This pipeline computes the correlation between significantly recurrent gene mutations and molecular subtypes.
Testing the association between mutation status of 9 genes and 8 molecular subtypes across 90 patients, 4 significant findings detected with P value < 0.05 and Q value < 0.25.
-
CTNNB1 mutation correlated to 'MRNASEQ_CNMF', 'MRNASEQ_CHIERARCHICAL', and 'MIRSEQ_CNMF'.
-
KRTAP4-5 mutation correlated to 'METHLYATION_CNMF'.
Table 1. Get Full Table Overview of the association between mutation status of 9 genes and 8 molecular subtypes. Shown in the table are P values (Q values). Thresholded by P value < 0.05 and Q value < 0.25, 4 significant findings detected.
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 | |
CTNNB1 | 13 (14%) | 77 |
0.51 (1.00) |
0.0755 (1.00) |
0.000319 (0.0226) |
0.000102 (0.00737) |
0.000609 (0.0426) |
0.541 (1.00) |
0.00882 (0.582) |
0.456 (1.00) |
KRTAP4-5 | 4 (4%) | 86 |
0.538 (1.00) |
0.000785 (0.0541) |
1 (1.00) |
1 (1.00) |
0.781 (1.00) |
0.213 (1.00) |
0.797 (1.00) |
0.234 (1.00) |
MUC5B | 16 (18%) | 74 |
0.134 (1.00) |
0.207 (1.00) |
0.218 (1.00) |
0.364 (1.00) |
0.167 (1.00) |
0.409 (1.00) |
0.393 (1.00) |
0.465 (1.00) |
CRIPAK | 11 (12%) | 79 |
0.0539 (1.00) |
0.533 (1.00) |
0.257 (1.00) |
0.162 (1.00) |
0.588 (1.00) |
0.688 (1.00) |
0.655 (1.00) |
0.623 (1.00) |
TP53 | 15 (17%) | 75 |
0.00857 (0.574) |
0.444 (1.00) |
0.0122 (0.767) |
0.0784 (1.00) |
0.00968 (0.629) |
0.087 (1.00) |
0.0321 (1.00) |
0.0377 (1.00) |
MEN1 | 7 (8%) | 83 |
0.427 (1.00) |
0.0201 (1.00) |
0.352 (1.00) |
0.0698 (1.00) |
0.666 (1.00) |
0.514 (1.00) |
0.771 (1.00) |
0.536 (1.00) |
PRKAR1A | 6 (7%) | 84 |
0.958 (1.00) |
0.702 (1.00) |
0.188 (1.00) |
0.878 (1.00) |
0.855 (1.00) |
1 (1.00) |
0.3 (1.00) |
0.854 (1.00) |
ATN1 | 4 (4%) | 86 |
0.0602 (1.00) |
0.657 (1.00) |
0.877 (1.00) |
1 (1.00) |
0.781 (1.00) |
0.691 (1.00) |
0.797 (1.00) |
0.709 (1.00) |
DMKN | 3 (3%) | 87 |
0.693 (1.00) |
0.344 (1.00) |
0.617 (1.00) |
0.262 (1.00) |
0.00736 (0.501) |
1 (1.00) |
0.0107 (0.686) |
1 (1.00) |
P value = 0.51 (Chi-square test), Q value = 1
Table S1. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
CTNNB1 MUTATED | 6 | 2 | 3 | 2 | 0 |
CTNNB1 WILD-TYPE | 25 | 21 | 12 | 8 | 9 |
P value = 0.0755 (Chi-square test), Q value = 1
Table S2. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
CTNNB1 MUTATED | 4 | 4 | 2 | 0 | 2 |
CTNNB1 WILD-TYPE | 13 | 7 | 19 | 18 | 9 |
P value = 0.000319 (Fisher's exact test), Q value = 0.023
Table S3. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
CTNNB1 MUTATED | 7 | 5 | 0 | 0 |
CTNNB1 WILD-TYPE | 16 | 9 | 17 | 23 |
Figure S1. Get High-res Image Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'

P value = 0.000102 (Fisher's exact test), Q value = 0.0074
Table S4. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
CTNNB1 MUTATED | 9 | 0 | 3 |
CTNNB1 WILD-TYPE | 13 | 32 | 20 |
Figure S2. Get High-res Image Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'

