This pipeline computes the correlation between significantly recurrent gene mutations and molecular subtypes.
Testing the association between mutation status of 32 genes and 10 molecular subtypes across 323 patients, 26 significant findings detected with P value < 0.05 and Q value < 0.25.
-
NRAS mutation correlated to 'METHLYATION_CNMF', 'RPPA_CHIERARCHICAL', 'MRNASEQ_CNMF', 'MRNASEQ_CHIERARCHICAL', 'MIRSEQ_CNMF', 'MIRSEQ_CHIERARCHICAL', 'MIRSEQ_MATURE_CNMF', and 'MIRSEQ_MATURE_CHIERARCHICAL'.
-
BRAF mutation correlated to 'METHLYATION_CNMF', 'RPPA_CNMF', 'RPPA_CHIERARCHICAL', 'MRNASEQ_CNMF', 'MRNASEQ_CHIERARCHICAL', 'MIRSEQ_CNMF', 'MIRSEQ_CHIERARCHICAL', 'MIRSEQ_MATURE_CNMF', and 'MIRSEQ_MATURE_CHIERARCHICAL'.
-
HRAS mutation correlated to 'CN_CNMF', 'METHLYATION_CNMF', 'RPPA_CNMF', 'MRNASEQ_CNMF', 'MRNASEQ_CHIERARCHICAL', 'MIRSEQ_CNMF', 'MIRSEQ_CHIERARCHICAL', 'MIRSEQ_MATURE_CNMF', and 'MIRSEQ_MATURE_CHIERARCHICAL'.
Clinical Features |
CN CNMF |
METHLYATION CNMF |
RPPA CNMF |
RPPA CHIERARCHICAL |
MRNASEQ CNMF |
MRNASEQ CHIERARCHICAL |
MIRSEQ CNMF |
MIRSEQ CHIERARCHICAL |
MIRSEQ MATURE CNMF |
MIRSEQ MATURE CHIERARCHICAL |
||
nMutated (%) | 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 | |
BRAF | 183 (57%) | 140 |
0.0194 (1.00) |
9.33e-39 (2.63e-36) |
9.4e-07 (0.000256) |
2.51e-11 (6.89e-09) |
7.79e-49 (2.24e-46) |
1.22e-48 (3.5e-46) |
2.35e-40 (6.66e-38) |
3.32e-43 (9.42e-41) |
5.44e-44 (1.55e-41) |
1.44e-45 (4.12e-43) |
HRAS | 12 (4%) | 311 |
0.000222 (0.0586) |
2.28e-06 (0.000613) |
9.23e-05 (0.0245) |
0.00529 (1.00) |
1.46e-05 (0.00389) |
3.74e-06 (0.001) |
1.69e-06 (0.000455) |
9.25e-06 (0.00247) |
1.22e-06 (0.000331) |
3.38e-07 (9.23e-05) |
NRAS | 26 (8%) | 297 |
0.00692 (1.00) |
7.17e-14 (2.01e-11) |
1 (1.00) |
0.000583 (0.153) |
8.63e-13 (2.39e-10) |
7.02e-14 (1.97e-11) |
1.87e-12 (5.16e-10) |
3.3e-12 (9.09e-10) |
8.08e-13 (2.25e-10) |
2.01e-13 (5.62e-11) |
EMG1 | 6 (2%) | 317 |
0.548 (1.00) |
1 (1.00) |
0.327 (1.00) |
0.0846 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
PTTG1IP | 4 (1%) | 319 |
1 (1.00) |
1 (1.00) |
0.199 (1.00) |
0.418 (1.00) |
0.471 (1.00) |
0.396 (1.00) |
0.467 (1.00) |
0.556 (1.00) |
||
RPTN | 8 (2%) | 315 |
0.805 (1.00) |
0.436 (1.00) |
0.265 (1.00) |
0.801 (1.00) |
0.0385 (1.00) |
0.22 (1.00) |
0.74 (1.00) |
0.672 (1.00) |
0.821 (1.00) |
1 (1.00) |
TG | 16 (5%) | 307 |
1 (1.00) |
0.0226 (1.00) |
0.34 (1.00) |
0.492 (1.00) |
0.129 (1.00) |
0.0519 (1.00) |
0.0453 (1.00) |
0.021 (1.00) |
0.0428 (1.00) |
0.0235 (1.00) |
TMCO2 | 3 (1%) | 320 |
1 (1.00) |
0.41 (1.00) |
0.778 (1.00) |
0.2 (1.00) |
0.508 (1.00) |
0.325 (1.00) |
0.418 (1.00) |
0.778 (1.00) |
0.394 (1.00) |
0.778 (1.00) |
R3HDM2 | 4 (1%) | 319 |
0.0124 (1.00) |
0.0607 (1.00) |
0.136 (1.00) |
0.0869 (1.00) |
0.021 (1.00) |
0.00694 (1.00) |
0.0184 (1.00) |
0.00788 (1.00) |
||
PRB2 | 6 (2%) | 317 |
1 (1.00) |
0.633 (1.00) |
0.0801 (1.00) |
0.851 (1.00) |
0.374 (1.00) |
