Lung Adenocarcinoma: Correlation between copy number variations of arm-level result 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 arm-level copy number variations (cnvs) and selected clinical features.

Summary

Testing the association between copy number variation 79 arm-level results and 14 clinical features across 327 patients, 5 significant findings detected with Q value < 0.25.

  • 11q gain cnv correlated to 'AGE'.

  • 1q loss cnv correlated to 'Time to Death'.

  • 7q loss cnv correlated to 'HISTOLOGICAL.TYPE'.

  • 10q loss cnv correlated to 'HISTOLOGICAL.TYPE'.

  • 18p loss cnv correlated to 'NUMBERPACKYEARSSMOKED'.

Results
Overview of the results

Table 1.  Get Full Table Overview of the association between significant copy number variation of 79 arm-level results and 14 clinical features. Shown in the table are P values (Q values). Thresholded by Q value < 0.25, 5 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
11q gain 37 (11%) 290 0.359
(1.00)
5.13e-05
(0.0544)
0.161
(1.00)
0.751
(1.00)
0.774
(1.00)
0.321
(1.00)
0.419
(1.00)
0.58
(1.00)
0.165
(1.00)
0.262
(1.00)
0.191
(1.00)
0.00166
(1.00)
0.0515
(1.00)
0.11
(1.00)
1q loss 9 (3%) 318 5.79e-05
(0.0613)
0.731
(1.00)
0.737
(1.00)
0.00169
(1.00)
0.791
(1.00)
0.087
(1.00)
1
(1.00)
0.329
(1.00)
0.437
(1.00)
0.34
(1.00)
0.0402
(1.00)
0.695
(1.00)
7q loss 12 (4%) 315 0.705
(1.00)
0.207
(1.00)
0.557
(1.00)
9.89e-05
(0.105)
0.902
(1.00)
1
(1.00)
1
(1.00)
0.96
(1.00)
0.537
(1.00)
0.192
(1.00)
0.116
(1.00)
0.123
(1.00)
10q loss 28 (9%) 299 0.336
(1.00)
0.124
(1.00)
0.845
(1.00)
1.23e-05
(0.013)
0.264
(1.00)
0.0921
(1.00)
0.872
(1.00)
0.131
(1.00)
0.237
(1.00)
0.116
(1.00)
0.468
(1.00)
0.224
(1.00)
0.961
(1.00)
18p loss 55 (17%) 272 0.55
(1.00)
0.0363
(1.00)
0.299
(1.00)
0.00531
(1.00)
0.13
(1.00)
0.0307
(1.00)
0.324
(1.00)
0.0437
(1.00)
0.00932
(1.00)
0.218
(1.00)
0.000226
(0.239)
0.508
(1.00)
0.337
(1.00)
0.0165
(1.00)
1p gain 41 (13%) 286 0.89
(1.00)
0.00104
(1.00)
0.869
(1.00)
0.492
(1.00)
0.983
(1.00)
0.701
(1.00)
0.000714
(0.752)
0.651
(1.00)
0.000269
(0.283)
0.488
(1.00)
0.829
(1.00)
0.913
(1.00)
0.478
(1.00)
0.734
(1.00)
1q gain 127 (39%) 200 0.862
(1.00)
0.372
(1.00)
0.734
(1.00)
0.512
(1.00)
0.528
(1.00)
0.21
(1.00)
0.0268
(1.00)
0.287
(1.00)
0.0261
(1.00)
0.816
(1.00)
0.941
(1.00)
0.822
(1.00)
0.43
(1.00)
