This pipeline computes the correlation between significant copy number variation (cnv focal) genes and molecular subtypes.
Testing the association between copy number variation 30 focal events and 6 molecular subtypes across 191 patients, 31 significant findings detected with P value < 0.05 and Q value < 0.25.
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3p cnv correlated to 'CN_CNMF'.
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3q cnv correlated to 'CN_CNMF'.
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4p cnv correlated to 'CN_CNMF'.
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4q cnv correlated to 'CN_CNMF'.
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5q cnv correlated to 'CN_CNMF'.
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7p cnv correlated to 'CN_CNMF', 'METHLYATION_CNMF', 'MRNASEQ_CNMF', 'MRNASEQ_CHIERARCHICAL', 'MIRSEQ_CNMF', and 'MIRSEQ_CHIERARCHICAL'.
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7q cnv correlated to 'CN_CNMF', 'METHLYATION_CNMF', and 'MIRSEQ_CHIERARCHICAL'.
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8p cnv correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.
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8q cnv correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.
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11p cnv correlated to 'CN_CNMF'.
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11q cnv correlated to 'CN_CNMF'.
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15q cnv correlated to 'CN_CNMF'.
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16q cnv correlated to 'CN_CNMF'.
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17p cnv correlated to 'CN_CNMF'.
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17q cnv correlated to 'CN_CNMF'.
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18p cnv correlated to 'CN_CNMF'.
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18q cnv correlated to 'CN_CNMF'.
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19p cnv correlated to 'CN_CNMF'.
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19q cnv correlated to 'CN_CNMF'.
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21q cnv correlated to 'CN_CNMF'.
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22q cnv correlated to 'CN_CNMF'.
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xq cnv correlated to 'CN_CNMF'.
Clinical Features |
CN CNMF |
METHLYATION CNMF |
MRNASEQ CNMF |
MRNASEQ CHIERARCHICAL |
MIRSEQ CNMF |
MIRSEQ CHIERARCHICAL |
||
nCNV (%) | nWild-Type | Fisher's exact test | Chi-square test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | |
7p | 18 (9%) | 173 |
1.01e-05 (0.00173) |
9.23e-05 (0.0153) |
0.000852 (0.136) |
0.00141 (0.219) |
0.00123 (0.194) |
5.37e-05 (0.00902) |
7q | 20 (10%) | 171 |
3.95e-06 (0.000687) |
1.14e-05 (0.00195) |
0.00641 (0.885) |
0.0125 (1.00) |
0.00168 (0.25) |
7.26e-05 (0.0121) |
8p | 23 (12%) | 168 |
0.000433 (0.0702) |
0.000115 (0.0189) |
0.0138 (1.00) |
0.00397 (0.583) |
0.00452 (0.651) |
0.043 (1.00) |
8q | 23 (12%) | 168 |
0.00162 (0.243) |
0.000904 (0.144) |
0.0138 (1.00) |