0.572 (1.00) |
0.529 (1.00) |
0.518 (1.00) |
0.52 (1.00) |
0.523 (1.00) |
LYPD3 | 3 (1%) | 320 |
0.547 (1.00) |
0.41 (1.00) |
0.508 (1.00) |
0.439 (1.00) |
0.653 (1.00) |
0.778 (1.00) |
0.64 (1.00) |
0.778 (1.00) |
||
IL32 | 3 (1%) | 320 |
1 (1.00) |
0.569 (1.00) |
1 (1.00) |
0.858 (1.00) |
0.209 (1.00) |
1 (1.00) |
1 (1.00) |
0.644 (1.00) |
||
PPM1D | 5 (2%) | 318 |
1 (1.00) |
1 (1.00) |
0.778 (1.00) |
0.125 (1.00) |
0.455 (1.00) |
0.249 (1.00) |
0.869 (1.00) |
0.328 (1.00) |
0.864 (1.00) |
0.329 (1.00) |
EIF1AX | 5 (2%) | 318 |
0.731 (1.00) |
0.0268 (1.00) |
0.444 (1.00) |
0.132 (1.00) |
0.0584 (1.00) |
0.0304 (1.00) |
0.0634 (1.00) |
0.199 (1.00) |
0.056 (1.00) |
0.235 (1.00) |
PPTC7 | 3 (1%) | 320 |
0.0791 (1.00) |
0.0615 (1.00) |
0.173 (1.00) |
0.108 (1.00) |
0.312 (1.00) |
0.292 (1.00) |
0.294 (1.00) |
0.301 (1.00) |
||
SCUBE2 | 3 (1%) | 320 |
1 (1.00) |
0.273 (1.00) |
0.322 (1.00) |
0.608 (1.00) |
0.653 (1.00) |
0.643 (1.00) |
0.64 (1.00) |
0.522 (1.00) |
||
MUC7 | 5 (2%) | 318 |
0.731 (1.00) |
0.362 (1.00) |
0.683 (1.00) |
0.26 (1.00) |
0.805 (1.00) |
0.915 (1.00) |
0.869 (1.00) |
0.631 (1.00) |
0.864 (1.00) |
0.63 (1.00) |
TMEM90B | 3 (1%) | 320 |
0.135 (1.00) |
1 (1.00) |
1 (1.00) |
0.858 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
||
CCDC15 | 5 (2%) | 318 |
0.731 (1.00) |
0.147 (1.00) |
1 (1.00) |
0.381 (1.00) |
0.143 (1.00) |
0.271 (1.00) |
0.627 (1.00) |
0.108 (1.00) |
0.632 (1.00) |
0.531 (1.00) |
ATAD2 | 4 (1%) | 319 |
1 (1.00) |
0.645 (1.00) |
0.814 (1.00) |
1 (1.00) |
0.694 (1.00) |
1 (1.00) |
0.689 (1.00) |
1 (1.00) |
||
ZNF878 | 4 (1%) | 319 |
1 (1.00) |
0.48 (1.00) |
0.048 (1.00) |
0.643 (1.00) |
0.694 (1.00) |
1 (1.00) |
0.689 (1.00) |
1 (1.00) |
||
ARMCX3 | 3 (1%) | 320 |
0.547 (1.00) |
0.569 (1.00) |
0.443 (1.00) |
0.181 (1.00) |
0.533 (1.00) |
0.2 (1.00) |
0.514 (1.00) |
0.202 (1.00) |
||
TSC22D1 | 3 (1%) | 320 |
1 (1.00) |
1 (1.00) |
0.753 (1.00) |
1 (1.00) |
1 (1.00) |
0.512 (1.00) |
0.779 (1.00) |
0.644 (1.00) |
||
TROAP | 3 (1%) | 320 |
1 (1.00) |
0.569 (1.00) |
0.778 (1.00) |
0.535 (1.00) |
0.753 (1.00) |
1 (1.00) |
0.533 (1.00) |
1 (1.00) |
0.294 (1.00) |
0.301 (1.00) |
SYNPO2L | 3 (1%) | 320 |
0.547 (1.00) |
1 (1.00) |
1 (1.00) |
0.858 (1.00) |
1 (1.00) |
1 (1.00) |
0.779 (1.00) |
1 (1.00) |
||
ZNF443 | 4 (1%) | 319 |
0.144 (1.00) |
0.29 (1.00) |
1 (1.00) |
1 (1.00) |
0.515 (1.00) |
0.371 (1.00) |
0.167 (1.00) |
0.107 (1.00) |
0.152 (1.00) |
0.113 (1.00) |
SLC26A11 | 3 (1%) | 320 |
0.0791 (1.00) |
1 (1.00) |
0.382 (1.00) |
0.858 (1.00) |
0.776 (1.00) |
0.398 (1.00) |
0.779 (1.00) |
0.401 (1.00) |
||
CDC27 | 3 (1%) | 320 |
1 (1.00) |
1 (1.00) |
0.382 (1.00) |
0.143 (1.00) |
0.776 (1.00) |
0.398 (1.00) |
0.779 (1.00) |
0.401 (1.00) |
||
CHD2 | 4 (1%) | 319 |
1 (1.00) |
0.376 (1.00) |
0.639 (1.00) |
0.535 (1.00) |
0.74 (1.00) |
0.0637 (1.00) |
1 (1.00) |
0.84 (1.00) |
1 (1.00) |
0.837 (1.00) |
SREBF2 | 3 (1%) | 320 |
1 (1.00) |
