This pipeline computes the correlation between significantly recurrent gene mutations and molecular subtypes.
Testing the association between mutation status of 7 genes and 8 molecular subtypes across 168 patients, 4 significant findings detected with P value < 0.05 and Q value < 0.25.
-
NEFH mutation correlated to 'MIRSEQ_CHIERARCHICAL' and 'MIRSEQ_MATURE_CHIERARCHICAL'.
-
ZNF598 mutation correlated to 'MIRSEQ_CHIERARCHICAL' and 'MIRSEQ_MATURE_CHIERARCHICAL'.
Clinical Features |
CN CNMF |
METHLYATION CNMF |
MRNASEQ CNMF |
MRNASEQ CHIERARCHICAL |
MIRSEQ CNMF |
MIRSEQ CHIERARCHICAL |
MIRSEQ MATURE CNMF |
MIRSEQ MATURE CHIERARCHICAL |
||
nMutated (%) | nWild-Type | Chi-square test | Chi-square 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 | |
NEFH | 10 (6%) | 158 |
0.423 (1.00) |
0.567 (1.00) |
0.0614 (1.00) |
0.426 (1.00) |
0.0235 (1.00) |
0.00043 (0.0232) |
0.0157 (0.802) |
0.003 (0.159) |
ZNF598 | 13 (8%) | 155 |
0.134 (1.00) |
0.379 (1.00) |
0.0978 (1.00) |
0.385 (1.00) |
0.675 (1.00) |
0.0004 (0.022) |
0.452 (1.00) |
0.000209 (0.0117) |
SKI | 6 (4%) | 162 |
0.0954 (1.00) |
0.0833 (1.00) |
0.127 (1.00) |
0.674 (1.00) |
0.696 (1.00) |
0.38 (1.00) |
0.776 (1.00) |
0.858 (1.00) |
HNRNPM | 11 (7%) | 157 |
0.309 (1.00) |
0.845 (1.00) |
0.828 (1.00) |
0.258 (1.00) |
0.544 (1.00) |
0.345 (1.00) |
0.682 (1.00) |
0.403 (1.00) |
NF2 | 12 (7%) | 156 |
0.0523 (1.00) |
0.0338 (1.00) |
0.0768 (1.00) |
0.932 (1.00) |
0.93 (1.00) |
0.609 (1.00) |
0.868 (1.00) |
1 (1.00) |
BMS1 | 13 (8%) | 155 |
0.906 (1.00) |
0.52 (1.00) |
0.324 (1.00) |
0.876 (1.00) |
0.59 (1.00) |
0.0991 (1.00) |
1 (1.00) |
0.323 (1.00) |
MUC2 | 26 (15%) | 142 |
0.164 (1.00) |
0.319 (1.00) |
0.00856 (0.445) |
0.0821 (1.00) |
0.712 (1.00) |
0.171 (1.00) |
0.34 (1.00) |
0.317 (1.00) |
P value = 0.0954 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
SKI MUTATED | 5 | 0 | 0 | 1 | 0 |
SKI WILD-TYPE | 54 | 34 | 37 | 15 | 22 |
P value = 0.0833 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
SKI MUTATED | 4 | 0 | 0 | 1 | 1 |
SKI WILD-TYPE | 29 | 23 | 30 | 37 | 28 |
P value = 0.127 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
SKI MUTATED | 1 | 1 | 1 | 3 |
SKI WILD-TYPE | 31 | 63 | 46 | 22 |
P value = 0.674 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
SKI MUTATED | 1 | 3 | 2 |
SKI WILD-TYPE | 56 | 60 | 46 |
P value = 0.696 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
SKI MUTATED | 3 | 2 | 1 |
SKI WILD-TYPE | 52 | 56 | 54 |
P value = 0.38 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
SKI MUTATED | 2 | 2 | 2 |
SKI WILD-TYPE | 23 | 68 | 71 |
P value = 0.776 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
SKI MUTATED | 2 | 3 | 1 |
SKI WILD-TYPE | 50 | 58 | 54 |
P value = 0.858 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
SKI MUTATED | 2 | 3 | 1 |
SKI WILD-TYPE | 64 | 79 | 19 |
P value = 0.423 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
NEFH MUTATED | 2 | 1 | 3 | 1 | 3 |
NEFH WILD-TYPE | 57 | 33 | 34 | 15 | 19 |
P value = 0.567 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
NEFH MUTATED | 2 | 0 | 3 | 3 | 1 |
NEFH WILD-TYPE | 31 | 23 | 27 | 35 | 28 |
P value = 0.0614 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
NEFH MUTATED | 5 | 2 | 3 | 0 |
NEFH WILD-TYPE | 27 | 62 | 44 | 25 |
P value = 0.426 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
NEFH MUTATED | 4 | 5 | 1 |
