Correlation between copy number variation genes (focal events) and selected clinical features
Kidney Renal Papillary Cell Carcinoma (Primary solid tumor)
15 July 2014  |  analyses__2014_07_15
Maintainer Information
Citation Information
Maintained by TCGA GDAC Team (Broad Institute/MD Anderson Cancer Center/Harvard Medical School)
Cite as Broad Institute TCGA Genome Data Analysis Center (2014): Correlation between copy number variation genes (focal events) and selected clinical features. Broad Institute of MIT and Harvard. doi:10.7908/C1S46QPH
Overview
Introduction

This pipeline computes the correlation between significant copy number variation (cnv focal) genes and selected clinical features.

Summary

Testing the association between copy number variation 29 focal events and 11 clinical features across 198 patients, 37 significant findings detected with Q value < 0.25.

  • amp_7q22.1 cnv correlated to 'NEOPLASM.DISEASESTAGE'.

  • del_1p36.32 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_3p22.1 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_4q34.3 cnv correlated to 'NEOPLASM.DISEASESTAGE' and 'PATHOLOGY.T.STAGE'.

  • del_5p14.2 cnv correlated to 'PATHOLOGY.T.STAGE'.

  • del_5q35.2 cnv correlated to 'NEOPLASM.DISEASESTAGE' and 'PATHOLOGY.T.STAGE'.

  • del_6q22.31 cnv correlated to 'PATHOLOGY.T.STAGE'.

  • del_6q27 cnv correlated to 'NEOPLASM.DISEASESTAGE' and 'PATHOLOGY.T.STAGE'.

  • del_9p21.3 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_11q22.3 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_11q24.2 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_15q13.3 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_16q24.1 cnv correlated to 'Time to Death'.

  • del_19p13.3 cnv correlated to 'Time to Death' and 'PATHOLOGY.T.STAGE'.

  • del_19q13.42 cnv correlated to 'Time to Death'.

  • del_22q12.2 cnv correlated to 'NEOPLASM.DISEASESTAGE' and 'PATHOLOGY.T.STAGE'.

  • del_xp11.22 cnv correlated to 'Time to Death',  'NEOPLASM.DISEASESTAGE', and 'PATHOLOGY.T.STAGE'.

  • del_xq28 cnv correlated to 'Time to Death'.

Results
Overview of the results

Table 1.  Get Full Table Overview of the association between significant copy number variation of 29 focal events and 11 clinical features. Shown in the table are P values (Q values). Thresholded by Q value < 0.25, 37 significant findings detected.