0.639
(1.00)
2p gain 41 (13%) 286 0.0816
(1.00)
0.0548
(1.00)
0.0431
(1.00)
0.851
(1.00)
0.683
(1.00)
0.108
(1.00)
0.766
(1.00)
0.0926
(1.00)
0.22
(1.00)
1
(1.00)
0.563
(1.00)
0.0617
(1.00)
0.0736
(1.00)
0.645
(1.00)
2q gain 33 (10%) 294 0.188
(1.00)
0.209
(1.00)
0.274
(1.00)
0.472
(1.00)
0.416
(1.00)
0.932
(1.00)
0.0666
(1.00)
0.278
(1.00)
0.706
(1.00)
0.553
(1.00)
0.997
(1.00)
0.174
(1.00)
0.86
(1.00)
3p gain 10 (3%) 317 0.117
(1.00)
0.61
(1.00)
0.76
(1.00)
0.964
(1.00)
0.069
(1.00)
0.336
(1.00)
0.577
(1.00)
0.257
(1.00)
0.473
(1.00)
0.754
(1.00)
0.495
(1.00)
0.4
(1.00)
0.228
(1.00)
3q gain 19 (6%) 308 0.157
(1.00)
0.548
(1.00)
1
(1.00)
0.99
(1.00)
0.659
(1.00)
0.141
(1.00)
0.762
(1.00)
0.371
(1.00)
0.326
(1.00)
0.848
(1.00)
0.336
(1.00)
0.434
(1.00)
0.0559
(1.00)
4p gain 23 (7%) 304 0.671
(1.00)
0.0183
(1.00)
0.284
(1.00)
0.781
(1.00)
0.648
(1.00)
1
(1.00)
0.0715
(1.00)
0.311
(1.00)
1
(1.00)
0.0586
(1.00)
0.252
(1.00)
0.318
(1.00)
0.935
(1.00)
4q gain 7 (2%) 320 0.577
(1.00)
0.869
(1.00)
0.251
(1.00)
0.995
(1.00)
0.237
(1.00)
0.344
(1.00)
0.183
(1.00)
0.622
(1.00)
0.36
(1.00)
0.0439
(1.00)
0.781
(1.00)
0.531
(1.00)
0.0241
(1.00)
5p gain 124 (38%) 203 0.694
(1.00)
0.15
(1.00)
1
(1.00)
0.786
(1.00)
0.386
(1.00)
0.822
(1.00)
0.679
(1.00)
0.534
(1.00)
0.581
(1.00)
0.152
(1.00)
0.083
(1.00)
0.036
(1.00)
0.443
(1.00)
0.827
(1.00)
5q gain 39 (12%) 288 0.958
(1.00)
0.716
(1.00)
0.396
(1.00)
0.782
(1.00)
0.667
(1.00)
0.848
(1.00)
0.247
(1.00)
0.488
(1.00)
0.0746
(1.00)
0.662
(1.00)
0.807
(1.00)
0.186
(1.00)
0.317
(1.00)
6p gain 47 (14%) 280 0.818
(1.00)
0.931
(1.00)
0.528
(1.00)
0.902
(1.00)
0.584
(1.00)
0.413
(1.00)
0.224
(1.00)
0.847
(1.00)
0.926
(1.00)
0.75
(1.00)
0.968
(1.00)
0.861
(1.00)
0.415
(1.00)
0.0988
(1.00)
6q gain 11 (3%) 316 0.559
(1.00)
0.26
(1.00)
0.0142
(1.00)
0.986
(1.00)
0.454
(1.00)
0.679
(1.00)
0.434
(1.00)
0.39
(1.00)
1
(1.00)
0.894
(1.00)
0.774
(1.00)
0.0657
(1.00)
0.453
(1.00)
7p gain 113 (35%) 214 0.237
(1.00)
0.176
(1.00)
0.642
(1.00)
0.193
(1.00)
0.535
(1.00)
0.127
(1.00)
0.0157
(1.00)
0.199
(1.00)
0.0639
(1.00)
0.469
(1.00)
0.674
(1.00)
0.702
(1.00)
0.473
(1.00)
0.976
(1.00)
7q gain 81 (25%) 246 0.878
(1.00)
0.0525
(1.00)
0.44
(1.00)
0.82
(1.00)
0.614
(1.00)
0.402
(1.00)
0.252
(1.00)
0.082
(1.00)
0.0561
(1.00)
0.595
(1.00)
0.965
(1.00)
0.731
(1.00)
0.892
(1.00)
0.797
