This pipeline computes the correlation between significant copy number variation (cnv focal) genes and selected clinical features.
Testing the association between copy number variation 63 focal events and 7 clinical features across 19 patients, no significant finding detected with Q value < 0.25.
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No focal cnvs related to clinical features.
Table 1. Get Full Table Overview of the association between significant copy number variation of 63 focal events and 7 clinical features. Shown in the table are P values (Q values). Thresholded by Q value < 0.25, no significant finding detected.
Clinical Features |
Time to Death |
AGE |
NEOPLASM DISEASESTAGE |
PATHOLOGY T STAGE |
PATHOLOGY N STAGE |
GENDER | NUMBERPACKYEARSSMOKED | ||
nCNV (%) | nWild-Type | logrank test | t-test | Chi-square test | Fisher's exact test | Fisher's exact test | Fisher's exact test | t-test | |
AMP PEAK 1(1P34 2) MUTATION ANALYSIS | 7 (37%) | 12 |
0.195 (1.00) |
0.0573 (1.00) |
0.803 (1.00) |
0.201 (1.00) |
1 (1.00) |
0.523 (1.00) |
0.797 (1.00) |
AMP PEAK 2(1Q42 3) MUTATION ANALYSIS | 11 (58%) | 8 |
0.405 (1.00) |
0.0378 (1.00) |
0.383 (1.00) |
0.417 (1.00) |
1 (1.00) |
0.546 (1.00) |
0.956 (1.00) |
AMP PEAK 3(2Q14 2) MUTATION ANALYSIS | 6 (32%) | 13 |
0.318 (1.00) |
0.441 (1.00) |
0.415 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
0.684 (1.00) |
AMP PEAK 4(3Q26 2) MUTATION ANALYSIS | 16 (84%) | 3 |
0.446 (1.00) |
0.693 (1.00) |
0.296 (1.00) |
0.278 (1.00) |
0.263 (1.00) |
0.422 (1.00) |
|
AMP PEAK 5(5P15 33) MUTATION ANALYSIS | 7 (37%) | 12 |
0.811 (1.00) |
0.379 (1.00) |
0.238 (1.00) |
0.704 (1.00) |
0.326 (1.00) |
0.523 (1.00) |
0.882 (1.00) |
AMP PEAK 6(6P21 1) MUTATION ANALYSIS | 8 (42%) | 11 |
0.73 (1.00) |
0.711 (1.00) |
0.842 (1.00) |
0.494 (1.00) |
1 (1.00) |
0.0578 (1.00) |
0.95 (1.00) |
AMP PEAK 7(6Q12) MUTATION ANALYSIS | 6 (32%) | 13 |
0.124 (1.00) |
0.939 (1.00) |
0.797 (1.00) |
0.827 (1.00) |
1 (1.00) |
1 (1.00) |
0.749 (1.00) |
AMP PEAK 8(7P11 2) MUTATION ANALYSIS | 14 (74%) | 5 |
0.619 (1.00) |
0.0937 (1.00) |
0.638 (1.00) |
0.663 (1.00) |
1 (1.00) |
0.53 (1.00) |
0.921 (1.00) |
AMP PEAK 9(7Q21 2) MUTATION ANALYSIS | 14 (74%) | 5 |
0.836 (1.00) |
0.0889 (1.00) |
0.416 (1.00) |
