This pipeline computes the correlation between significant copy number variation (cnv focal) genes and molecular subtypes.
Testing the association between copy number variation 40 focal events and 10 molecular subtypes across 292 patients, 25 significant findings detected with P value < 0.05 and Q value < 0.25.
-
1q cnv correlated to 'CN_CNMF'.
-
6p cnv correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.
-
6q cnv correlated to 'CN_CNMF'.
-
7p cnv correlated to 'CN_CNMF'.
-
7q cnv correlated to 'CN_CNMF'.
-
8q cnv correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.
-
9p cnv correlated to 'CN_CNMF'.
-
10p cnv correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.
-
10q cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.
-
11q cnv correlated to 'CN_CNMF'.
-
12p cnv correlated to 'CN_CNMF'.
-
13q cnv correlated to 'CN_CNMF'.
-
14q cnv correlated to 'CN_CNMF'.
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19p cnv correlated to 'CN_CNMF'.
-
19q cnv correlated to 'CN_CNMF'.
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20p cnv correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.
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20q cnv correlated to 'CN_CNMF'.
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xq cnv correlated to 'METHLYATION_CNMF' and 'MRNASEQ_CNMF'.
Clinical Features |
CN CNMF |
METHLYATION CNMF |
RPPA CNMF |
RPPA CHIERARCHICAL |
MRNASEQ CNMF |
MRNASEQ CHIERARCHICAL |
MIRSEQ CNMF |
MIRSEQ CHIERARCHICAL |
MIRSEQ MATURE CNMF |
MIRSEQ MATURE CHIERARCHICAL |
||
nCNV (%) | nWild-Type | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | |
10q | 182 (62%) | 110 |
1.9e-09 (7.59e-07) |
0.0509 (1.00) |
0.794 (1.00) |
0.0893 (1.00) |
4.4e-06 (0.00172) |
2.13e-05 (0.00826) |
0.737 (1.00) |
0.0503 (1.00) |
0.561 (1.00) |
0.484 (1.00) |
6p | 173 (59%) | 119 |
6.65e-07 (0.000264) |
5.69e-05 (0.0219) |
0.793 (1.00) |
0.0729 (1.00) |
0.13 (1.00) |
0.0166 (1.00) |
0.351 (1.00) |
0.1 (1.00) |
0.399 (1.00) |
0.193 (1.00) |
8q | 155 (53%) | 137 |
4.15e-06 (0.00163) |
0.00511 (1.00) |
0.292 (1.00) |
0.909 (1.00) |
0.000357 (0.135) |
0.0447 (1.00) |
0.345 (1.00) |
0.305 (1.00) |
0.227 (1.00) |
0.566 (1.00) |
10p | 173 (59%) | 119 |
1.35e-08 (5.37e-06) |
0.0396 (1.00) |
0.905 (1.00) |
0.208 (1.00) |
2.82e-05 (0.0109) |
0.000678 (0.254) |
0.696 (1.00) |
0.00546 (1.00) |
0.686 (1.00) |
0.133 (1.00) |
20p | 140 (48%) | 152 |
1.74e-05 (0.00677) |
0.014 (1.00) |
0.778 (1.00) |
0.826 (1.00) |
0.00051 (0.192) |
0.0247 (1.00) |
0.316 (1.00) |
0.0273 (1.00) |
0.157 (1.00) |
0.392 (1.00) |
xq | 103 (35%) | 189 |
0.00259 (0.953) |
1.43e-07 (5.69e-05) |
0.101 (1.00) |
0.165 (1.00) |
7.17e-05 (0.0275) |
0.00258 (0.95) |
