This pipeline computes the correlation between cancer subtypes identified by different molecular patterns and selected clinical features.
Testing the association between subtypes identified by 14 different clustering approaches and 8 clinical features across 589 patients, 13 significant findings detected with P value < 0.05 and Q value < 0.25.
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CNMF clustering analysis on array-based mRNA expression data identified 3 subtypes that correlate to 'Time to Death' and 'YEARS_TO_BIRTH'.
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Consensus hierarchical clustering analysis on array-based mRNA expression data identified 3 subtypes that correlate to 'YEARS_TO_BIRTH'.
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CNMF clustering analysis on array-based miR expression data identified 3 subtypes that do not correlate to any clinical features.
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Consensus hierarchical clustering analysis on array-based miR expression data identified 10 subtypes that correlate to 'YEARS_TO_BIRTH'.
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3 subtypes identified in current cancer cohort by 'Copy Number Ratio CNMF subtypes'. These subtypes correlate to 'YEARS_TO_BIRTH'.
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3 subtypes identified in current cancer cohort by 'METHLYATION CNMF'. These subtypes correlate to 'YEARS_TO_BIRTH'.
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CNMF clustering analysis on RPPA data identified 3 subtypes that do not correlate to any clinical features.
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Consensus hierarchical clustering analysis on RPPA data identified 4 subtypes that correlate to 'Time to Death'.
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CNMF clustering analysis on sequencing-based mRNA expression data identified 3 subtypes that correlate to 'YEARS_TO_BIRTH' and 'ETHNICITY'.
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Consensus hierarchical clustering analysis on sequencing-based mRNA expression data identified 3 subtypes that correlate to 'YEARS_TO_BIRTH'.
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3 subtypes identified in current cancer cohort by 'MIRSEQ CNMF'. These subtypes correlate to 'TUMOR_TISSUE_SITE'.
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4 subtypes identified in current cancer cohort by 'MIRSEQ CHIERARCHICAL'. These subtypes correlate to 'YEARS_TO_BIRTH'.
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2 subtypes identified in current cancer cohort by 'MIRseq Mature CNMF subtypes'. These subtypes do not correlate to any clinical features.
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3 subtypes identified in current cancer cohort by 'MIRseq Mature cHierClus subtypes'. These subtypes correlate to 'Time to Death'.
Clinical Features |
Time to Death |
YEARS TO BIRTH |
TUMOR TISSUE SITE |
RADIATION THERAPY |
KARNOFSKY PERFORMANCE SCORE |
RESIDUAL TUMOR |
RACE | ETHNICITY |
Statistical Tests | logrank test | Kruskal-Wallis (anova) | Fisher's exact test | Fisher's exact test | Kruskal-Wallis (anova) | Fisher's exact test | Fisher's exact test | Fisher's exact test |
mRNA CNMF subtypes |
0.0154 (0.191) |
0.00906 (0.145) |
0.433 (0.859) |
0.843 (1.00) |
0.14 (0.604) |
0.149 (0.618) |
0.0418 (0.312) |
0.166 (0.635) |
mRNA cHierClus subtypes |
0.17 (0.635) |
0.0233 (0.201) |
0.241 (0.676) |
1 (1.00) |
0.407 (0.859) |
0.155 (0.619) |
0.708 (0.973) |
0.0631 (0.321) |
miR CNMF subtypes |
0.063 (0.321) |
0.7 (0.973) |
0.219 (0.676) |
0.739 (0.973) |
0.669 (0.972) |
0.209 (0.669) |
0.449 (0.859) |
0.235 (0.676) |
miR cHierClus subtypes |
0.132 (0.59) |
0.000445 (0.0125) |