1 (1.00) |
1 (1.00) |
0.53 (1.00) |
0.414 (1.00) |
AMP PEAK 10(8P11 21) MUTATION ANALYSIS | 12 (63%) | 7 |
0.252 (1.00) |
0.0508 (1.00) |
0.215 (1.00) |
0.105 (1.00) |
1 (1.00) |
1 (1.00) |
0.0703 (1.00) |
AMP PEAK 11(8Q24 21) MUTATION ANALYSIS | 16 (84%) | 3 |
0.214 (1.00) |
0.796 (1.00) |
0.663 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
|
AMP PEAK 13(11P13) MUTATION ANALYSIS | 4 (21%) | 15 |
0.221 (1.00) |
0.536 (1.00) |
0.576 (1.00) |
0.155 (1.00) |
0.603 (1.00) |
0.53 (1.00) |
0.975 (1.00) |
AMP PEAK 14(11Q13 3) MUTATION ANALYSIS | 11 (58%) | 8 |
0.143 (1.00) |
0.922 (1.00) |
0.842 (1.00) |
1 (1.00) |
0.633 (1.00) |
1 (1.00) |
0.0823 (1.00) |
AMP PEAK 15(12P13 33) MUTATION ANALYSIS | 8 (42%) | 11 |
0.731 (1.00) |
0.473 (1.00) |
0.253 (1.00) |
0.208 (1.00) |
0.377 (1.00) |
1 (1.00) |
0.747 (1.00) |
AMP PEAK 16(12P12 1) MUTATION ANALYSIS | 8 (42%) | 11 |
0.167 (1.00) |
0.858 (1.00) |
0.383 (1.00) |
0.208 (1.00) |
0.633 (1.00) |
1 (1.00) |
0.151 (1.00) |
AMP PEAK 17(14Q22 1) MUTATION ANALYSIS | 6 (32%) | 13 |
0.0383 (1.00) |
0.287 (1.00) |
0.797 (1.00) |
0.827 (1.00) |
0.129 (1.00) |
1 (1.00) |
0.394 (1.00) |
AMP PEAK 18(17Q12) MUTATION ANALYSIS | 9 (47%) | 10 |
0.385 (1.00) |
0.0974 (1.00) |
0.489 (1.00) |
0.714 (1.00) |
0.35 (1.00) |
0.582 (1.00) |
0.422 (1.00) |
AMP PEAK 19(17Q24 3) MUTATION ANALYSIS | 9 (47%) | 10 |
0.701 (1.00) |
0.84 (1.00) |
0.213 (1.00) |
0.714 (1.00) |
1 (1.00) |
0.211 (1.00) |
0.0178 (1.00) |
AMP PEAK 20(18P11 32) MUTATION ANALYSIS | 5 (26%) | 14 |
0.0157 (1.00) |
0.663 (1.00) |
0.0574 (1.00) |
0.364 (1.00) |
1 (1.00) |
0.155 (1.00) |
0.993 (1.00) |
AMP PEAK 21(18Q11 2) MUTATION ANALYSIS | 5 (26%) | 14 |
0.657 (1.00) |
0.471 (1.00) |
0.263 (1.00) |
0.663 (1.00) |
0.603 (1.00) |
0.53 (1.00) |
0.101 (1.00) |
AMP PEAK 22(19P13 2) MUTATION ANALYSIS | 3 (16%) | 16 |
0.206 (1.00) |
0.48 (1.00) |
0.278 (1.00) |
1 (1.00) |
0.422 (1.00) |
||
AMP PEAK 23(19P13 11) MUTATION ANALYSIS | 4 (21%) | 15 |
0.122 (1.00) |
0.0646 (1.00) |
0.276 (1.00) |
0.372 (1.00) |
1 (1.00) |
1 (1.00) |
0.201 (1.00) |
AMP PEAK 24(19Q12) MUTATION ANALYSIS | 8 (42%) | 11 |
0.856 (1.00) |
0.00231 (0.985) |
0.233 (1.00) |
0.417 (1.00) |
0.147 (1.00) |
1 (1.00) |
0.283 (1.00) |
AMP PEAK 25(XP11 4) MUTATION ANALYSIS | 4 (21%) | 15 |