P value = 0.000609 (Fisher's exact test), Q value = 0.043
Table S5. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
CTNNB1 MUTATED | 5 | 7 | 0 |
CTNNB1 WILD-TYPE | 32 | 9 | 25 |
Figure S3. Get High-res Image Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'

P value = 0.541 (Fisher's exact test), Q value = 1
Table S6. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
CTNNB1 MUTATED | 4 | 0 | 8 |
CTNNB1 WILD-TYPE | 22 | 9 | 35 |
P value = 0.00882 (Fisher's exact test), Q value = 0.58
Table S7. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
CTNNB1 MUTATED | 6 | 6 | 0 |
CTNNB1 WILD-TYPE | 32 | 12 | 22 |
Figure S4. Get High-res Image Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'

P value = 0.456 (Fisher's exact test), Q value = 1
Table S8. Gene #1: 'CTNNB1 MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
CTNNB1 MUTATED | 8 | 0 | 4 |
CTNNB1 WILD-TYPE | 33 | 10 | 23 |
P value = 0.134 (Chi-square test), Q value = 1
Table S9. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
MUC5B MUTATED | 4 | 4 | 1 | 3 | 4 |
MUC5B WILD-TYPE | 27 | 19 | 14 | 7 | 5 |
P value = 0.207 (Chi-square test), Q value = 1
Table S10. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
MUC5B MUTATED | 2 | 2 | 3 | 3 | 5 |
MUC5B WILD-TYPE | 15 | 9 | 18 | 15 | 6 |
P value = 0.218 (Fisher's exact test), Q value = 1
Table S11. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
MUC5B MUTATED | 3 | 1 | 6 | 5 |
MUC5B WILD-TYPE | 20 | 13 | 11 | 18 |
P value = 0.364 (Fisher's exact test), Q value = 1
Table S12. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
MUC5B MUTATED | 2 | 8 | 5 |
MUC5B WILD-TYPE | 20 | 24 | 18 |
P value = 0.167 (Fisher's exact test), Q value = 1
Table S13. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
MUC5B MUTATED | 5 | 2 | 8 |
MUC5B WILD-TYPE | 32 | 14 | 17 |
P value = 0.409 (Fisher's exact test), Q value = 1
Table S14. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
MUC5B MUTATED | 7 | 2 | 6 |
MUC5B WILD-TYPE | 19 | 7 | 37 |
P value = 0.393 (Fisher's exact test), Q value = 1
Table S15. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
MUC5B MUTATED | 5 | 4 | 6 |
MUC5B WILD-TYPE | 33 | 14 | 16 |
P value = 0.465 (Fisher's exact test), Q value = 1
Table S16. Gene #2: 'MUC5B MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
MUC5B MUTATED | 6 | 2 | 7 |
MUC5B WILD-TYPE | 35 | 8 | 20 |
P value = 0.0539 (Chi-square test), Q value = 1
Table S17. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
CRIPAK MUTATED | 3 | 3 | 0 | 4 | 1 |
CRIPAK WILD-TYPE | 28 | 20 | 15 | 6 | 8 |
P value = 0.533 (Chi-square test), Q value = 1
Table S18. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
CRIPAK MUTATED | 3 | 2 | 1 | 1 | 2 |
CRIPAK WILD-TYPE | 14 | 9 | 20 | 17 | 9 |
P value = 0.257 (Fisher's exact test), Q value = 1
Table S19. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
CRIPAK MUTATED | 5 | 0 | 2 | 2 |
CRIPAK WILD-TYPE | 18 | 14 | 15 | 21 |
P value = 0.162 (Fisher's exact test), Q value = 1
Table S20. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
CRIPAK MUTATED | 5 | 3 | 1 |
CRIPAK WILD-TYPE | 17 | 29 | 22 |
P value = 0.588 (Fisher's exact test), Q value = 1
Table S21. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
CRIPAK MUTATED | 6 | 1 | 2 |
CRIPAK WILD-TYPE | 31 | 15 | 23 |
P value = 0.688 (Fisher's exact test), Q value = 1
Table S22. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
CRIPAK MUTATED | 3 | 0 | 6 |
CRIPAK WILD-TYPE | 23 | 9 | 37 |
P value = 0.655 (Fisher's exact test), Q value = 1
Table S23. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
CRIPAK MUTATED | 6 | 1 | 2 |
CRIPAK WILD-TYPE | 32 | 17 | 20 |
P value = 0.623 (Fisher's exact test), Q value = 1
Table S24. Gene #3: 'CRIPAK MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
CRIPAK MUTATED | 6 | 0 | 3 |
CRIPAK WILD-TYPE | 35 | 10 | 24 |
P value = 0.00857 (Chi-square test), Q value = 0.57
Table S25. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
TP53 MUTATED | 5 | 0 | 4 | 5 | 1 |
TP53 WILD-TYPE | 26 | 23 | 11 | 5 | 8 |
Figure S5. Get High-res Image Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'