(1.00)
8p gain 39 (12%) 288 0.417
(1.00)
0.00097
(1.00)
0.494
(1.00)
0.814
(1.00)
0.211
(1.00)
0.937
(1.00)
0.429
(1.00)
0.846
(1.00)
0.718
(1.00)
0.524
(1.00)
0.116
(1.00)
0.0357
(1.00)
0.0403
(1.00)
8q gain 101 (31%) 226 0.842
(1.00)
0.000962
(1.00)
0.337
(1.00)
0.321
(1.00)
0.537
(1.00)
0.411
(1.00)
0.354
(1.00)
0.384
(1.00)
0.494
(1.00)
0.627
(1.00)
0.524
(1.00)
0.191
(1.00)
0.0725
(1.00)
0.031
(1.00)
9p gain 8 (2%) 319 0.2
(1.00)
0.461
(1.00)
0.476
(1.00)
0.731
(1.00)
0.629
(1.00)
0.455
(1.00)
1
(1.00)
0.808
(1.00)
1
(1.00)
0.269
(1.00)
0.0309
(1.00)
0.426
(1.00)
0.52
(1.00)
9q gain 4 (1%) 323 0.0591
(1.00)
0.288
(1.00)
1
(1.00)
0.996
(1.00)
1
(1.00)
1
(1.00)
1
(1.00)
0.853
(1.00)
1
(1.00)
0.634
(1.00)
0.274
(1.00)
1
(1.00)
0.758
(1.00)
10p gain 35 (11%) 292 0.976
(1.00)
0.371
(1.00)
0.153
(1.00)
0.82
(1.00)
0.564
(1.00)
0.53
(1.00)
0.196
(1.00)
0.901
(1.00)
0.443
(1.00)
0.708
(1.00)
0.0437
(1.00)
0.0636
(1.00)
0.00215
(1.00)
0.512
(1.00)
10q gain 20 (6%) 307 0.887
(1.00)
0.957
(1.00)
0.246
(1.00)
0.349
(1.00)
0.167
(1.00)
0.176
(1.00)
0.323
(1.00)
0.155
(1.00)
1
(1.00)
0.132
(1.00)
0.513
(1.00)
0.0592
(1.00)
0.275
(1.00)
11p gain 26 (8%) 301 0.715
(1.00)
0.0594
(1.00)
0.414
(1.00)
0.72
(1.00)
0.711
(1.00)
0.476
(1.00)
0.436
(1.00)
0.926
(1.00)
0.293
(1.00)
0.666
(1.00)
0.366
(1.00)
0.4
(1.00)
0.806
(1.00)
0.894
(1.00)
12p gain 41 (13%) 286 0.846
(1.00)
0.00254
(1.00)
0.408
(1.00)
0.558
(1.00)
0.288
(1.00)
0.106
(1.00)
1
(1.00)
0.0789
(1.00)
1
(1.00)
0.608
(1.00)
0.0879
(1.00)
0.0626
(1.00)
0.104
(1.00)
12q gain 36 (11%) 291 0.694
(1.00)
0.00428
(1.00)
0.48
(1.00)
0.48
(1.00)
0.3
(1.00)
0.344
(1.00)
0.719
(1.00)
0.234
(1.00)
0.71
(1.00)
0.0356
(1.00)
0.104
(1.00)
0.0421
(1.00)
0.006
(1.00)
13q gain 15 (5%) 312 0.588
(1.00)
0.564
(1.00)
1
(1.00)
0.98
(1.00)
0.0834
(1.00)
0.411
(1.00)
0.111
(1.00)
0.452
(1.00)
1
(1.00)
0.767
(1.00)
0.395
(1.00)
0.354
(1.00)
0.75
(1.00)
14q gain 37 (11%) 290 0.461
(1.00)
0.474
(1.00)
0.221
(1.00)
0.901
(1.00)
0.311
(1.00)
0.434
(1.00)
0.19
(1.00)
0.5
(1.00)
0.538
(1.00)
0.145
(1.00)
0.345
(1.00)
0.877
(1.00)
0.727
(1.00)
0.513
(1.00)
15q gain 10 (3%) 317 0.284
(1.00)
0.402
(1.00)
1
(1.00)
0.108
(1.00)
0.625
(1.00)
0.266
(1.00)
0.431
(1.00)
0.176
(1.00)
1
(1.00)
0.807
(1.00)
0.55
(1.00)
0.136
(1.00)
0.931
(1.00)
16p gain 44 (13%) 283 0.547
(1.00)