0.142 (1.00) |
0.392 (1.00) |
0.326 (1.00) |
0.561 (1.00) |
1q | 150 (51%) | 142 |
1.89e-06 (0.000746) |
0.061 (1.00) |
0.16 (1.00) |
0.631 (1.00) |
0.00537 (1.00) |
0.153 (1.00) |
0.474 (1.00) |
0.247 (1.00) |
0.181 (1.00) |
0.123 (1.00) |
6q | 183 (63%) | 109 |
0.000322 (0.123) |
0.204 (1.00) |
0.93 (1.00) |
0.213 (1.00) |
0.0201 (1.00) |
0.112 (1.00) |
0.637 (1.00) |
0.155 (1.00) |
0.88 (1.00) |
0.0849 (1.00) |
7p | 171 (59%) | 121 |
2.96e-06 (0.00116) |
0.666 (1.00) |
0.0882 (1.00) |
0.718 (1.00) |
0.019 (1.00) |
0.188 (1.00) |
0.354 (1.00) |
0.26 (1.00) |
0.525 (1.00) |
0.535 (1.00) |
7q | 169 (58%) | 123 |
1.02e-06 (0.000404) |
0.887 (1.00) |
0.326 (1.00) |
0.874 (1.00) |
0.0307 (1.00) |
0.28 (1.00) |
0.807 (1.00) |
0.202 (1.00) |
0.79 (1.00) |
0.51 (1.00) |
9p | 208 (71%) | 84 |
8.3e-07 (0.000329) |
0.0064 (1.00) |
0.269 (1.00) |
0.473 (1.00) |
0.00271 (0.996) |
0.0178 (1.00) |
0.587 (1.00) |
0.122 (1.00) |
0.882 (1.00) |
0.509 (1.00) |
11q | 141 (48%) | 151 |
0.000113 (0.0434) |
0.209 (1.00) |
0.804 (1.00) |
0.526 (1.00) |
0.0325 (1.00) |
0.197 (1.00) |
0.504 (1.00) |
0.21 (1.00) |
0.773 (1.00) |
0.892 (1.00) |
12p | 93 (32%) | 199 |
0.000449 (0.17) |
0.04 (1.00) |
0.898 (1.00) |
0.768 (1.00) |
0.0104 (1.00) |
0.0256 (1.00) |
0.978 (1.00) |
0.568 (1.00) |
0.393 (1.00) |
0.746 (1.00) |
13q | 136 (47%) | 156 |
0.000234 (0.0893) |
0.12 (1.00) |
0.0903 (1.00) |
0.965 (1.00) |
0.0389 (1.00) |
0.372 (1.00) |
0.496 (1.00) |
0.236 (1.00) |
0.771 (1.00) |
0.119 (1.00) |
14q | 123 (42%) | 169 |
3.26e-05 (0.0126) |
0.302 (1.00) |
0.864 (1.00) |
0.682 (1.00) |
0.00804 (1.00) |
0.107 (1.00) |
0.441 (1.00) |
0.367 (1.00) |
0.559 (1.00) |
0.8 (1.00) |
19p | 103 (35%) | 189 |
0.000357 (0.135) |
0.0154 (1.00) |
0.633 (1.00) |
0.233 (1.00) |
0.0156 (1.00) |
0.224 (1.00) |
0.382 (1.00) |
0.989 (1.00) |
0.241 (1.00) |
0.774 (1.00) |
19q | 102 (35%) | 190 |
0.00053 (0.199) |
0.00572 (1.00) |
0.513 (1.00) |
0.102 (1.00) |
0.00751 (1.00) |
0.0164 (1.00) |
0.297 (1.00) |
0.965 (1.00) |
0.358 (1.00) |
0.774 (1.00) |
20q | 152 (52%) | 140 |
1.52e-05 (0.00594) |
0.0274 (1.00) |
0.831 (1.00) |
0.764 (1.00) |
0.0111 (1.00) |
0.225 (1.00) |
0.762 (1.00) |
0.0267 (1.00) |
0.243 (1.00) |
0.56 (1.00) |
1p | 102 (35%) | 190 |
0.0411 (1.00) |
0.153 (1.00) |
0.756 (1.00) |
0.823 (1.00) |
0.00332 (1.00) |
0.0275 (1.00) |
0.273 (1.00) |
0.16 (1.00) |
0.207 (1.00) |
0.831 (1.00) |
2p | 94 (32%) | 198 |
0.0301 (1.00) |
0.185 (1.00) |
0.21 (1.00) |
0.18 (1.00) |
0.331 (1.00) |
0.189 (1.00) |
0.861 (1.00) |
0.401 (1.00) |
0.566 (1.00) |
0.375 (1.00) |
2q | 92 (32%) | 200 |
0.0555 (1.00) |
0.16 (1.00) |
0.271 (1.00) |
0.497 (1.00) |
0.17 (1.00) |
0.0785 (1.00) |
0.736 (1.00) |