P value = 0.444 (Chi-square test), Q value = 1
Table S26. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
TP53 MUTATED | 3 | 3 | 5 | 1 | 1 |
TP53 WILD-TYPE | 14 | 8 | 16 | 17 | 10 |
P value = 0.0122 (Fisher's exact test), Q value = 0.77
Table S27. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
TP53 MUTATED | 4 | 3 | 6 | 0 |
TP53 WILD-TYPE | 19 | 11 | 11 | 23 |
Figure S6. Get High-res Image Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'

P value = 0.0784 (Fisher's exact test), Q value = 1
Table S28. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
TP53 MUTATED | 5 | 2 | 6 |
TP53 WILD-TYPE | 17 | 30 | 17 |
P value = 0.00968 (Fisher's exact test), Q value = 0.63
Table S29. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
TP53 MUTATED | 9 | 4 | 0 |
TP53 WILD-TYPE | 28 | 12 | 25 |
Figure S7. Get High-res Image Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'

P value = 0.087 (Fisher's exact test), Q value = 1
Table S30. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
TP53 MUTATED | 2 | 0 | 11 |
TP53 WILD-TYPE | 24 | 9 | 32 |
P value = 0.0321 (Fisher's exact test), Q value = 1
Table S31. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
TP53 MUTATED | 9 | 4 | 0 |
TP53 WILD-TYPE | 29 | 14 | 22 |
Figure S8. Get High-res Image Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'

P value = 0.0377 (Fisher's exact test), Q value = 1
Table S32. Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
TP53 MUTATED | 11 | 0 | 2 |
TP53 WILD-TYPE | 30 | 10 | 25 |
Figure S9. Get High-res Image Gene #4: 'TP53 MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'

P value = 0.427 (Chi-square test), Q value = 1
Table S33. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
MEN1 MUTATED | 1 | 1 | 1 | 2 | 1 |
MEN1 WILD-TYPE | 30 | 22 | 14 | 8 | 8 |
P value = 0.0201 (Chi-square test), Q value = 1
Table S34. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
MEN1 MUTATED | 0 | 3 | 4 | 0 | 0 |
MEN1 WILD-TYPE | 17 | 8 | 17 | 18 | 11 |
Figure S10. Get High-res Image Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'