0.00123 (0.526) |
0.794 (1.00) |
0.805 (1.00) |
0.111 (1.00) |
0.603 (1.00) |
0.53 (1.00) |
0.706 (1.00) |
DEL PEAK 1(1P36 13) MUTATION ANALYSIS | 8 (42%) | 11 |
0.701 (1.00) |
0.661 (1.00) |
0.207 (1.00) |
1 (1.00) |
0.633 (1.00) |
1 (1.00) |
0.651 (1.00) |
DEL PEAK 2(1P13 2) MUTATION ANALYSIS | 8 (42%) | 11 |
0.856 (1.00) |
0.55 (1.00) |
0.291 (1.00) |
0.24 (1.00) |
0.633 (1.00) |
1 (1.00) |
0.973 (1.00) |
DEL PEAK 3(1Q44) MUTATION ANALYSIS | 3 (16%) | 16 |
0.492 (1.00) |
0.0314 (1.00) |
0.00192 (0.823) |
0.191 (1.00) |
0.263 (1.00) |
1 (1.00) |
|
DEL PEAK 4(2Q22 1) MUTATION ANALYSIS | 7 (37%) | 12 |
0.446 (1.00) |
0.82 (1.00) |
0.394 (1.00) |
0.24 (1.00) |
0.173 (1.00) |
1 (1.00) |
0.403 (1.00) |
DEL PEAK 5(2Q34) MUTATION ANALYSIS | 6 (32%) | 13 |
0.709 (1.00) |
0.513 (1.00) |
0.646 (1.00) |
0.164 (1.00) |
1 (1.00) |
0.222 (1.00) |
0.614 (1.00) |
DEL PEAK 6(3P26 1) MUTATION ANALYSIS | 11 (58%) | 8 |
0.954 (1.00) |
0.989 (1.00) |
0.534 (1.00) |
0.494 (1.00) |
0.633 (1.00) |
0.228 (1.00) |
0.407 (1.00) |
DEL PEAK 7(3P14 3) MUTATION ANALYSIS | 13 (68%) | 6 |
0.175 (1.00) |
0.0328 (1.00) |
0.457 (1.00) |
0.682 (1.00) |
0.617 (1.00) |
1 (1.00) |
0.396 (1.00) |
DEL PEAK 8(3P14 2) MUTATION ANALYSIS | 14 (74%) | 5 |
0.24 (1.00) |
0.12 (1.00) |
0.345 (1.00) |
0.364 (1.00) |
0.305 (1.00) |
1 (1.00) |
0.156 (1.00) |
DEL PEAK 10(3Q26 31) MUTATION ANALYSIS | 3 (16%) | 16 |
0.211 (1.00) |
0.959 (1.00) |
0.759 (1.00) |
0.278 (1.00) |
0.263 (1.00) |
1 (1.00) |
0.52 (1.00) |
DEL PEAK 11(4P15 2) MUTATION ANALYSIS | 11 (58%) | 8 |
0.208 (1.00) |
0.402 (1.00) |
0.4 (1.00) |
0.494 (1.00) |
0.633 (1.00) |
1 (1.00) |
0.306 (1.00) |
DEL PEAK 12(4Q22 1) MUTATION ANALYSIS | 9 (47%) | 10 |
0.221 (1.00) |
0.00937 (1.00) |
0.296 (1.00) |
0.714 (1.00) |
0.35 (1.00) |
0.582 (1.00) |
0.471 (1.00) |
DEL PEAK 13(5Q11 2) MUTATION ANALYSIS | 12 (63%) | 7 |
0.76 (1.00) |
0.323 (1.00) |
0.484 (1.00) |
0.471 (1.00) |
1 (1.00) |
0.263 (1.00) |
0.397 (1.00) |
DEL PEAK 14(5Q12 3) MUTATION ANALYSIS | 12 (63%) | 7 |
0.76 (1.00) |
0.323 (1.00) |
0.484 (1.00) |
0.471 (1.00) |
1 (1.00) |
0.263 (1.00) |
0.397 (1.00) |
DEL PEAK 15(6P25 3) MUTATION ANALYSIS | 8 (42%) | 11 |
0.0427 (1.00) |
0.957 (1.00) |
0.842 (1.00) |
1 (1.00) |
0.633 (1.00) |
1 (1.00) |