0.348 (1.00) |
0.392 (1.00) |
0.213 (1.00) |
3p | 93 (32%) | 199 |
0.713 (1.00) |
0.672 (1.00) |
0.67 (1.00) |
0.195 (1.00) |
0.0664 (1.00) |
0.0737 (1.00) |
0.271 (1.00) |
0.0243 (1.00) |
0.0283 (1.00) |
0.472 (1.00) |
3q | 92 (32%) | 200 |
0.391 (1.00) |
0.825 (1.00) |
0.379 (1.00) |
0.124 (1.00) |
0.0359 (1.00) |
0.114 (1.00) |
0.448 (1.00) |
0.00797 (1.00) |
0.0932 (1.00) |
0.752 (1.00) |
4p | 106 (36%) | 186 |
0.0649 (1.00) |
0.265 (1.00) |
0.691 (1.00) |
0.27 (1.00) |
0.255 (1.00) |
0.0689 (1.00) |
0.828 (1.00) |
0.757 (1.00) |
0.893 (1.00) |
0.9 (1.00) |
4q | 101 (35%) | 191 |
0.162 (1.00) |
0.63 (1.00) |
0.306 (1.00) |
0.258 (1.00) |
0.0705 (1.00) |
0.0678 (1.00) |
0.192 (1.00) |
0.382 (1.00) |
0.349 (1.00) |
0.482 (1.00) |
5p | 123 (42%) | 169 |
0.011 (1.00) |
0.227 (1.00) |
0.96 (1.00) |
0.56 (1.00) |
0.846 (1.00) |
0.913 (1.00) |
0.132 (1.00) |
0.267 (1.00) |
0.229 (1.00) |
0.364 (1.00) |
5q | 118 (40%) | 174 |
0.102 (1.00) |
0.194 (1.00) |
0.196 (1.00) |
0.166 (1.00) |
0.856 (1.00) |
0.757 (1.00) |
0.15 (1.00) |
0.318 (1.00) |
0.0558 (1.00) |
0.376 (1.00) |
8p | 146 (50%) | 146 |
0.00113 (0.422) |
0.195 (1.00) |
0.397 (1.00) |
0.828 (1.00) |
0.00475 (1.00) |
0.142 (1.00) |
0.549 (1.00) |
0.221 (1.00) |
0.483 (1.00) |
0.649 (1.00) |
9q | 170 (58%) | 122 |
0.113 (1.00) |
0.0692 (1.00) |
0.222 (1.00) |
0.0156 (1.00) |
0.0329 (1.00) |
0.284 (1.00) |
0.466 (1.00) |
0.447 (1.00) |
0.803 (1.00) |
0.346 (1.00) |
11p | 131 (45%) | 161 |
0.0028 (1.00) |
0.124 (1.00) |
0.835 (1.00) |
0.728 (1.00) |
0.00171 (0.635) |
0.0267 (1.00) |
0.809 (1.00) |
0.212 (1.00) |
0.719 (1.00) |
0.991 (1.00) |
12q | 81 (28%) | 211 |
0.0153 (1.00) |
0.15 (1.00) |
0.974 (1.00) |
0.689 (1.00) |
0.0979 (1.00) |
0.149 (1.00) |
0.981 (1.00) |
0.863 (1.00) |
0.811 (1.00) |
0.976 (1.00) |
15q | 107 (37%) | 185 |
0.0181 (1.00) |
0.329 (1.00) |
0.234 (1.00) |
0.738 (1.00) |
0.0213 (1.00) |
0.0324 (1.00) |
0.231 (1.00) |
0.00229 (0.846) |
0.253 (1.00) |
0.162 (1.00) |
16p | 98 (34%) | 194 |
0.00513 (1.00) |
0.00184 (0.682) |
0.103 (1.00) |
0.552 (1.00) |
0.0525 (1.00) |
0.206 (1.00) |
0.979 (1.00) |
0.299 (1.00) |
0.931 (1.00) |
0.983 (1.00) |
16q | 120 (41%) | 172 |
0.0143 (1.00) |
0.0436 (1.00) |
0.0809 (1.00) |
0.72 (1.00) |
0.287 (1.00) |
0.486 (1.00) |
0.837 (1.00) |
0.405 (1.00) |
0.794 (1.00) |
0.822 (1.00) |
17p | 131 (45%) | 161 |
0.417 (1.00) |
0.723 (1.00) |
0.673 (1.00) |
0.741 (1.00) |
0.478 (1.00) |
0.897 (1.00) |
0.809 (1.00) |
0.973 (1.00) |
0.852 (1.00) |
0.924 (1.00) |
17q | 105 (36%) | 187 |
0.298 (1.00) |
0.399 (1.00) |
0.217 (1.00) |
0.17 (1.00) |
0.525 (1.00) |
0.66 (1.00) |
0.808 (1.00) |
0.842 (1.00) |
0.285 (1.00) |
0.182 (1.00) |
18p | 131 (45%) | 161 |