0.569 (1.00) |
0.583 (1.00) |
0.325 (1.00) |
0.418 (1.00) |
0.778 (1.00) |
0.394 (1.00) |
0.778 (1.00) |
||
ACD | 3 (1%) | 320 |
0.547 (1.00) |
1 (1.00) |
0.382 (1.00) |
0.143 (1.00) |
0.209 (1.00) |
1 (1.00) |
0.199 (1.00) |
0.644 (1.00) |
||
DNMT3A | 5 (2%) | 318 |
0.465 (1.00) |
1 (1.00) |
0.505 (1.00) |
1 (1.00) |
0.484 (1.00) |
0.782 (1.00) |
0.743 (1.00) |
0.861 (1.00) |
0.74 (1.00) |
0.864 (1.00) |
P value = 7.17e-14 (Fisher's exact test), Q value = 2e-11
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 106 | 50 | 167 |
NRAS MUTATED | 26 | 0 | 0 |
NRAS WILD-TYPE | 80 | 50 | 167 |
P value = 0.000583 (Fisher's exact test), Q value = 0.15
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 96 | 32 | 89 |
NRAS MUTATED | 9 | 5 | 0 |
NRAS WILD-TYPE | 87 | 27 | 89 |
P value = 8.63e-13 (Fisher's exact test), Q value = 2.4e-10
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 105 | 39 | 77 | 94 |
NRAS MUTATED | 26 | 0 | 0 | 0 |
NRAS WILD-TYPE | 79 | 39 | 77 | 94 |
P value = 7.02e-14 (Fisher's exact test), Q value = 2e-11
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 61 | 124 | 96 | 34 |
NRAS MUTATED | 0 | 0 | 26 | 0 |
NRAS WILD-TYPE | 61 | 124 | 70 | 34 |
P value = 1.87e-12 (Fisher's exact test), Q value = 5.2e-10
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 106 | 114 | 102 |
NRAS MUTATED | 25 | 0 | 1 |
NRAS WILD-TYPE | 81 | 114 | 101 |
P value = 3.3e-12 (Fisher's exact test), Q value = 9.1e-10
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 116 | 112 |
NRAS MUTATED | 24 | 1 | 1 |
NRAS WILD-TYPE | 70 | 115 | 111 |
P value = 8.08e-13 (Fisher's exact test), Q value = 2.2e-10
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 105 | 121 | 96 |
NRAS MUTATED | 25 | 0 | 1 |
NRAS WILD-TYPE | 80 | 121 | 95 |
P value = 2.01e-13 (Fisher's exact test), Q value = 5.6e-11
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 118 | 97 | 107 |
NRAS MUTATED | 1 | 25 | 0 |
NRAS WILD-TYPE | 117 | 72 | 107 |
P value = 9.33e-39 (Fisher's exact test), Q value = 2.6e-36
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 106 | 50 | 167 |
BRAF MUTATED | 10 | 29 | 144 |
BRAF WILD-TYPE | 96 | 21 | 23 |
P value = 9.4e-07 (Fisher's exact test), Q value = 0.00026
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 62 | 76 | 79 |
BRAF MUTATED | 19 | 57 | 42 |
BRAF WILD-TYPE | 43 | 19 | 37 |
P value = 2.51e-11 (Fisher's exact test), Q value = 6.9e-09
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 96 | 32 | 89 |
BRAF MUTATED | 30 | 16 | 72 |
BRAF WILD-TYPE | 66 | 16 | 17 |
P value = 7.79e-49 (Fisher's exact test), Q value = 2.2e-46
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 105 | 39 | 77 | 94 |
BRAF MUTATED | 5 | 21 | 63 | 89 |
BRAF WILD-TYPE | 100 | 18 | 14 | 5 |
P value = 1.22e-48 (Fisher's exact test), Q value = 3.5e-46
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 61 | 124 | 96 | 34 |
BRAF MUTATED | 47 | 111 | 1 | 19 |