0.145 (1.00) |
DEL PEAK 16(6Q14 2) MUTATION ANALYSIS | 3 (16%) | 16 |
0.0515 (1.00) |
0.96 (1.00) |
0.0691 (1.00) |
1 (1.00) |
0.0361 (1.00) |
1 (1.00) |
|
DEL PEAK 17(7Q31 1) MUTATION ANALYSIS | 8 (42%) | 11 |
0.592 (1.00) |
0.497 (1.00) |
0.514 (1.00) |
0.146 (1.00) |
0.377 (1.00) |
1 (1.00) |
0.112 (1.00) |
DEL PEAK 18(7Q36 2) MUTATION ANALYSIS | 9 (47%) | 10 |
0.118 (1.00) |
0.51 (1.00) |
0.18 (1.00) |
0.0611 (1.00) |
0.65 (1.00) |
0.582 (1.00) |
0.896 (1.00) |
DEL PEAK 19(8P23 2) MUTATION ANALYSIS | 10 (53%) | 9 |
0.813 (1.00) |
0.615 (1.00) |
0.365 (1.00) |
0.247 (1.00) |
0.17 (1.00) |
0.0867 (1.00) |
0.793 (1.00) |
DEL PEAK 20(9P21 3) MUTATION ANALYSIS | 15 (79%) | 4 |
0.0337 (1.00) |
0.135 (1.00) |
0.652 (1.00) |
0.798 (1.00) |
1 (1.00) |
1 (1.00) |
0.322 (1.00) |
DEL PEAK 21(10P11 21) MUTATION ANALYSIS | 4 (21%) | 15 |
0.646 (1.00) |
0.801 (1.00) |
0.805 (1.00) |
0.624 (1.00) |
0.603 (1.00) |
1 (1.00) |
0.667 (1.00) |
DEL PEAK 22(10Q23 31) MUTATION ANALYSIS | 8 (42%) | 11 |
0.954 (1.00) |
0.122 (1.00) |
0.821 (1.00) |
0.417 (1.00) |
1 (1.00) |
0.546 (1.00) |
0.676 (1.00) |
DEL PEAK 23(11P15 4) MUTATION ANALYSIS | 5 (26%) | 14 |
0.266 (1.00) |
0.47 (1.00) |
0.166 (1.00) |
0.122 (1.00) |
0.305 (1.00) |
0.53 (1.00) |
|
DEL PEAK 24(11Q24 3) MUTATION ANALYSIS | 9 (47%) | 10 |
0.475 (1.00) |
0.914 (1.00) |
0.19 (1.00) |
0.361 (1.00) |
0.65 (1.00) |
1 (1.00) |
0.357 (1.00) |
DEL PEAK 25(12Q12) MUTATION ANALYSIS | 5 (26%) | 14 |
0.589 (1.00) |
0.477 (1.00) |
0.394 (1.00) |
0.663 (1.00) |
0.106 (1.00) |
0.155 (1.00) |
|
DEL PEAK 26(13Q12 11) MUTATION ANALYSIS | 11 (58%) | 8 |
0.592 (1.00) |
0.582 (1.00) |
0.156 (1.00) |
0.208 (1.00) |
0.0128 (1.00) |
0.546 (1.00) |
0.185 (1.00) |
DEL PEAK 27(15Q13 1) MUTATION ANALYSIS | 4 (21%) | 15 |
0.17 (1.00) |
0.385 (1.00) |
0.0351 (1.00) |
0.213 (1.00) |
0.603 (1.00) |
0.53 (1.00) |
0.165 (1.00) |
DEL PEAK 28(16Q23 1) MUTATION ANALYSIS | 9 (47%) | 10 |
0.378 (1.00) |
0.0506 (1.00) |
0.127 (1.00) |
0.607 (1.00) |
0.35 (1.00) |
0.582 (1.00) |
0.994 (1.00) |
DEL PEAK 29(17Q25 3) MUTATION ANALYSIS | 3 (16%) | 16 |
0.86 (1.00) |
0.703 (1.00) |
0.582 (1.00) |
1 (1.00) |
0.523 (1.00) |
1 (1.00) |
|
DEL PEAK 30(18Q12 2) MUTATION ANALYSIS | 9 (47%) | 10 |
0.73 (1.00) |
0.0405 (1.00) |