NEFH WILD-TYPE | 53 | 58 | 47 |
P value = 0.0235 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
NEFH MUTATED | 6 | 0 | 4 |
NEFH WILD-TYPE | 49 | 58 | 51 |
P value = 0.00043 (Fisher's exact test), Q value = 0.023
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
NEFH MUTATED | 0 | 0 | 10 |
NEFH WILD-TYPE | 25 | 70 | 63 |
P value = 0.0157 (Fisher's exact test), Q value = 0.8
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
NEFH MUTATED | 4 | 0 | 6 |
NEFH WILD-TYPE | 48 | 61 | 49 |
P value = 0.003 (Fisher's exact test), Q value = 0.16
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
NEFH MUTATED | 0 | 10 | 0 |
NEFH WILD-TYPE | 66 | 72 | 20 |
P value = 0.309 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
HNRNPM MUTATED | 6 | 0 | 2 | 2 | 1 |
HNRNPM WILD-TYPE | 53 | 34 | 35 | 14 | 21 |
P value = 0.845 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
HNRNPM MUTATED | 2 | 2 | 2 | 4 | 1 |
HNRNPM WILD-TYPE | 31 | 21 | 28 | 34 | 28 |
P value = 0.828 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
HNRNPM MUTATED | 1 | 4 | 4 | 2 |
HNRNPM WILD-TYPE | 31 | 60 | 43 | 23 |
P value = 0.258 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
HNRNPM MUTATED | 6 | 2 | 3 |
HNRNPM WILD-TYPE | 51 | 61 | 45 |
P value = 0.544 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
HNRNPM MUTATED | 2 | 4 | 5 |
HNRNPM WILD-TYPE | 53 | 54 | 50 |
P value = 0.345 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
HNRNPM MUTATED | 1 | 7 | 3 |
HNRNPM WILD-TYPE | 24 | 63 | 70 |
P value = 0.682 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
HNRNPM MUTATED | 2 | 5 | 4 |
HNRNPM WILD-TYPE | 50 | 56 | 51 |
P value = 0.403 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
HNRNPM MUTATED | 6 | 5 | 0 |
HNRNPM WILD-TYPE | 60 | 77 | 20 |
P value = 0.0523 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
NF2 MUTATED | 2 | 1 | 6 | 0 | 3 |
NF2 WILD-TYPE | 57 | 33 | 31 | 16 | 19 |
P value = 0.0338 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
NF2 MUTATED | 0 | 4 | 2 | 5 | 0 |
NF2 WILD-TYPE | 33 | 19 | 28 | 33 | 29 |
P value = 0.0768 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
NF2 MUTATED | 0 | 7 | 5 | 0 |
NF2 WILD-TYPE | 32 | 57 | 42 | 25 |
P value = 0.932 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
NF2 MUTATED | 4 | 4 | 4 |
NF2 WILD-TYPE | 53 | 59 | 44 |
P value = 0.93 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
NF2 MUTATED | 4 | 5 | 3 |
NF2 WILD-TYPE | 51 | 53 | 52 |
P value = 0.609 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
NF2 MUTATED | 1 | 4 | 7 |
NF2 WILD-TYPE | 24 | 66 | 66 |
P value = 0.868 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
NF2 MUTATED | 4 | 5 | 3 |
NF2 WILD-TYPE | 48 | 56 | 52 |
P value = 1 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
NF2 MUTATED | 5 | 6 | 1 |
NF2 WILD-TYPE | 61 | 76 | 19 |
P value = 0.134 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
ZNF598 MUTATED | 5 | 0 | 5 | 0 | 3 |
ZNF598 WILD-TYPE | 54 | 34 | 32 | 16 | 19 |
P value = 0.379 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
ZNF598 MUTATED | 3 | 4 | 1 | 2 | 2 |
ZNF598 WILD-TYPE | 30 | 19 | 29 | 36 | 27 |
P value = 0.0978 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
ZNF598 MUTATED | 1 | 5 | 2 | 5 |
ZNF598 WILD-TYPE | 31 | 59 | 45 | 20 |
P value = 0.385 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
ZNF598 MUTATED | 3 | 4 | 6 |