0.148
(1.00)
1
(1.00)
0.314
(1.00)
0.7
(1.00)
0.6
(1.00)
0.416
(1.00)
0.354
(1.00)
0.351
(1.00)
1
(1.00)
0.316
(1.00)
0.107
(1.00)
0.0199
(1.00)
0.779
(1.00)
16q gain 30 (9%) 297 0.743
(1.00)
0.114
(1.00)
0.442
(1.00)
0.292
(1.00)
0.284
(1.00)
0.836
(1.00)
0.183
(1.00)
0.2
(1.00)
0.184
(1.00)
0.236
(1.00)
0.0478
(1.00)
0.0423
(1.00)
0.391
(1.00)
0.353
(1.00)
17p gain 18 (6%) 309 0.749
(1.00)
0.861
(1.00)
0.223
(1.00)
0.265
(1.00)
0.384
(1.00)
0.781
(1.00)
0.692
(1.00)
0.353
(1.00)
0.501
(1.00)
0.0179
(1.00)
0.0775
(1.00)
0.387
(1.00)
0.641
(1.00)
0.929
(1.00)
17q gain 55 (17%) 272 0.266
(1.00)
0.879
(1.00)
1
(1.00)
0.437
(1.00)
0.362
(1.00)
0.0603
(1.00)
0.889
(1.00)
0.0324
(1.00)
0.0907
(1.00)
0.0562
(1.00)
0.0375
(1.00)
0.168
(1.00)
0.389
(1.00)
0.414
(1.00)
18p gain 28 (9%) 299 0.252
(1.00)
0.294
(1.00)
0.234
(1.00)
0.109
(1.00)
0.868
(1.00)
0.368
(1.00)
0.221
(1.00)
0.95
(1.00)
1
(1.00)
0.0618
(1.00)
0.11
(1.00)
0.432
(1.00)
0.934
(1.00)
18q gain 17 (5%) 310 0.666
(1.00)
0.188
(1.00)
0.619
(1.00)
0.787
(1.00)
0.746
(1.00)
0.56
(1.00)
0.822
(1.00)
0.954
(1.00)
1
(1.00)
0.656
(1.00)
0.0594
(1.00)
0.634
(1.00)
0.222
(1.00)
19p gain 6 (2%) 321 0.841
(1.00)
0.479
(1.00)
0.693
(1.00)
0.999
(1.00)
0.647
(1.00)
0.169
(1.00)
0.393
(1.00)
0.336
(1.00)
0.317
(1.00)
0.922
(1.00)
0.464
(1.00)
1
(1.00)
0.398
(1.00)
19q gain 16 (5%) 311 0.963
(1.00)
0.571
(1.00)
0.308
(1.00)
0.946
(1.00)
0.108
(1.00)
0.813
(1.00)
0.501
(1.00)
0.802
(1.00)
1
(1.00)
0.824
(1.00)
0.0144
(1.00)
0.183
(1.00)
0.268
(1.00)
20p gain 46 (14%) 281 0.7
(1.00)
0.615
(1.00)
0.751
(1.00)
0.561
(1.00)
0.787
(1.00)
0.84
(1.00)
0.483
(1.00)
0.701
(1.00)
0.316
(1.00)
1
(1.00)
0.552
(1.00)
0.844
(1.00)
0.0278
(1.00)
0.536
(1.00)
20q gain 57 (17%) 270 0.604
(1.00)
0.28
(1.00)
0.243
(1.00)
0.141
(1.00)
0.572
(1.00)
0.533
(1.00)
0.773
(1.00)
0.533
(1.00)
0.694
(1.00)
0.219
(1.00)
0.0403
(1.00)
0.585
(1.00)
0.0189
(1.00)
0.59
(1.00)
21q gain 29 (9%) 298 0.527
(1.00)
0.532
(1.00)
0.246
(1.00)
0.701
(1.00)
0.525
(1.00)
0.535
(1.00)
0.522
(1.00)
0.941
(1.00)
1
(1.00)
0.789
(1.00)
0.0502
(1.00)
0.00664
(1.00)
0.8
(1.00)
22q gain 14 (4%) 313 0.46
(1.00)
0.144
(1.00)
1
(1.00)
0.32
(1.00)
0.387
(1.00)
0.119
(1.00)
1
(1.00)
0.535
(1.00)
0.594
(1.00)
0.512
(1.00)
0.681
(1.00)
0.682
(1.00)
0.4
(1.00)
Xq gain 15 (5%) 312 0.165
(1.00)
0.0271
(1.00)