0.0371 (1.00) |
0.437 (1.00) |
0.926 (1.00) |
0.634 (1.00) |
0.125 (1.00) |
0.281 (1.00) |
0.77 (1.00) |
0.595 (1.00) |
0.212 (1.00) |
0.935 (1.00) |
18q | 117 (40%) | 175 |
0.105 (1.00) |
0.624 (1.00) |
0.988 (1.00) |
0.588 (1.00) |
0.474 (1.00) |
0.521 (1.00) |
0.824 (1.00) |
0.441 (1.00) |
0.65 (1.00) |
0.896 (1.00) |
21q | 108 (37%) | 184 |
0.231 (1.00) |
0.107 (1.00) |
0.323 (1.00) |
0.963 (1.00) |
0.144 (1.00) |
0.205 (1.00) |
0.459 (1.00) |
0.574 (1.00) |
0.208 (1.00) |
0.555 (1.00) |
22q | 136 (47%) | 156 |
0.00161 (0.6) |
0.103 (1.00) |
0.929 (1.00) |
0.971 (1.00) |
0.316 (1.00) |
0.387 (1.00) |
0.716 (1.00) |
0.397 (1.00) |
0.676 (1.00) |
0.855 (1.00) |
P value = 1.89e-06 (Fisher's exact test), Q value = 0.00075
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
1Q MUTATED | 76 | 39 | 35 |
1Q WILD-TYPE | 34 | 41 | 67 |
P value = 6.65e-07 (Fisher's exact test), Q value = 0.00026
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
6P MUTATED | 86 | 42 | 45 |
6P WILD-TYPE | 24 | 38 | 57 |
P value = 5.69e-05 (Fisher's exact test), Q value = 0.022
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 72 | 108 | 112 |
6P MUTATED | 56 | 66 | 51 |
6P WILD-TYPE | 16 | 42 | 61 |
P value = 0.000322 (Fisher's exact test), Q value = 0.12
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
6Q MUTATED | 79 | 56 | 48 |
6Q WILD-TYPE | 31 | 24 | 54 |
P value = 2.96e-06 (Fisher's exact test), Q value = 0.0012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
7P MUTATED | 65 | 63 | 43 |
7P WILD-TYPE | 45 | 17 | 59 |
P value = 1.02e-06 (Fisher's exact test), Q value = 4e-04
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
7Q MUTATED | 62 | 64 | 43 |
7Q WILD-TYPE | 48 | 16 | 59 |
P value = 4.15e-06 (Fisher's exact test), Q value = 0.0016
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
8Q MUTATED | 69 | 52 | 34 |
8Q WILD-TYPE | 41 | 28 | 68 |
P value = 0.000357 (Fisher's exact test), Q value = 0.14
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 79 | 110 |
8Q MUTATED | 64 | 30 | 57 |
8Q WILD-TYPE | 30 | 49 | 53 |
P value = 8.3e-07 (Fisher's exact test), Q value = 0.00033
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
9P MUTATED | 82 | 71 | 55 |
9P WILD-TYPE | 28 | 9 | 47 |
P value = 1.35e-08 (Fisher's exact test), Q value = 5.4e-06
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
10P MUTATED | 67 | 66 | 40 |
10P WILD-TYPE | 43 | 14 | 62 |
P value = 2.82e-05 (Fisher's exact test), Q value = 0.011
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 79 | 110 |
10P MUTATED | 73 | 37 | 58 |
10P WILD-TYPE | 21 | 42 | 52 |
P value = 1.9e-09 (Fisher's exact test), Q value = 7.6e-07
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