0.469 (1.00) |
0.0866 (1.00) |
1 (1.00) |
0.211 (1.00) |
0.922 (1.00) |
DEL PEAK 31(18Q21 2) MUTATION ANALYSIS | 10 (53%) | 9 |
0.73 (1.00) |
0.222 (1.00) |
0.634 (1.00) |
0.204 (1.00) |
0.65 (1.00) |
0.0867 (1.00) |
0.797 (1.00) |
DEL PEAK 32(19P13 3) MUTATION ANALYSIS | 12 (63%) | 7 |
0.666 (1.00) |
0.905 (1.00) |
0.616 (1.00) |
0.844 (1.00) |
0.0449 (1.00) |
1 (1.00) |
0.649 (1.00) |
DEL PEAK 33(19Q13 31) MUTATION ANALYSIS | 4 (21%) | 15 |
0.214 (1.00) |
0.772 (1.00) |
0.805 (1.00) |
1 (1.00) |
0.603 (1.00) |
0.097 (1.00) |
|
DEL PEAK 34(20P12 1) MUTATION ANALYSIS | 3 (16%) | 16 |
0.492 (1.00) |
0.441 (1.00) |
0.118 (1.00) |
0.393 (1.00) |
0.263 (1.00) |
1 (1.00) |
|
DEL PEAK 35(21Q22 12) MUTATION ANALYSIS | 11 (58%) | 8 |
0.582 (1.00) |
0.533 (1.00) |
0.4 (1.00) |
1 (1.00) |
0.633 (1.00) |
0.228 (1.00) |
0.0686 (1.00) |
DEL PEAK 36(22Q11 1) MUTATION ANALYSIS | 9 (47%) | 10 |
0.447 (1.00) |
0.188 (1.00) |
0.489 (1.00) |
1 (1.00) |
0.35 (1.00) |
0.582 (1.00) |
0.726 (1.00) |
DEL PEAK 37(XP22 2) MUTATION ANALYSIS | 7 (37%) | 12 |
0.719 (1.00) |
0.6 (1.00) |
0.353 (1.00) |
0.393 (1.00) |
0.656 (1.00) |
0.263 (1.00) |
0.923 (1.00) |
DEL PEAK 38(XP21 1) MUTATION ANALYSIS | 10 (53%) | 9 |
0.725 (1.00) |
0.699 (1.00) |
0.489 (1.00) |
0.298 (1.00) |
1 (1.00) |
0.582 (1.00) |
0.156 (1.00) |
DEL PEAK 39(XP11 3) MUTATION ANALYSIS | 10 (53%) | 9 |
0.592 (1.00) |
0.297 (1.00) |
0.634 (1.00) |
0.298 (1.00) |
0.35 (1.00) |
0.582 (1.00) |
0.438 (1.00) |
DEL PEAK 40(XQ21 33) MUTATION ANALYSIS | 4 (21%) | 15 |
0.266 (1.00) |
0.584 (1.00) |
0.0104 (1.00) |
0.372 (1.00) |
0.00903 (1.00) |
0.53 (1.00) |
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Copy number data file = transformed.cor.cli.txt
-
Clinical data file = ESCA-TP.clin.merged.picked.txt
-
Number of patients = 19
-
Number of significantly focal cnvs = 63
-
Number of selected clinical features = 7
-
Exclude genes that fewer than K tumors have mutations, K = 3
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
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
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
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
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.
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.