P value = 0.352 (Fisher's exact test), Q value = 1
Table S35. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
MEN1 MUTATED | 1 | 2 | 3 | 1 |
MEN1 WILD-TYPE | 22 | 12 | 14 | 22 |
P value = 0.0698 (Fisher's exact test), Q value = 1
Table S36. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
MEN1 MUTATED | 1 | 1 | 5 |
MEN1 WILD-TYPE | 21 | 31 | 18 |
P value = 0.666 (Fisher's exact test), Q value = 1
Table S37. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
MEN1 MUTATED | 4 | 2 | 1 |
MEN1 WILD-TYPE | 33 | 14 | 24 |
P value = 0.514 (Fisher's exact test), Q value = 1
Table S38. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
MEN1 MUTATED | 1 | 1 | 5 |
MEN1 WILD-TYPE | 25 | 8 | 38 |
P value = 0.771 (Fisher's exact test), Q value = 1
Table S39. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
MEN1 MUTATED | 4 | 2 | 1 |
MEN1 WILD-TYPE | 34 | 16 | 21 |
P value = 0.536 (Fisher's exact test), Q value = 1
Table S40. Gene #5: 'MEN1 MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
MEN1 MUTATED | 5 | 1 | 1 |
MEN1 WILD-TYPE | 36 | 9 | 26 |
P value = 0.958 (Chi-square test), Q value = 1
Table S41. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
PRKAR1A MUTATED | 2 | 1 | 1 | 1 | 1 |
PRKAR1A WILD-TYPE | 29 | 22 | 14 | 9 | 8 |
P value = 0.702 (Chi-square test), Q value = 1
Table S42. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
PRKAR1A MUTATED | 1 | 1 | 1 | 1 | 2 |
PRKAR1A WILD-TYPE | 16 | 10 | 20 | 17 | 9 |
P value = 0.188 (Fisher's exact test), Q value = 1
Table S43. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
PRKAR1A MUTATED | 2 | 1 | 3 | 0 |
PRKAR1A WILD-TYPE | 21 | 13 | 14 | 23 |
P value = 0.878 (Fisher's exact test), Q value = 1
Table S44. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
PRKAR1A MUTATED | 1 | 3 | 2 |
PRKAR1A WILD-TYPE | 21 | 29 | 21 |
P value = 0.855 (Fisher's exact test), Q value = 1
Table S45. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
PRKAR1A MUTATED | 4 | 1 | 1 |
PRKAR1A WILD-TYPE | 33 | 15 | 24 |
P value = 1 (Fisher's exact test), Q value = 1
Table S46. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
PRKAR1A MUTATED | 2 | 0 | 4 |
PRKAR1A WILD-TYPE | 24 | 9 | 39 |
P value = 0.3 (Fisher's exact test), Q value = 1
Table S47. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
PRKAR1A MUTATED | 4 | 2 | 0 |
PRKAR1A WILD-TYPE | 34 | 16 | 22 |
P value = 0.854 (Fisher's exact test), Q value = 1
Table S48. Gene #6: 'PRKAR1A MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
PRKAR1A MUTATED | 4 | 0 | 2 |
PRKAR1A WILD-TYPE | 37 | 10 | 25 |
P value = 0.538 (Chi-square test), Q value = 1
Table S49. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
KRTAP4-5 MUTATED | 1 | 2 | 0 | 0 | 1 |
KRTAP4-5 WILD-TYPE | 30 | 21 | 15 | 10 | 8 |
P value = 0.000785 (Chi-square test), Q value = 0.054
Table S50. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
KRTAP4-5 MUTATED | 0 | 3 | 0 | 0 | 0 |
KRTAP4-5 WILD-TYPE | 17 | 8 | 21 | 18 | 11 |
Figure S11. Get High-res Image Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'