Clinical
Features
Time
to
Death
AGE NEOPLASM
DISEASESTAGE
PATHOLOGY
T
STAGE
PATHOLOGY
N
STAGE
PATHOLOGY
M
STAGE
GENDER KARNOFSKY
PERFORMANCE
SCORE
NUMBERPACKYEARSSMOKED RACE ETHNICITY
nCNV (%) nWild-Type logrank test Wilcoxon-test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Fisher's exact test Wilcoxon-test Wilcoxon-test Fisher's exact test Fisher's exact test
del 1p36 32 39 (20%) 159 4.88e-05
(0.0139)
0.465
(1.00)
1e-05
(0.00301)
2e-05
(0.00582)
0.0395
(1.00)
0.0959
(1.00)
0.0173
(1.00)
0.0157
(1.00)
0.568
(1.00)
0.396
(1.00)
1
(1.00)
del 3p22 1 17 (9%) 181 1.1e-06
(0.000339)
0.236
(1.00)
1e-05
(0.00301)
4e-05
(0.0115)
0.34
(1.00)
0.124
(1.00)
0.583
(1.00)
0.152
(1.00)
0.568
(1.00)
0.509
(1.00)
1
(1.00)
del 9p21 3 29 (15%) 169 0.000527
(0.144)
0.553
(1.00)
1e-05
(0.00301)
1e-05
(0.00301)
0.00558
(1.00)
0.026
(1.00)
0.0017
(0.456)
0.0492
(1.00)
0.0283
(1.00)
0.0464
(1.00)
0.358
(1.00)
del 11q22 3 20 (10%) 178 6.48e-06
(0.00196)
0.0959
(1.00)
4e-05
(0.0115)
0.0001
(0.0283)
0.0155
(1.00)
0.335
(1.00)
0.303
(1.00)
0.219
(1.00)
0.815
(1.00)
0.411
(1.00)
1
(1.00)
del 11q24 2 20 (10%) 178 1.75e-06
(0.000538)
0.052
(1.00)
1e-05
(0.00301)
1e-05
(0.00301)
0.0391
(1.00)
0.335
(1.00)
0.606
(1.00)
0.219
(1.00)
0.405
(1.00)
0.551
(1.00)
1
(1.00)
del 15q13 3 25 (13%) 173 7.44e-06
(0.00225)
0.088
(1.00)
0.00011
(0.031)
3e-05
(0.00864)
0.00315
(0.828)
0.125
(1.00)
0.241
(1.00)
0.0223
(1.00)
0.489
(1.00)
1
(1.00)
del xp11 22 20 (10%) 178 2.8e-06
(0.000855)
0.395
(1.00)
0.00015
(0.042)
0.00011
(0.031)
0.0461
(1.00)
0.824
(1.00)
0.00319
(0.835)
0.469
(1.00)
0.792
(1.00)
0.038
(1.00)
1
(1.00)
del 4q34 3 24 (12%) 174 0.0192
(1.00)
0.317
(1.00)
6e-05
(0.017)
0.00024
(0.0665)
0.0823
(1.00)
0.437
(1.00)
0.00745
(1.00)
0.469
(1.00)
0.16
(1.00)
1
(1.00)
del 5q35 2 11 (6%) 187 0.193
(1.00)
0.00797
(1.00)
0.00081
(0.22)
2e-05
(0.00582)
0.116
(1.00)
0.339
(1.00)
0.0161
(1.00)
0.591
(1.00)
0.335
(1.00)
del 6q27 23 (12%) 175 0.184
(1.00)
0.623
(1.00)
0.00019
(0.053)
1e-05
(0.00301)
0.156
(1.00)
0.657
(1.00)
0.00583
(1.00)
0.44
(1.00)
0.441
(1.00)
0.0461
(1.00)
0.599
(1.00)
del 19p13 3 17 (9%) 181 2.23e-05
(0.00645)
0.763
(1.00)
0.00156
(0.42)
0.00064
(0.175)
0.0959
(1.00)
0.342
(1.00)
0.583
(1.00)
0.0103
(1.00)
0.792
(1.00)
0.587
(1.00)
0.601
(1.00)
del 22q12 2 50 (25%) 148 0.00682
(1.00)
0.338
(1.00)
1e-05
(0.00301)
1e-05
(0.00301)
0.00704
(1.00)
0.0405
(1.00)
0.0039
(1.00)
0.496
(1.00)
0.538
(1.00)
0.123
(1.00)
0.428
(1.00)
amp 7q22 1 122 (62%) 76 0.396
(1.00)
0.183
(1.00)
0.00024
(0.0665)
0.0113
(1.00)
0.456
(1.00)
0.633
(1.00)
0.149
(1.00)
0.086
(1.00)
0.885
(1.00)
0.763
(1.00)
0.288
(1.00)