0.6
(1.00)
0.588
(1.00)
0.351
(1.00)
0.865
(1.00)
0.785
(1.00)
0.913
(1.00)
1
(1.00)
0.428
(1.00)
0.992
(1.00)
0.172
(1.00)
0.0438
(1.00)
1p loss 26 (8%) 301 0.207
(1.00)
0.674
(1.00)
0.22
(1.00)
0.377
(1.00)
0.574
(1.00)
0.916
(1.00)
0.34
(1.00)
0.292
(1.00)
0.205
(1.00)
0.172
(1.00)
0.0672
(1.00)
0.143
(1.00)
0.692
(1.00)
2p loss 4 (1%) 323 0.187
(1.00)
0.313
(1.00)
1
(1.00)
0.81
(1.00)
1
(1.00)
1
(1.00)
1
(1.00)
0.602
(1.00)
1
(1.00)
0.46
(1.00)
0.267
(1.00)
3p loss 66 (20%) 261 0.905
(1.00)
0.814
(1.00)
1
(1.00)
0.0134
(1.00)
0.859
(1.00)
0.474
(1.00)
0.306
(1.00)
0.216
(1.00)
0.00911
(1.00)
1
(1.00)
0.77
(1.00)
0.765
(1.00)
0.0331
(1.00)
0.252
(1.00)
3q loss 38 (12%) 289 0.937
(1.00)
0.971
(1.00)
0.863
(1.00)
0.016
(1.00)
0.852
(1.00)
0.116
(1.00)
0.482
(1.00)
0.627
(1.00)
0.195
(1.00)
1
(1.00)
0.167
(1.00)
0.455
(1.00)
0.515
(1.00)
0.815
(1.00)
4p loss 29 (9%) 298 0.45
(1.00)
0.0136
(1.00)
0.329
(1.00)
0.646
(1.00)
0.548
(1.00)
0.11
(1.00)
0.231
(1.00)
0.674
(1.00)
0.696
(1.00)
0.404
(1.00)
0.824
(1.00)
0.0369
(1.00)
0.0681
(1.00)
0.451
(1.00)
4q loss 34 (10%) 293 0.522
(1.00)
0.0509
(1.00)
0.0183
(1.00)
0.88
(1.00)
0.777
(1.00)
0.111
(1.00)
0.00429
(1.00)
0.508
(1.00)
0.0364
(1.00)
0.141
(1.00)
0.46
(1.00)
0.358
(1.00)
0.0405
(1.00)
0.88
(1.00)
5p loss 11 (3%) 316 0.786
(1.00)
0.94
(1.00)
0.234
(1.00)
0.0863
(1.00)
0.841
(1.00)
0.449
(1.00)
0.434
(1.00)
0.665
(1.00)
1
(1.00)
0.485
(1.00)
0.000691
(0.728)
0.352
(1.00)
0.779
(1.00)
5q loss 44 (13%) 283 0.593
(1.00)
0.179
(1.00)
0.052
(1.00)
0.0529
(1.00)
0.954
(1.00)
0.0485
(1.00)
0.909
(1.00)
0.308
(1.00)
0.494
(1.00)
0.254
(1.00)
0.0479
(1.00)
0.0966
(1.00)
0.975
(1.00)
6p loss 30 (9%) 297 0.929
(1.00)
0.0816
(1.00)
0.248
(1.00)
0.535
(1.00)
0.493
(1.00)
0.439
(1.00)
0.225
(1.00)
0.359
(1.00)
0.411
(1.00)
0.314
(1.00)
0.295
(1.00)
0.286
(1.00)
0.242
(1.00)
6q loss 73 (22%) 254 0.814
(1.00)
0.256
(1.00)
0.894
(1.00)
0.0305
(1.00)
0.577
(1.00)
0.192
(1.00)
0.322
(1.00)
0.596
(1.00)
0.342
(1.00)
0.409
(1.00)
0.162
(1.00)
0.982
(1.00)
0.595
(1.00)
0.362
(1.00)
7p loss 11 (3%) 316 0.827
(1.00)
0.255
(1.00)
1
(1.00)
0.27
(1.00)
0.892
(1.00)
0.679
(1.00)
0.474
(1.00)
0.542
(1.00)
0.506
(1.00)
0.593
(1.00)
0.817
(1.00)
0.31
(1.00)
0.313
(1.00)
8p loss 89 (27%) 238 0.719
(1.00)
0.796
(1.00)
1
(1.00)
0.189
(1.00)
0.0819
(1.00)
0.213
(1.00)