0.00397 (0.583) |
0.00745 (1.00) |
0.114 (1.00) |
3p | 4 (2%) | 187 |
0.00151 (0.232) |
0.185 (1.00) |
0.467 (1.00) |
0.604 (1.00) |
0.0147 (1.00) |
0.0116 (1.00) |
3q | 4 (2%) | 187 |
0.00151 (0.232) |
0.185 (1.00) |
0.467 (1.00) |
0.604 (1.00) |
0.0147 (1.00) |
0.0116 (1.00) |
4p | 6 (3%) | 185 |
0.00126 (0.197) |
0.284 (1.00) |
1 (1.00) |
1 (1.00) |
0.895 (1.00) |
0.863 (1.00) |
4q | 6 (3%) | 185 |
0.00126 (0.197) |
0.284 (1.00) |
1 (1.00) |
1 (1.00) |
0.895 (1.00) |
0.863 (1.00) |
5q | 6 (3%) | 185 |
3.23e-05 (0.00549) |
0.0134 (1.00) |
0.224 (1.00) |
0.664 (1.00) |
0.0318 (1.00) |
0.0205 (1.00) |
11p | 6 (3%) | 185 |
0.000101 (0.0167) |
0.0134 (1.00) |
0.124 (1.00) |
0.665 (1.00) |
0.206 (1.00) |
0.139 (1.00) |
11q | 7 (4%) | 184 |
8.12e-06 (0.00141) |
0.00516 (0.733) |
0.0668 (1.00) |
0.425 (1.00) |
0.291 (1.00) |
0.271 (1.00) |
15q | 4 (2%) | 187 |
0.000504 (0.0811) |
0.654 (1.00) |
0.066 (1.00) |
0.301 (1.00) |
0.0228 (1.00) |
0.0116 (1.00) |
16q | 4 (2%) | 187 |
0.00151 (0.232) |
0.0808 (1.00) |
0.786 (1.00) |
1 (1.00) |
0.0147 (1.00) |
0.0116 (1.00) |
17p | 13 (7%) | 178 |
1.97e-12 (3.54e-10) |
0.00581 (0.808) |
0.151 (1.00) |
0.0624 (1.00) |
0.16 (1.00) |
0.00532 (0.745) |
17q | 10 (5%) | 181 |
4.1e-09 (7.35e-07) |
0.0499 (1.00) |
0.218 (1.00) |
0.167 (1.00) |
0.192 (1.00) |
0.00208 (0.308) |
18p | 5 (3%) | 186 |
0.000142 (0.0231) |
0.0335 (1.00) |
1 (1.00) |
1 (1.00) |
0.248 (1.00) |
0.329 (1.00) |
18q | 4 (2%) | 187 |
0.00151 (0.232) |
0.0808 (1.00) |
0.467 (1.00) |
1 (1.00) |
0.101 (1.00) |
0.0704 (1.00) |
19p | 9 (5%) | 182 |
1.05e-06 (0.000186) |
0.584 (1.00) |
0.597 (1.00) |
0.718 (1.00) |
1 (1.00) |
0.362 (1.00) |
19q | 9 (5%) | 182 |
1.05e-06 (0.000186) |
0.584 (1.00) |
0.597 (1.00) |
0.718 (1.00) |
1 (1.00) |
0.362 (1.00) |
21q | 10 (5%) | 181 |
4.52e-07 (8.05e-05) |
0.0509 (1.00) |
0.0349 (1.00) |
0.718 (1.00) |
0.023 (1.00) |
0.0731 (1.00) |
22q | 11 (6%) | 180 |
4.56e-05 (0.00771) |
0.00841 (1.00) |
0.0367 (1.00) |
0.101 (1.00) |
0.018 (1.00) |
0.0548 (1.00) |
xq | 8 (4%) | 183 |
6.53e-07 (0.000116) |
0.106 (1.00) |
0.0668 (1.00) |
0.425 (1.00) |
0.0482 (1.00) |
0.0113 (1.00) |
1p | 3 (2%) | 188 |
0.00511 (0.731) |
0.185 (1.00) |
0.186 (1.00) |
0.552 (1.00) |
0.0923 (1.00) |
0.0481 (1.00) |
5p | 3 (2%) | 188 |
0.113 (1.00) |
0.658 (1.00) |
0.786 (1.00) |
1 (1.00) |
0.0618 (1.00) |
0.145 (1.00) |
9p | 3 (2%) | 188 |
0.113 (1.00) |
0.185 (1.00) |
0.186 (1.00) |
0.552 (1.00) |
0.0618 (1.00) |
0.0481 (1.00) |
9q | 3 (2%) | 188 |
0.113 (1.00) |
0.185 (1.00) |
0.186 (1.00) |
0.552 (1.00) |
0.0618 (1.00) |
0.0481 (1.00) |
10p | 3 (2%) | 188 |
0.012 (1.00) |
0.185 (1.00) |
0.186 (1.00) |
0.552 (1.00) |
0.552 (1.00) |
0.222 (1.00) |
10q | 4 (2%) | 187 |
0.00421 (0.611) |
0.0808 (1.00) |
0.066 (1.00) |
0.301 (1.00) |
0.248 (1.00) |
0.0704 (1.00) |
12p | 4 (2%) | 187 |
0.00809 (1.00) |
0.0759 (1.00) |
0.374 (1.00) |
0.301 (1.00) |
0.483 (1.00) |
0.0704 (1.00) |
13q | 7 (4%) | 184 |
0.00982 (1.00) |
0.00516 (0.733) |
0.0668 (1.00) |
0.0965 (1.00) |
0.735 (1.00) |
0.198 (1.00) |
P value = 0.00151 (Fisher's exact test), Q value = 0.23
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