del 5p14 2 10 (5%) 188 0.00951
(1.00)
0.138
(1.00)
0.00682
(1.00)
0.00024
(0.0665)
0.0117
(1.00)
0.453
(1.00)
0.0666
(1.00)
0.49
(1.00)
1
(1.00)
0.294
(1.00)
del 6q22 31 20 (10%) 178 0.697
(1.00)
0.738
(1.00)
0.00603
(1.00)
0.00023
(0.0639)
0.118
(1.00)
0.388
(1.00)
0.0169
(1.00)
0.768
(1.00)
0.617
(1.00)
0.0476
(1.00)
1
(1.00)
del 16q24 1 9 (5%) 189 1.05e-05
(0.00305)
0.186
(1.00)
0.0442
(1.00)
0.132
(1.00)
0.0789
(1.00)
0.187
(1.00)
0.453
(1.00)
0.49
(1.00)
1
(1.00)
1
(1.00)
del 19q13 42 16 (8%) 182 5.38e-06
(0.00164)
0.608
(1.00)
0.00298
(0.787)
0.00249
(0.66)
0.436
(1.00)
0.278
(1.00)
0.567
(1.00)
0.152
(1.00)
0.295
(1.00)
1
(1.00)
del xq28 19 (10%) 179 2.69e-06
(0.000824)
0.0952
(1.00)
0.00174
(0.465)
0.00495
(1.00)
0.0459
(1.00)
0.836
(1.00)
0.00693
(1.00)
0.322
(1.00)
0.0752
(1.00)
1
(1.00)
amp 2p23 2 39 (20%) 159 0.505
(1.00)
0.512
(1.00)
0.338
(1.00)
0.565
(1.00)
0.0631
(1.00)
0.0343
(1.00)
0.33
(1.00)
0.886
(1.00)
0.479
(1.00)
0.673
(1.00)
1
(1.00)
amp 2q32 1 45 (23%) 153 0.605
(1.00)
0.986
(1.00)
0.0335
(1.00)
0.118
(1.00)
0.324
(1.00)
0.0187
(1.00)
0.577
(1.00)
0.719
(1.00)
0.782
(1.00)
0.272
(1.00)
1
(1.00)
amp 3p12 1 59 (30%) 139 0.997
(1.00)
0.485
(1.00)
0.0643
(1.00)
0.0309
(1.00)
1
(1.00)
0.195
(1.00)
0.497
(1.00)
0.0383
(1.00)
0.0695
(1.00)
0.308
(1.00)
0.724
(1.00)
amp 3q26 31 73 (37%) 125 0.15
(1.00)
0.759
(1.00)
0.322
(1.00)
0.327
(1.00)
1
(1.00)
0.0228
(1.00)
0.518
(1.00)
0.154
(1.00)
0.537
(1.00)
0.309
(1.00)
0.489
(1.00)
amp 17q25 2 145 (73%) 53 0.979
(1.00)
0.18
(1.00)
0.257
(1.00)
0.439
(1.00)
0.821
(1.00)
0.0054
(1.00)
0.0769
(1.00)
0.989
(1.00)
0.385
(1.00)
0.491
(1.00)
0.691
(1.00)
amp 19p13 2 22 (11%) 176 0.74
(1.00)
0.0128
(1.00)
0.788
(1.00)
0.0445
(1.00)
0.614
(1.00)
0.527
(1.00)
0.461
(1.00)
0.734
(1.00)
0.174
(1.00)
1
(1.00)
del 2q37 3 9 (5%) 189 0.697
(1.00)
0.24
(1.00)
0.0293
(1.00)
0.0125
(1.00)
1
(1.00)
0.785
(1.00)
0.126
(1.00)
0.511
(1.00)
1
(1.00)
1
(1.00)
del 6p12 3 18 (9%) 180 0.45
(1.00)
0.95
(1.00)
0.0011
(0.298)
0.00194
(0.516)
0.0928
(1.00)
0.304
(1.00)
0.416
(1.00)
0.753
(1.00)
0.273
(1.00)
0.145
(1.00)
1
(1.00)
del 10p11 21 12 (6%) 186 0.00691
(1.00)
0.956
(1.00)
0.00131
(0.354)
0.00351
(0.916)
0.0688
(1.00)
0.226
(1.00)
0.0432
(1.00)
0.317
(1.00)
0.302
(1.00)
1
(1.00)
del 14q11 2 40 (20%) 158 0.00559
(1.00)
0.908
(1.00)
0.00774
(1.00)
0.00385
(1.00)
0.0925
(1.00)
0.423
(1.00)
0.0194
(1.00)
0.196
(1.00)
0.293
(1.00)
0.758
(1.00)
0.686
(1.00)
del 21q22 3 33 (17%) 165 0.317
(1.00)
0.651
(1.00)
0.0162
(1.00)
0.00735
(1.00)
0.645
(1.00)
0.226
(1.00)
0.0926
(1.00)
0.105
(1.00)
1
(1.00)
0.486
(1.00)
1
(1.00)
'amp_7q22.1' versus 'NEOPLASM.DISEASESTAGE'