BRAF WILD-TYPE | 14 | 13 | 95 | 15 |
P value = 2.35e-40 (Fisher's exact test), Q value = 6.7e-38
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 106 | 114 | 102 |
BRAF MUTATED | 7 | 98 | 77 |
BRAF WILD-TYPE | 99 | 16 | 25 |
P value = 3.32e-43 (Fisher's exact test), Q value = 9.4e-41
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 116 | 112 |
BRAF MUTATED | 1 | 92 | 89 |
BRAF WILD-TYPE | 93 | 24 | 23 |
P value = 5.44e-44 (Fisher's exact test), Q value = 1.5e-41
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 105 | 121 | 96 |
BRAF MUTATED | 5 | 106 | 71 |
BRAF WILD-TYPE | 100 | 15 | 25 |
P value = 1.44e-45 (Fisher's exact test), Q value = 4.1e-43
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 118 | 97 | 107 |
BRAF MUTATED | 92 | 1 | 89 |
BRAF WILD-TYPE | 26 | 96 | 18 |
P value = 0.000222 (Fisher's exact test), Q value = 0.059
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 246 | 49 |
HRAS MUTATED | 0 | 4 | 8 |
HRAS WILD-TYPE | 25 | 242 | 41 |
P value = 2.28e-06 (Fisher's exact test), Q value = 0.00061
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 106 | 50 | 167 |
HRAS MUTATED | 12 | 0 | 0 |
HRAS WILD-TYPE | 94 | 50 | 167 |
P value = 9.23e-05 (Fisher's exact test), Q value = 0.024
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 62 | 76 | 79 |
HRAS MUTATED | 9 | 2 | 0 |
HRAS WILD-TYPE | 53 | 74 | 79 |
P value = 1.46e-05 (Fisher's exact test), Q value = 0.0039
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 105 | 39 | 77 | 94 |
HRAS MUTATED | 12 | 0 | 0 | 0 |
HRAS WILD-TYPE | 93 | 39 | 77 | 94 |
P value = 3.74e-06 (Fisher's exact test), Q value = 0.001
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 61 | 124 | 96 | 34 |
HRAS MUTATED | 0 | 0 | 12 | 0 |
HRAS WILD-TYPE | 61 | 124 | 84 | 34 |
P value = 1.69e-06 (Fisher's exact test), Q value = 0.00045
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 106 | 114 | 102 |
HRAS MUTATED | 12 | 0 | 0 |
HRAS WILD-TYPE | 94 | 114 | 102 |
P value = 9.25e-06 (Fisher's exact test), Q value = 0.0025
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 94 | 116 | 112 |
HRAS MUTATED | 11 | 0 | 1 |
HRAS WILD-TYPE | 83 | 116 | 111 |
P value = 1.22e-06 (Fisher's exact test), Q value = 0.00033
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 105 | 121 | 96 |
HRAS MUTATED | 12 | 0 | 0 |
HRAS WILD-TYPE | 93 | 121 | 96 |
P value = 3.38e-07 (Fisher's exact test), Q value = 9.2e-05
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 118 | 97 | 107 |
HRAS MUTATED | 0 | 12 | 0 |
HRAS WILD-TYPE | 118 | 85 | 107 |
-
Mutation data file = THCA-TP.mutsig.cluster.txt
-
Molecular subtypes file = THCA-TP.transferedmergedcluster.txt
-
Number of patients = 323
-
Number of significantly mutated genes = 32
-
Number of Molecular subtypes = 10
-
Exclude genes that fewer than K tumors have mutations, 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.
This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.