p15.3) mutation analysis' versus Clinical Feature #3: 'GENDER'

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.

  • Clinical data file = LUAD-TP.clin.merged.picked.txt

  • Number of patients = 327

  • Number of copy number variation regions = 77

  • Number of selected clinical features = 14

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

Survival analysis

For survival clinical features, the Kaplan-Meier survival curves of tumors with and without gene cnvs were plotted and the statistical significance P values were estimated by logrank test (Bland and Altman 2004) using the 'survdiff' function in R

Student's t-test analysis

For continuous numerical clinical features, two-tailed Student's t test with unequal variance (Lehmann and Romano 2005) was applied to compare the clinical values between tumors with and without gene cnvs using 't.test' function in R

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

Chi-square test

For multi-class clinical features (nominal or ordinal), Chi-square tests (Greenwood and Nikulin 1996) were used to estimate the P values using the 'chisq.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] Bland and Altman, Statistics notes: The logrank test, BMJ 328(7447):1073 (2004)
[2] Lehmann and Romano, Testing Statistical Hypotheses (3E ed.), New York: Springer. ISBN 0387988645 (2005)
[3] 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)
[4] Greenwood and Nikulin, A guide to chi-squared testing, Wiley, New York. ISBN 047155779X (1996)
[5] 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)