P value = 0.00024 (Fisher's exact test), Q value = 0.066

Table S1.  Gene #5: 'amp_7q22.1' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
AMP PEAK 5(7Q22.1) MUTATED 86 4 15 8
AMP PEAK 5(7Q22.1) WILD-TYPE 36 7 27 4

Figure S1.  Get High-res Image Gene #5: 'amp_7q22.1' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_1p36.32' versus 'Time to Death'

P value = 4.88e-05 (logrank test), Q value = 0.014

Table S2.  Gene #8: 'del_1p36.32' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 1(1P36.32) MUTATED 34 5 2.0 - 3760.0 (215.5)
DEL PEAK 1(1P36.32) WILD-TYPE 139 2 2.0 - 5925.0 (582.0)

Figure S2.  Get High-res Image Gene #8: 'del_1p36.32' versus Clinical Feature #1: 'Time to Death'

'del_1p36.32' versus 'NEOPLASM.DISEASESTAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S3.  Gene #8: 'del_1p36.32' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 1(1P36.32) MUTATED 10 3 19 5
DEL PEAK 1(1P36.32) WILD-TYPE 112 8 23 7

Figure S3.  Get High-res Image Gene #8: 'del_1p36.32' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_1p36.32' versus 'PATHOLOGY.T.STAGE'

P value = 2e-05 (Fisher's exact test), Q value = 0.0058

Table S4.  Gene #8: 'del_1p36.32' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 1(1P36.32) MUTATED 12 5 22
DEL PEAK 1(1P36.32) WILD-TYPE 118 13 28

Figure S4.  Get High-res Image Gene #8: 'del_1p36.32' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_3p22.1' versus 'Time to Death'

P value = 1.1e-06 (logrank test), Q value = 0.00034

Table S5.  Gene #10: 'del_3p22.1' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 3(3P22.1) MUTATED 15 4 4.0 - 2429.0 (205.0)
DEL PEAK 3(3P22.1) WILD-TYPE 158 3 2.0 - 5925.0 (542.0)

Figure S5.  Get High-res Image Gene #10: 'del_3p22.1' versus Clinical Feature #1: 'Time to Death'

'del_3p22.1' versus 'NEOPLASM.DISEASESTAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S6.  Gene #10: 'del_3p22.1' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 3(3P22.1) MUTATED 2 1 11 3
DEL PEAK 3(3P22.1) WILD-TYPE 120 10 31 9

Figure S6.  Get High-res Image Gene #10: 'del_3p22.1' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_3p22.1' versus 'PATHOLOGY.T.STAGE'

P value = 4e-05 (Fisher's exact test), Q value = 0.011

Table S7.  Gene #10: 'del_3p22.1' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 3(3P22.1) MUTATED 3 2 12
DEL PEAK 3(3P22.1) WILD-TYPE 127 16 38

Figure S7.  Get High-res Image Gene #10: 'del_3p22.1' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_4q34.3' versus 'NEOPLASM.DISEASESTAGE'

P value = 6e-05 (Fisher's exact test), Q value = 0.017

Table S8.  Gene #11: 'del_4q34.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 4(4Q34.3) MUTATED 6 2 14 2
DEL PEAK 4(4Q34.3) WILD-TYPE 116 9 28 10

Figure S8.  Get High-res Image Gene #11: 'del_4q34.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_4q34.3' versus 'PATHOLOGY.T.STAGE'

P value = 0.00024 (Fisher's exact test), Q value = 0.066

Table S9.  Gene #11: 'del_4q34.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 4(4Q34.3) MUTATED 7 4 13
DEL PEAK 4(4Q34.3) WILD-TYPE 123 14 37

Figure S9.  Get High-res Image Gene #11: 'del_4q34.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_5p14.2' versus 'PATHOLOGY.T.STAGE'

P value = 0.00024 (Fisher's exact test), Q value = 0.066

Table S10.  Gene #12: 'del_5p14.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 5(5P14.2) MUTATED 1 1 8
DEL PEAK 5(5P14.2) WILD-TYPE 129 17 42

Figure S10.  Get High-res Image Gene #12: 'del_5p14.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_5q35.2' versus 'NEOPLASM.DISEASESTAGE'