0.936
(1.00)
0.731
(1.00)
0.833
(1.00)
0.607
(1.00)
0.351
(1.00)
0.159
(1.00)
0.0134
(1.00)
0.232
(1.00)
8q loss 12 (4%) 315 0.316
(1.00)
0.92
(1.00)
0.775
(1.00)
0.0165
(1.00)
1
(1.00)
0.914
(1.00)
0.643
(1.00)
0.89
(1.00)
1
(1.00)
0.22
(1.00)
0.0403
(1.00)
9p loss 99 (30%) 228 0.00585
(1.00)
0.235
(1.00)
0.148
(1.00)
0.975
(1.00)
0.398
(1.00)
0.184
(1.00)
0.00744
(1.00)
0.905
(1.00)
0.038
(1.00)
1
(1.00)
0.881
(1.00)
0.151
(1.00)
0.0855
(1.00)
0.603
(1.00)
9q loss 84 (26%) 243 0.203
(1.00)
0.995
(1.00)
0.899
(1.00)
0.882
(1.00)
0.391
(1.00)
0.169
(1.00)
0.115
(1.00)
0.695
(1.00)
0.232
(1.00)
0.427
(1.00)
0.447
(1.00)
0.95
(1.00)
0.0285
(1.00)
0.741
(1.00)
10p loss 26 (8%) 301 0.301
(1.00)
0.296
(1.00)
0.152
(1.00)
0.225
(1.00)
0.842
(1.00)
0.377
(1.00)
0.796
(1.00)
0.929
(1.00)
0.386
(1.00)
0.668
(1.00)
0.781
(1.00)
0.0924
(1.00)
0.425
(1.00)
11p loss 25 (8%) 302 0.51
(1.00)
0.00322
(1.00)
0.299
(1.00)
0.681
(1.00)
1
(1.00)
0.177
(1.00)
0.0416
(1.00)
0.0464
(1.00)
1
(1.00)
0.193
(1.00)
0.208
(1.00)
0.0462
(1.00)
0.00121
(1.00)
11q loss 20 (6%) 307 0.424
(1.00)
0.552
(1.00)
0.817
(1.00)
0.715
(1.00)
0.256
(1.00)
0.69
(1.00)
0.286
(1.00)
0.0151
(1.00)
0.417
(1.00)
0.35
(1.00)
0.0335
(1.00)
0.458
(1.00)
0.487
(1.00)
0.21
(1.00)
12p loss 29 (9%) 298 0.354
(1.00)
0.816
(1.00)
1
(1.00)
0.541
(1.00)
0.641
(1.00)
0.327
(1.00)
0.887
(1.00)
0.289
(1.00)
0.578
(1.00)
0.694
(1.00)
0.733
(1.00)
0.627
(1.00)
0.025
(1.00)
0.0736
(1.00)
12q loss 19 (6%) 308 0.0679
(1.00)
0.756
(1.00)
0.636
(1.00)
0.536
(1.00)
0.344
(1.00)
0.438
(1.00)
0.512
(1.00)
0.389
(1.00)
0.617
(1.00)
0.788
(1.00)
0.569
(1.00)
0.152
(1.00)
0.298
(1.00)
13q loss 74 (23%) 253 0.134
(1.00)
0.34
(1.00)
0.895
(1.00)
0.0181
(1.00)
0.143
(1.00)
0.526
(1.00)
0.161
(1.00)
0.346
(1.00)
0.162
(1.00)
0.785
(1.00)
0.606
(1.00)
0.633
(1.00)
0.113
(1.00)
0.229
(1.00)
14q loss 34 (10%) 293 0.63
(1.00)
0.316
(1.00)
0.589
(1.00)
0.814
(1.00)
0.294
(1.00)
0.401
(1.00)
0.901
(1.00)
0.0274
(1.00)
0.907
(1.00)
0.449
(1.00)
0.0647
(1.00)
0.161
(1.00)
0.755
(1.00)
0.348
(1.00)
15q loss 70 (21%) 257 0.802
(1.00)
0.0448
(1.00)
0.137
(1.00)
0.746
(1.00)
0.15
(1.00)
0.968
(1.00)
0.943
(1.00)
0.939
(1.00)
0.925
(1.00)
0.778
(1.00)
0.582
(1.00)
0.711
(1.00)
0.345
(1.00)
0.549
(1.00)
16p loss 26 (8%) 301 0.976
(1.00)
0.169
(1.00)
0.414
(1.00)
0.558
(1.00)