3P MUTATED | 0 | 0 | 4 | 0 |
3P WILD-TYPE | 147 | 14 | 23 | 3 |
P value = 0.00151 (Fisher's exact test), Q value = 0.23
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
3Q MUTATED | 0 | 0 | 4 | 0 |
3Q WILD-TYPE | 147 | 14 | 23 | 3 |
P value = 0.00126 (Fisher's exact test), Q value = 0.2
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
4P MUTATED | 1 | 0 | 5 | 0 |
4P WILD-TYPE | 146 | 14 | 22 | 3 |
P value = 0.00126 (Fisher's exact test), Q value = 0.2
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
4Q MUTATED | 1 | 0 | 5 | 0 |
4Q WILD-TYPE | 146 | 14 | 22 | 3 |
P value = 3.23e-05 (Fisher's exact test), Q value = 0.0055
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
5Q MUTATED | 0 | 0 | 6 | 0 |
5Q WILD-TYPE | 147 | 14 | 21 | 3 |
P value = 1.01e-05 (Fisher's exact test), Q value = 0.0017
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
7P MUTATED | 7 | 0 | 9 | 2 |
7P WILD-TYPE | 140 | 14 | 18 | 1 |
P value = 9.23e-05 (Chi-square test), Q value = 0.015
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 46 | 44 | 61 | 14 | 20 |
7P MUTATED | 1 | 0 | 15 | 1 | 1 |
7P WILD-TYPE | 45 | 44 | 46 | 13 | 19 |
P value = 0.000852 (Fisher's exact test), Q value = 0.14
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 70 | 52 | 44 |
7P MUTATED | 13 | 0 | 3 |
7P WILD-TYPE | 57 | 52 | 41 |
P value = 0.00141 (Fisher's exact test), Q value = 0.22
nPatients | CLUS_1 | CLUS_2 |
---|---|---|
ALL | 56 | 110 |
7P MUTATED | 0 | 16 |
7P WILD-TYPE | 56 | 94 |
P value = 0.00123 (Fisher's exact test), Q value = 0.19
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 58 | 37 | 41 | 43 |
7P MUTATED | 1 | 10 | 3 | 4 |
7P WILD-TYPE | 57 | 27 | 38 | 39 |
P value = 5.37e-05 (Fisher's exact test), Q value = 0.009
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 35 | 79 | 65 |
7P MUTATED | 11 | 2 | 5 |
7P WILD-TYPE | 24 | 77 | 60 |
P value = 3.95e-06 (Fisher's exact test), Q value = 0.00069
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
7Q MUTATED | 8 | 0 | 10 | 2 |
7Q WILD-TYPE | 139 | 14 | 17 | 1 |
P value = 1.14e-05 (Chi-square test), Q value = 0.0019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 46 | 44 | 61 | 14 | 20 |
7Q MUTATED | 1 | 0 | 17 | 1 | 1 |
7Q WILD-TYPE | 45 | 44 | 44 | 13 | 19 |
P value = 7.26e-05 (Fisher's exact test), Q value = 0.012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 35 | 79 | 65 |
7Q MUTATED | 11 | 2 | 6 |
7Q WILD-TYPE | 24 | 77 | 59 |
P value = 0.000433 (Fisher's exact test), Q value = 0.07
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
8P MUTATED | 11 | 1 | 10 | 1 |
8P WILD-TYPE | 136 | 13 | 17 | 2 |
P value = 0.000115 (Chi-square test), Q value = 0.019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 46 | 44 | 61 | 14 | 20 |
8P MUTATED | 2 | 1 | 17 | 0 | 2 |
8P WILD-TYPE | 44 | 43 | 44 | 14 | 18 |
P value = 0.00162 (Fisher's exact test), Q value = 0.24
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
8Q MUTATED | 12 | 1 | 10 | 0 |
8Q WILD-TYPE | 135 | 13 | 17 | 3 |
P value = 0.000904 (Chi-square test), Q value = 0.14
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 46 | 44 | 61 | 14 | 20 |