P value = 0.00081 (Fisher's exact test), Q value = 0.22

Table S11.  Gene #13: 'del_5q35.2' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 6(5Q35.2) MUTATED 1 1 7 1
DEL PEAK 6(5Q35.2) WILD-TYPE 121 10 35 11

Figure S11.  Get High-res Image Gene #13: 'del_5q35.2' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_5q35.2' versus 'PATHOLOGY.T.STAGE'

P value = 2e-05 (Fisher's exact test), Q value = 0.0058

Table S12.  Gene #13: 'del_5q35.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 6(5Q35.2) MUTATED 1 1 9
DEL PEAK 6(5Q35.2) WILD-TYPE 129 17 41

Figure S12.  Get High-res Image Gene #13: 'del_5q35.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_6q22.31' versus 'PATHOLOGY.T.STAGE'

P value = 0.00023 (Fisher's exact test), Q value = 0.064

Table S13.  Gene #15: 'del_6q22.31' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 8(6Q22.31) MUTATED 7 0 13
DEL PEAK 8(6Q22.31) WILD-TYPE 123 18 37

Figure S13.  Get High-res Image Gene #15: 'del_6q22.31' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_6q27' versus 'NEOPLASM.DISEASESTAGE'

P value = 0.00019 (Fisher's exact test), Q value = 0.053

Table S14.  Gene #16: 'del_6q27' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 9(6Q27) MUTATED 7 0 13 2
DEL PEAK 9(6Q27) WILD-TYPE 115 11 29 10

Figure S14.  Get High-res Image Gene #16: 'del_6q27' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_6q27' versus 'PATHOLOGY.T.STAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S15.  Gene #16: 'del_6q27' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 9(6Q27) MUTATED 7 0 16
DEL PEAK 9(6Q27) WILD-TYPE 123 18 34

Figure S15.  Get High-res Image Gene #16: 'del_6q27' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_9p21.3' versus 'Time to Death'

P value = 0.000527 (logrank test), Q value = 0.14

Table S16.  Gene #17: 'del_9p21.3' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 10(9P21.3) MUTATED 22 4 4.0 - 2839.0 (288.5)
DEL PEAK 10(9P21.3) WILD-TYPE 151 3 2.0 - 5925.0 (541.0)

Figure S16.  Get High-res Image Gene #17: 'del_9p21.3' versus Clinical Feature #1: 'Time to Death'

'del_9p21.3' versus 'NEOPLASM.DISEASESTAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S17.  Gene #17: 'del_9p21.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 10(9P21.3) MUTATED 6 0 15 6
DEL PEAK 10(9P21.3) WILD-TYPE 116 11 27 6

Figure S17.  Get High-res Image Gene #17: 'del_9p21.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_9p21.3' versus 'PATHOLOGY.T.STAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S18.  Gene #17: 'del_9p21.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 10(9P21.3) MUTATED 7 2 20
DEL PEAK 10(9P21.3) WILD-TYPE 123 16 30

Figure S18.  Get High-res Image Gene #17: 'del_9p21.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_11q22.3' versus 'Time to Death'

P value = 6.48e-06 (logrank test), Q value = 0.002

Table S19.  Gene #19: 'del_11q22.3' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 12(11Q22.3) MUTATED 16 4 4.0 - 3760.0 (228.5)
DEL PEAK 12(11Q22.3) WILD-TYPE 157 3 2.0 - 5925.0 (516.0)

Figure S19.  Get High-res Image Gene #19: 'del_11q22.3' versus Clinical Feature #1: 'Time to Death'

'del_11q22.3' versus 'NEOPLASM.DISEASESTAGE'

P value = 4e-05 (Fisher's exact test), Q value = 0.011

Table S20.  Gene #19: 'del_11q22.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 12(11Q22.3) MUTATED 4 2 10 4
DEL PEAK 12(11Q22.3) WILD-TYPE 118 9 32 8

Figure S20.  Get High-res Image Gene #19: 'del_11q22.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_11q22.3' versus 'PATHOLOGY.T.STAGE'

P value = 1e-04 (Fisher's exact test), Q value = 0.028

Table S21.  Gene #19: 'del_11q22.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 12(11Q22.3) MUTATED 5 2 13
DEL PEAK 12(11Q22.3) WILD-TYPE 125 16 37