0.78
(1.00)
0.835
(1.00)
0.0123
(1.00)
0.0917
(1.00)
0.205
(1.00)
0.748
(1.00)
0.394
(1.00)
0.0957
(1.00)
0.643
(1.00)
16q loss 46 (14%) 281 0.0969
(1.00)
0.233
(1.00)
0.751
(1.00)
0.746
(1.00)
0.0466
(1.00)
0.653
(1.00)
0.288
(1.00)
0.181
(1.00)
0.136
(1.00)
1
(1.00)
0.815
(1.00)
0.766
(1.00)
0.218
(1.00)
0.389
(1.00)
17p loss 82 (25%) 245 0.81
(1.00)
0.468
(1.00)
0.799
(1.00)
0.1
(1.00)
0.865
(1.00)
0.572
(1.00)
0.933
(1.00)
0.738
(1.00)
0.716
(1.00)
0.425
(1.00)
0.23
(1.00)
0.063
(1.00)
0.0721
(1.00)
0.112
(1.00)
17q loss 13 (4%) 314 0.357
(1.00)
0.47
(1.00)
0.778
(1.00)
0.502
(1.00)
0.406
(1.00)
0.389
(1.00)
0.669
(1.00)
0.435
(1.00)
1
(1.00)
0.03
(1.00)
0.124
(1.00)
0.232
(1.00)
0.118
(1.00)
18q loss 84 (26%) 243 0.0252
(1.00)
0.309
(1.00)
0.703
(1.00)
0.452
(1.00)
0.257
(1.00)
0.047
(1.00)
0.295
(1.00)
0.284
(1.00)
0.00793
(1.00)
0.117
(1.00)
0.175
(1.00)
0.362
(1.00)
0.232
(1.00)
0.312
(1.00)
19p loss 90 (28%) 237 0.0491
(1.00)
0.303
(1.00)
0.0466
(1.00)
0.649
(1.00)
0.682
(1.00)
0.212
(1.00)
0.0529
(1.00)
0.1
(1.00)
0.253
(1.00)
1
(1.00)
0.449
(1.00)
0.343
(1.00)
0.126
(1.00)
0.362
(1.00)
19q loss 51 (16%) 276 0.147
(1.00)
0.347
(1.00)
0.878
(1.00)
0.00456
(1.00)
0.0858
(1.00)
0.435
(1.00)
0.575
(1.00)
0.0732
(1.00)
0.4
(1.00)
0.531
(1.00)
0.254
(1.00)
0.701
(1.00)
0.326
(1.00)
0.302
(1.00)
20p loss 46 (14%) 281 0.172
(1.00)
0.619
(1.00)
1
(1.00)
0.678
(1.00)
0.148
(1.00)
0.0348
(1.00)
0.195
(1.00)
0.131
(1.00)
1
(1.00)
0.814
(1.00)
0.422
(1.00)
0.498
(1.00)
0.0416
(1.00)
20q loss 17 (5%) 310 0.523
(1.00)
0.483
(1.00)
1
(1.00)
0.379
(1.00)
0.938
(1.00)
0.768
(1.00)
0.194
(1.00)
0.621
(1.00)
1
(1.00)
0.752
(1.00)
0.424
(1.00)
0.36
(1.00)
0.299
(1.00)
21q loss 47 (14%) 280 0.905
(1.00)
0.991
(1.00)
0.0395
(1.00)
0.116
(1.00)
0.585
(1.00)
0.647
(1.00)
0.604
(1.00)
0.574
(1.00)
0.416
(1.00)
0.506
(1.00)
0.16
(1.00)
0.025
(1.00)
0.00988
(1.00)
0.974
(1.00)
22q loss 71 (22%) 256 0.793
(1.00)
0.232
(1.00)
0.225
(1.00)
0.59
(1.00)
0.829
(1.00)
0.916
(1.00)
0.856
(1.00)
0.273
(1.00)
0.942
(1.00)
0.16
(1.00)
0.36
(1.00)
0.87
(1.00)
0.00719
(1.00)
0.251
(1.00)
Xq loss 8 (2%) 319 0.272
(1.00)
0.252
(1.00)
0.147
(1.00)
0.0116
(1.00)
0.105
(1.00)
0.859
(1.00)
0.798
(1.00)
0.302
(1.00)
0.0798
(1.00)
0.491
(1.00)
0.269
(1.00)
0.72
(1.00)
0.865
(1.00)
'11q gain mutation analysis' versus 'AGE'