P value = 1 (Fisher's exact test), Q value = 1
Table S51. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
KRTAP4-5 MUTATED | 1 | 0 | 1 | 1 |
KRTAP4-5 WILD-TYPE | 22 | 14 | 16 | 22 |
P value = 1 (Fisher's exact test), Q value = 1
Table S52. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
KRTAP4-5 MUTATED | 1 | 1 | 1 |
KRTAP4-5 WILD-TYPE | 21 | 31 | 22 |
P value = 0.781 (Fisher's exact test), Q value = 1
Table S53. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
KRTAP4-5 MUTATED | 1 | 1 | 1 |
KRTAP4-5 WILD-TYPE | 36 | 15 | 24 |
P value = 0.213 (Fisher's exact test), Q value = 1
Table S54. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
KRTAP4-5 MUTATED | 0 | 1 | 2 |
KRTAP4-5 WILD-TYPE | 26 | 8 | 41 |
P value = 0.797 (Fisher's exact test), Q value = 1
Table S55. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
KRTAP4-5 MUTATED | 1 | 1 | 1 |
KRTAP4-5 WILD-TYPE | 37 | 17 | 21 |
P value = 0.234 (Fisher's exact test), Q value = 1
Table S56. Gene #7: 'KRTAP4-5 MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
KRTAP4-5 MUTATED | 2 | 1 | 0 |
KRTAP4-5 WILD-TYPE | 39 | 9 | 27 |
P value = 0.0602 (Chi-square test), Q value = 1
Table S57. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
ATN1 MUTATED | 0 | 2 | 0 | 2 | 0 |
ATN1 WILD-TYPE | 31 | 21 | 15 | 8 | 9 |
P value = 0.657 (Chi-square test), Q value = 1
Table S58. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
ATN1 MUTATED | 1 | 1 | 0 | 1 | 0 |
ATN1 WILD-TYPE | 16 | 10 | 21 | 17 | 11 |
P value = 0.877 (Fisher's exact test), Q value = 1
Table S59. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
ATN1 MUTATED | 1 | 1 | 0 | 1 |
ATN1 WILD-TYPE | 22 | 13 | 17 | 22 |
P value = 1 (Fisher's exact test), Q value = 1
Table S60. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
ATN1 MUTATED | 1 | 1 | 1 |
ATN1 WILD-TYPE | 21 | 31 | 22 |
P value = 0.781 (Fisher's exact test), Q value = 1
Table S61. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
ATN1 MUTATED | 1 | 1 | 1 |
ATN1 WILD-TYPE | 36 | 15 | 24 |
P value = 0.691 (Fisher's exact test), Q value = 1
Table S62. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
ATN1 MUTATED | 2 | 0 | 1 |
ATN1 WILD-TYPE | 24 | 9 | 42 |
P value = 0.797 (Fisher's exact test), Q value = 1
Table S63. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
ATN1 MUTATED | 1 | 1 | 1 |
ATN1 WILD-TYPE | 37 | 17 | 21 |
P value = 0.709 (Fisher's exact test), Q value = 1
Table S64. Gene #8: 'ATN1 MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
ATN1 MUTATED | 1 | 0 | 2 |
ATN1 WILD-TYPE | 40 | 10 | 25 |
P value = 0.693 (Chi-square test), Q value = 1
Table S65. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #1: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 31 | 23 | 15 | 10 | 9 |
DMKN MUTATED | 1 | 1 | 0 | 1 | 0 |
DMKN WILD-TYPE | 30 | 22 | 15 | 9 | 9 |
P value = 0.344 (Chi-square test), Q value = 1
Table S66. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #2: 'METHLYATION_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 17 | 11 | 21 | 18 | 11 |
DMKN MUTATED | 0 | 1 | 2 | 0 | 0 |
DMKN WILD-TYPE | 17 | 10 | 19 | 18 | 11 |
P value = 0.617 (Fisher's exact test), Q value = 1
Table S67. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #3: 'MRNASEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 23 | 14 | 17 | 23 |
DMKN MUTATED | 1 | 1 | 1 | 0 |
DMKN WILD-TYPE | 22 | 13 | 16 | 23 |
P value = 0.262 (Fisher's exact test), Q value = 1
Table S68. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #4: 'MRNASEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 22 | 32 | 23 |
DMKN MUTATED | 1 | 0 | 2 |
DMKN WILD-TYPE | 21 | 32 | 21 |
P value = 0.00736 (Fisher's exact test), Q value = 0.5
Table S69. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 16 | 25 |
DMKN MUTATED | 0 | 3 | 0 |
DMKN WILD-TYPE | 37 | 13 | 25 |
Figure S12. Get High-res Image Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #5: 'MIRSEQ_CNMF'

P value = 1 (Fisher's exact test), Q value = 1
Table S70. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #6: 'MIRSEQ_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 9 | 43 |
DMKN MUTATED | 1 | 0 | 2 |
DMKN WILD-TYPE | 25 | 9 | 41 |
P value = 0.0107 (Fisher's exact test), Q value = 0.69
Table S71. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 38 | 18 | 22 |
DMKN MUTATED | 0 | 3 | 0 |
DMKN WILD-TYPE | 38 | 15 | 22 |
Figure S13. Get High-res Image Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #7: 'MIRSEQ_MATURE_CNMF'

P value = 1 (Fisher's exact test), Q value = 1
Table S72. Gene #9: 'DMKN MUTATION STATUS' versus Molecular Subtype #8: 'MIRSEQ_MATURE_CHIERARCHICAL'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 41 | 10 | 27 |
DMKN MUTATED | 2 | 0 | 1 |
DMKN WILD-TYPE | 39 | 10 | 26 |
-
Mutation data file = transformed.cor.cli.txt
-
Molecular subtypes file = ACC-TP.transferedmergedcluster.txt
-
Number of patients = 90
-
Number of significantly mutated genes = 9
-
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.