Figure S21.  Get High-res Image Gene #19: 'del_11q22.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_11q24.2' versus 'Time to Death'

P value = 1.75e-06 (logrank test), Q value = 0.00054

Table S22.  Gene #20: 'del_11q24.2' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 13(11Q24.2) MUTATED 15 4 4.0 - 3760.0 (223.0)
DEL PEAK 13(11Q24.2) WILD-TYPE 158 3 2.0 - 5925.0 (513.5)

Figure S22.  Get High-res Image Gene #20: 'del_11q24.2' versus Clinical Feature #1: 'Time to Death'

'del_11q24.2' versus 'NEOPLASM.DISEASESTAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S23.  Gene #20: 'del_11q24.2' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 13(11Q24.2) MUTATED 3 2 11 4
DEL PEAK 13(11Q24.2) WILD-TYPE 119 9 31 8

Figure S23.  Get High-res Image Gene #20: 'del_11q24.2' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_11q24.2' versus 'PATHOLOGY.T.STAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S24.  Gene #20: 'del_11q24.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 13(11Q24.2) MUTATED 4 2 14
DEL PEAK 13(11Q24.2) WILD-TYPE 126 16 36

Figure S24.  Get High-res Image Gene #20: 'del_11q24.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_15q13.3' versus 'Time to Death'

P value = 7.44e-06 (logrank test), Q value = 0.0022

Table S25.  Gene #22: 'del_15q13.3' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 15(15Q13.3) MUTATED 19 4 3.0 - 5925.0 (207.0)
DEL PEAK 15(15Q13.3) WILD-TYPE 154 3 2.0 - 3950.0 (528.5)

Figure S25.  Get High-res Image Gene #22: 'del_15q13.3' versus Clinical Feature #1: 'Time to Death'

'del_15q13.3' versus 'NEOPLASM.DISEASESTAGE'

P value = 0.00011 (Fisher's exact test), Q value = 0.031

Table S26.  Gene #22: 'del_15q13.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 15(15Q13.3) MUTATED 7 1 11 5
DEL PEAK 15(15Q13.3) WILD-TYPE 115 10 31 7

Figure S26.  Get High-res Image Gene #22: 'del_15q13.3' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_15q13.3' versus 'PATHOLOGY.T.STAGE'

P value = 3e-05 (Fisher's exact test), Q value = 0.0086

Table S27.  Gene #22: 'del_15q13.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 15(15Q13.3) MUTATED 8 1 16
DEL PEAK 15(15Q13.3) WILD-TYPE 122 17 34

Figure S27.  Get High-res Image Gene #22: 'del_15q13.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_16q24.1' versus 'Time to Death'

P value = 1.05e-05 (logrank test), Q value = 0.0031

Table S28.  Gene #23: 'del_16q24.1' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 16(16Q24.1) MUTATED 5 2 21.0 - 1967.0 (87.0)
DEL PEAK 16(16Q24.1) WILD-TYPE 168 5 2.0 - 5925.0 (509.0)

Figure S28.  Get High-res Image Gene #23: 'del_16q24.1' versus Clinical Feature #1: 'Time to Death'

'del_19p13.3' versus 'Time to Death'

P value = 2.23e-05 (logrank test), Q value = 0.0065

Table S29.  Gene #24: 'del_19p13.3' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 17(19P13.3) MUTATED 16 3 4.0 - 1967.0 (228.0)
DEL PEAK 17(19P13.3) WILD-TYPE 157 4 2.0 - 5925.0 (510.0)

Figure S29.  Get High-res Image Gene #24: 'del_19p13.3' versus Clinical Feature #1: 'Time to Death'

'del_19p13.3' versus 'PATHOLOGY.T.STAGE'

P value = 0.00064 (Fisher's exact test), Q value = 0.17

Table S30.  Gene #24: 'del_19p13.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 17(19P13.3) MUTATED 5 1 11
DEL PEAK 17(19P13.3) WILD-TYPE 125 17 39

Figure S30.  Get High-res Image Gene #24: 'del_19p13.3' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_19q13.42' versus 'Time to Death'