P value = 5.13e-05 (t-test), Q value = 0.054

Table S1.  Gene #22: '11q gain mutation analysis' versus Clinical Feature #2: 'AGE'

nPatients Mean (Std.Dev)
ALL 296 65.3 (9.8)
11Q GAIN MUTATED 34 58.4 (9.5)
11Q GAIN WILD-TYPE 262 66.2 (9.5)

Figure S1.  Get High-res Image Gene #22: '11q gain mutation analysis' versus Clinical Feature #2: 'AGE'

'1q loss mutation analysis' versus 'Time to Death'

P value = 5.79e-05 (logrank test), Q value = 0.061

Table S2.  Gene #42: '1q loss mutation analysis' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Month
ALL 291 82 0.0 - 224.0 (10.0)
1Q LOSS MUTATED 7 3 0.1 - 12.2 (5.7)
1Q LOSS WILD-TYPE 284 79 0.0 - 224.0 (10.7)

Figure S2.  Get High-res Image Gene #42: '1q loss mutation analysis' versus Clinical Feature #1: 'Time to Death'

'7q loss mutation analysis' versus 'HISTOLOGICAL.TYPE'

P value = 9.89e-05 (Chi-square test), Q value = 0.1

Table S3.  Gene #53: '7q loss mutation analysis' versus Clinical Feature #5: 'HISTOLOGICAL.TYPE'

nPatients LUNG ACINAR ADENOCARCINOMA LUNG ADENOCARCINOMA MIXED SUBTYPE LUNG ADENOCARCINOMA- NOT OTHERWISE SPECIFIED (NOS) LUNG BRONCHIOLOALVEOLAR CARCINOMA MUCINOUS LUNG BRONCHIOLOALVEOLAR CARCINOMA NONMUCINOUS LUNG CLEAR CELL ADENOCARCINOMA LUNG MICROPAPILLARY ADENOCARCINOMA LUNG MUCINOUS ADENOCARCINOMA LUNG PAPILLARY ADENOCARCINOMA LUNG SOLID PATTERN PREDOMINANT ADENOCARCINOMA MUCINOUS (COLLOID) ADENOCARCINOMA
ALL 10 74 199 3 14 2 3 2 13 2 5
7Q LOSS MUTATED 0 0 8 0 0 1 0 0 1 0 2
7Q LOSS WILD-TYPE 10 74 191 3 14 1 3 2 12 2 3

Figure S3.  Get High-res Image Gene #53: '7q loss mutation analysis' versus Clinical Feature #5: 'HISTOLOGICAL.TYPE'

'10q loss mutation analysis' versus 'HISTOLOGICAL.TYPE'

P value = 1.23e-05 (Chi-square test), Q value = 0.013

Table S4.  Gene #59: '10q loss mutation analysis' versus Clinical Feature #5: 'HISTOLOGICAL.TYPE'

nPatients LUNG ACINAR ADENOCARCINOMA LUNG ADENOCARCINOMA MIXED SUBTYPE LUNG ADENOCARCINOMA- NOT OTHERWISE SPECIFIED (NOS) LUNG BRONCHIOLOALVEOLAR CARCINOMA MUCINOUS LUNG BRONCHIOLOALVEOLAR CARCINOMA NONMUCINOUS LUNG CLEAR CELL ADENOCARCINOMA LUNG MICROPAPILLARY ADENOCARCINOMA LUNG MUCINOUS ADENOCARCINOMA LUNG PAPILLARY ADENOCARCINOMA LUNG SOLID PATTERN PREDOMINANT ADENOCARCINOMA MUCINOUS (COLLOID) ADENOCARCINOMA
ALL 10 74 199 3 14 2 3 2 13 2 5
10Q LOSS MUTATED 1 5 16 1 0 0 2 0 0 2 1
10Q LOSS WILD-TYPE 9 69 183 2 14 2 1 2 13 0 4

Figure S4.  Get High-res Image Gene #59: '10q loss mutation analysis' versus Clinical Feature #5: 'HISTOLOGICAL.TYPE'

'18p loss mutation analysis' versus 'NUMBERPACKYEARSSMOKED'

P value = 0.000226 (t-test), Q value = 0.24

Table S5.  Gene #71: '18p loss mutation analysis' versus Clinical Feature #11: 'NUMBERPACKYEARSSMOKED'

nPatients Mean (Std.Dev)
ALL 228 39.8 (26.2)
18P LOSS MUTATED 37 28.5 (17.6)
18P LOSS WILD-TYPE 191 42.0 (27.1)

Figure S5.  Get High-res Image Gene #71: '18p loss mutation analysis' versus Clinical Feature #11: 'NUMBERPACKYEARSSMOKED'

Methods & Data
Input
  • Mutation data file = broad_values_by_arm.mutsig.cluster.txt

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

  • Number of patients = 327

  • Number of significantly arm-level cnvs = 79

  • Number of selected clinical features = 14

  • Exclude genes that fewer than K tumors have mutations, K = 3

Survival analysis

For survival clinical features, the Kaplan-Meier survival curves of tumors with and without gene mutations 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 mutations 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)