8Q MUTATED | 2 | 2 | 16 | 0 | 2 |
8Q WILD-TYPE | 44 | 42 | 45 | 14 | 18 |
P value = 0.000101 (Fisher's exact test), Q value = 0.017
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
11P MUTATED | 0 | 3 | 3 | 0 |
11P WILD-TYPE | 147 | 11 | 24 | 3 |
P value = 8.12e-06 (Fisher's exact test), Q value = 0.0014
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
11Q MUTATED | 0 | 4 | 3 | 0 |
11Q WILD-TYPE | 147 | 10 | 24 | 3 |
P value = 0.000504 (Fisher's exact test), Q value = 0.081
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
15Q MUTATED | 0 | 0 | 3 | 1 |
15Q WILD-TYPE | 147 | 14 | 24 | 2 |
P value = 0.00151 (Fisher's exact test), Q value = 0.23
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
16Q MUTATED | 0 | 0 | 4 | 0 |
16Q WILD-TYPE | 147 | 14 | 23 | 3 |
P value = 1.97e-12 (Fisher's exact test), Q value = 3.5e-10
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
17P MUTATED | 0 | 0 | 13 | 0 |
17P WILD-TYPE | 147 | 14 | 14 | 3 |
P value = 4.1e-09 (Fisher's exact test), Q value = 7.3e-07
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
17Q MUTATED | 0 | 0 | 10 | 0 |
17Q WILD-TYPE | 147 | 14 | 17 | 3 |
P value = 0.000142 (Fisher's exact test), Q value = 0.023
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
18P MUTATED | 0 | 0 | 5 | 0 |
18P WILD-TYPE | 147 | 14 | 22 | 3 |
P value = 0.00151 (Fisher's exact test), Q value = 0.23
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
18Q MUTATED | 0 | 0 | 4 | 0 |
18Q WILD-TYPE | 147 | 14 | 23 | 3 |
P value = 1.05e-06 (Fisher's exact test), Q value = 0.00019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
19P MUTATED | 0 | 2 | 7 | 0 |
19P WILD-TYPE | 147 | 12 | 20 | 3 |
P value = 1.05e-06 (Fisher's exact test), Q value = 0.00019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
19Q MUTATED | 0 | 2 | 7 | 0 |
19Q WILD-TYPE | 147 | 12 | 20 | 3 |
P value = 4.52e-07 (Fisher's exact test), Q value = 8e-05
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
21Q MUTATED | 1 | 0 | 9 | 0 |
21Q WILD-TYPE | 146 | 14 | 18 | 3 |
P value = 4.56e-05 (Fisher's exact test), Q value = 0.0077
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
22Q MUTATED | 2 | 2 | 7 | 0 |
22Q WILD-TYPE | 145 | 12 | 20 | 3 |
P value = 6.53e-07 (Fisher's exact test), Q value = 0.00012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 147 | 14 | 27 | 3 |
XQ MUTATED | 0 | 1 | 5 | 2 |
XQ WILD-TYPE | 147 | 13 | 22 | 1 |
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Copy number data file = transformed.cor.cli.txt
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Molecular subtype file = LAML-TB.transferedmergedcluster.txt
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Number of patients = 191
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Number of significantly focal cnvs = 30
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Number of molecular subtypes = 6
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Exclude genes that fewer than K tumors have alterations, K = 3
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 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 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.