P value = 5.38e-06 (logrank test), Q value = 0.0016

Table S31.  Gene #25: 'del_19q13.42' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 18(19Q13.42) MUTATED 16 4 29.0 - 2839.0 (218.5)
DEL PEAK 18(19Q13.42) WILD-TYPE 157 3 2.0 - 5925.0 (510.0)

Figure S31.  Get High-res Image Gene #25: 'del_19q13.42' versus Clinical Feature #1: 'Time to Death'

'del_22q12.2' versus 'NEOPLASM.DISEASESTAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S32.  Gene #27: 'del_22q12.2' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 20(22Q12.2) MUTATED 16 3 22 7
DEL PEAK 20(22Q12.2) WILD-TYPE 106 8 20 5

Figure S32.  Get High-res Image Gene #27: 'del_22q12.2' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_22q12.2' versus 'PATHOLOGY.T.STAGE'

P value = 1e-05 (Fisher's exact test), Q value = 0.003

Table S33.  Gene #27: 'del_22q12.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 20(22Q12.2) MUTATED 18 5 27
DEL PEAK 20(22Q12.2) WILD-TYPE 112 13 23

Figure S33.  Get High-res Image Gene #27: 'del_22q12.2' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_xp11.22' versus 'Time to Death'

P value = 2.8e-06 (logrank test), Q value = 0.00085

Table S34.  Gene #28: 'del_xp11.22' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 21(XP11.22) MUTATED 16 4 4.0 - 2429.0 (246.5)
DEL PEAK 21(XP11.22) WILD-TYPE 157 3 2.0 - 5925.0 (516.0)

Figure S34.  Get High-res Image Gene #28: 'del_xp11.22' versus Clinical Feature #1: 'Time to Death'

'del_xp11.22' versus 'NEOPLASM.DISEASESTAGE'

P value = 0.00015 (Fisher's exact test), Q value = 0.042

Table S35.  Gene #28: 'del_xp11.22' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

nPatients STAGE I STAGE II STAGE III STAGE IV
ALL 122 11 42 12
DEL PEAK 21(XP11.22) MUTATED 4 1 11 2
DEL PEAK 21(XP11.22) WILD-TYPE 118 10 31 10

Figure S35.  Get High-res Image Gene #28: 'del_xp11.22' versus Clinical Feature #3: 'NEOPLASM.DISEASESTAGE'

'del_xp11.22' versus 'PATHOLOGY.T.STAGE'

P value = 0.00011 (Fisher's exact test), Q value = 0.031

Table S36.  Gene #28: 'del_xp11.22' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

nPatients T1 T2 T3+T4
ALL 130 18 50
DEL PEAK 21(XP11.22) MUTATED 5 2 13
DEL PEAK 21(XP11.22) WILD-TYPE 125 16 37

Figure S36.  Get High-res Image Gene #28: 'del_xp11.22' versus Clinical Feature #4: 'PATHOLOGY.T.STAGE'

'del_xq28' versus 'Time to Death'

P value = 2.69e-06 (logrank test), Q value = 0.00082

Table S37.  Gene #29: 'del_xq28' versus Clinical Feature #1: 'Time to Death'

nPatients nDeath Duration Range (Median), Year
ALL 173 7 2.0 - 5925.0 (508.0)
DEL PEAK 22(XQ28) MUTATED 14 3 3.0 - 1967.0 (160.0)
DEL PEAK 22(XQ28) WILD-TYPE 159 4 2.0 - 5925.0 (516.0)

Figure S37.  Get High-res Image Gene #29: 'del_xq28' versus Clinical Feature #1: 'Time to Death'

Methods & Data
Input
  • Copy number data file = transformed.cor.cli.txt

  • Clinical data file = KIRP-TP.merged_data.txt

  • Number of patients = 198

  • Number of significantly focal cnvs = 29

  • Number of selected clinical features = 11

  • 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

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

In addition to the links below, the full results of the analysis summarized in this report can also be downloaded programmatically using firehose_get, or interactively from either the Broad GDAC website or TCGA Data Coordination Center Portal.

References
[1] Bland and Altman, Statistics notes: The logrank test, BMJ 328(7447):1073 (2004)
[2] 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)
[3] 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)