10Q MUTATED | 68 | 70 | 44 |
10Q WILD-TYPE | 42 | 10 | 58 |
P value = 4.4e-06 (Fisher's exact test), Q value = 0.0017
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 79 | 110 |
10Q MUTATED | 77 | 41 | 58 |
10Q WILD-TYPE | 17 | 38 | 52 |
P value = 2.13e-05 (Fisher's exact test), Q value = 0.0083
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 74 | 122 | 87 |
10Q MUTATED | 62 | 65 | 49 |
10Q WILD-TYPE | 12 | 57 | 38 |
P value = 0.000113 (Fisher's exact test), Q value = 0.043
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
11Q MUTATED | 63 | 46 | 32 |
11Q WILD-TYPE | 47 | 34 | 70 |
P value = 0.000449 (Fisher's exact test), Q value = 0.17
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
12P MUTATED | 42 | 33 | 18 |
12P WILD-TYPE | 68 | 47 | 84 |
P value = 0.000234 (Fisher's exact test), Q value = 0.089
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
13Q MUTATED | 61 | 44 | 31 |
13Q WILD-TYPE | 49 | 36 | 71 |
P value = 3.26e-05 (Fisher's exact test), Q value = 0.013
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
14Q MUTATED | 43 | 50 | 30 |
14Q WILD-TYPE | 67 | 30 | 72 |
P value = 0.000357 (Fisher's exact test), Q value = 0.14
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
19P MUTATED | 45 | 37 | 21 |
19P WILD-TYPE | 65 | 43 | 81 |
P value = 0.00053 (Fisher's exact test), Q value = 0.2
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
19Q MUTATED | 45 | 36 | 21 |
19Q WILD-TYPE | 65 | 44 | 81 |
P value = 1.74e-05 (Fisher's exact test), Q value = 0.0068
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
20P MUTATED | 58 | 51 | 31 |
20P WILD-TYPE | 52 | 29 | 71 |
P value = 0.00051 (Fisher's exact test), Q value = 0.19
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 79 | 110 |
20P MUTATED | 60 | 29 | 46 |
20P WILD-TYPE | 34 | 50 | 64 |
P value = 1.52e-05 (Fisher's exact test), Q value = 0.0059
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 110 | 80 | 102 |
20Q MUTATED | 68 | 50 | 34 |
20Q WILD-TYPE | 42 | 30 | 68 |
P value = 1.43e-07 (Fisher's exact test), Q value = 5.7e-05
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 72 | 108 | 112 |
XQ MUTATED | 32 | 53 | 18 |
XQ WILD-TYPE | 40 | 55 | 94 |
P value = 7.17e-05 (Fisher's exact test), Q value = 0.028
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 79 | 110 |
XQ MUTATED | 42 | 13 | 46 |
XQ WILD-TYPE | 52 | 66 | 64 |
-
Copy number data file = transformed.cor.cli.txt
-
Molecular subtype file = SKCM-TM.transferedmergedcluster.txt
-
Number of patients = 292
-
Number of significantly focal cnvs = 40
-
Number of molecular subtypes = 10
-
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 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.