ZNF598 WILD-TYPE | 54 | 59 | 42 |
P value = 0.675 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
ZNF598 MUTATED | 3 | 6 | 4 |
ZNF598 WILD-TYPE | 52 | 52 | 51 |
P value = 4e-04 (Fisher's exact test), Q value = 0.022
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
ZNF598 MUTATED | 5 | 8 | 0 |
ZNF598 WILD-TYPE | 20 | 62 | 73 |
P value = 0.452 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
ZNF598 MUTATED | 3 | 7 | 3 |
ZNF598 WILD-TYPE | 49 | 54 | 52 |
P value = 0.000209 (Fisher's exact test), Q value = 0.012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
ZNF598 MUTATED | 10 | 0 | 3 |
ZNF598 WILD-TYPE | 56 | 82 | 17 |
P value = 0.906 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
BMS1 MUTATED | 6 | 2 | 3 | 1 | 1 |
BMS1 WILD-TYPE | 53 | 32 | 34 | 15 | 21 |
P value = 0.52 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
BMS1 MUTATED | 3 | 1 | 1 | 2 | 4 |
BMS1 WILD-TYPE | 30 | 22 | 29 | 36 | 25 |
P value = 0.324 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
BMS1 MUTATED | 3 | 3 | 3 | 4 |
BMS1 WILD-TYPE | 29 | 61 | 44 | 21 |
P value = 0.876 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
BMS1 MUTATED | 5 | 4 | 4 |
BMS1 WILD-TYPE | 52 | 59 | 44 |
P value = 0.59 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
BMS1 MUTATED | 6 | 4 | 3 |
BMS1 WILD-TYPE | 49 | 54 | 52 |
P value = 0.0991 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
BMS1 MUTATED | 3 | 2 | 8 |
BMS1 WILD-TYPE | 22 | 68 | 65 |
P value = 1 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
BMS1 MUTATED | 4 | 5 | 4 |
BMS1 WILD-TYPE | 48 | 56 | 51 |
P value = 0.323 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
BMS1 MUTATED | 3 | 9 | 1 |
BMS1 WILD-TYPE | 63 | 73 | 19 |
P value = 0.164 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 59 | 34 | 37 | 16 | 22 |
MUC2 MUTATED | 8 | 2 | 10 | 3 | 3 |
MUC2 WILD-TYPE | 51 | 32 | 27 | 13 | 19 |
P value = 0.319 (Chi-square test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 33 | 23 | 30 | 38 | 29 |
MUC2 MUTATED | 7 | 5 | 5 | 6 | 1 |
MUC2 WILD-TYPE | 26 | 18 | 25 | 32 | 28 |
P value = 0.00856 (Fisher's exact test), Q value = 0.45
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 32 | 64 | 47 | 25 |
MUC2 MUTATED | 11 | 10 | 4 | 1 |
MUC2 WILD-TYPE | 21 | 54 | 43 | 24 |
P value = 0.0821 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 57 | 63 | 48 |
MUC2 MUTATED | 6 | 15 | 5 |
MUC2 WILD-TYPE | 51 | 48 | 43 |
P value = 0.712 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 55 | 58 | 55 |
MUC2 MUTATED | 10 | 9 | 7 |
MUC2 WILD-TYPE | 45 | 49 | 48 |
P value = 0.171 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 25 | 70 | 73 |
MUC2 MUTATED | 6 | 7 | 13 |
MUC2 WILD-TYPE | 19 | 63 | 60 |
P value = 0.34 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 52 | 61 | 55 |
MUC2 MUTATED | 11 | 9 | 6 |
MUC2 WILD-TYPE | 41 | 52 | 49 |
P value = 0.317 (Fisher's exact test), Q value = 1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 66 | 82 | 20 |
MUC2 MUTATED | 7 | 15 | 4 |
MUC2 WILD-TYPE | 59 | 67 | 16 |
-
Mutation data file = transformed.cor.cli.txt
-
Molecular subtypes file = KIRP-TP.transferedmergedcluster.txt
-
Number of patients = 168
-
Number of significantly mutated genes = 7
-
Number of Molecular subtypes = 8
-
Exclude genes that fewer than K tumors have mutations, K = 3
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.