0.805 (0.997) |
0.255 (0.681) |
0.903 (1.00) |
0.267 (0.694) |
0.954 (1.00) |
0.44 (0.859) |
Copy Number Ratio CNMF subtypes |
0.544 (0.859) |
1.61e-09 (1.8e-07) |
0.231 (0.676) |
0.861 (1.00) |
0.84 (1.00) |
0.208 (0.669) |
0.345 (0.788) |
0.371 (0.824) |
METHLYATION CNMF |
0.459 (0.859) |
4.43e-09 (2.48e-07) |
0.526 (0.859) |
0.528 (0.859) |
0.728 (0.973) |
0.482 (0.859) |
0.542 (0.859) |
0.552 (0.859) |
RPPA CNMF subtypes |
0.0602 (0.321) |
0.453 (0.859) |
1 (1.00) |
0.676 (0.972) |
0.481 (0.859) |
0.315 (0.75) |
0.779 (0.988) |
0.721 (0.973) |
RPPA cHierClus subtypes |
0.00349 (0.0652) |
0.0379 (0.303) |
0.0504 (0.321) |
0.739 (0.973) |
0.938 (1.00) |
0.516 (0.859) |
0.307 (0.749) |
0.113 (0.529) |
RNAseq CNMF subtypes |
0.714 (0.973) |
0.00264 (0.0591) |
0.785 (0.988) |
0.198 (0.669) |
0.427 (0.859) |
0.509 (0.859) |
0.0602 (0.321) |
0.0172 (0.192) |
RNAseq cHierClus subtypes |
0.0581 (0.321) |
0.0145 (0.191) |
0.592 (0.896) |
0.467 (0.859) |
0.204 (0.669) |
0.588 (0.896) |
0.652 (0.972) |
0.325 (0.759) |
MIRSEQ CNMF |
0.375 (0.824) |
0.506 (0.859) |
0.0206 (0.192) |
0.779 (0.988) |
0.235 (0.676) |
0.549 (0.859) |
0.0471 (0.321) |
|
MIRSEQ CHIERARCHICAL |
0.28 (0.713) |
0.000116 (0.00434) |
0.871 (1.00) |
0.52 (0.859) |
0.677 (0.972) |
0.81 (0.997) |
0.774 (0.988) |
|
MIRseq Mature CNMF subtypes |
0.186 (0.669) |
0.434 (0.859) |
1 (1.00) |
0.0782 (0.381) |
||||
MIRseq Mature cHierClus subtypes |
0.0195 (0.192) |
0.308 (0.749) |
0.253 (0.681) |
1 (1.00) |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 219 | 215 | 129 |
P value = 0.0154 (logrank test), Q value = 0.19
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 559 | 300 | 0.3 - 180.2 (30.0) |
subtype1 | 218 | 126 | 0.3 - 152.0 (30.9) |
subtype2 | 212 | 95 | 0.4 - 180.2 (30.2) |
subtype3 | 129 | 79 | 0.3 - 119.1 (28.9) |
P value = 0.00906 (Kruskal-Wallis (anova)), Q value = 0.14
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 552 | 59.7 (11.6) |
subtype1 | 213 | 61.4 (11.6) |
subtype2 | 211 | 57.9 (11.4) |
subtype3 | 128 | 60.0 (11.7) |
P value = 0.433 (Fisher's exact test), Q value = 0.86
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 559 | 2 |
subtype1 | 0 | 219 | 0 |
subtype2 | 1 | 213 | 1 |
subtype3 | 1 | 127 | 1 |
P value = 0.843 (Fisher's exact test), Q value = 1
nPatients | NO | YES |
---|---|---|
ALL | 500 | 5 |
subtype1 | 193 | 3 |
subtype2 | 195 | 1 |
subtype3 | 112 | 1 |
P value = 0.14 (Kruskal-Wallis (anova)), Q value = 0.6
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 78 | 75.6 (12.8) |
subtype1 | 31 | 78.1 (13.0) |
subtype2 | 28 | 76.4 (12.2) |
subtype3 | 19 | 70.5 (12.2) |
P value = 0.149 (Fisher's exact test), Q value = 0.62
nPatients | R0 | R1 | R2 |
---|---|---|---|
ALL | 14 | 27 | 1 |
subtype1 | 6 | 9 | 0 |
subtype2 | 7 | 9 | 0 |
subtype3 | 1 | 9 | 1 |
P value = 0.0418 (Fisher's exact test), Q value = 0.31
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 2 | 20 | 24 | 1 | 486 |
subtype1 | 0 | 7 | 12 | 0 | 187 |
subtype2 | 0 | 12 | 9 | 1 | 181 |
subtype3 | 2 | 1 | 3 | 0 | 118 |
P value = 0.166 (Fisher's exact test), Q value = 0.64
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 11 | 330 |
subtype1 | 6 | 131 |
subtype2 | 5 | 121 |
subtype3 | 0 | 78 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 313 | 161 | 89 |
P value = 0.17 (logrank test), Q value = 0.64
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 559 | 300 | 0.3 - 180.2 (30.0) |
subtype1 | 309 | 157 | 0.3 - 130.0 (30.2) |
subtype2 | 161 | 91 | 0.3 - 180.2 (27.0) |
subtype3 | 89 | 52 | 0.8 - 152.0 (34.1) |
P value = 0.0233 (Kruskal-Wallis (anova)), Q value = 0.2
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 552 | 59.7 (11.6) |
subtype1 | 307 | 59.5 (11.4) |
subtype2 | 158 | 58.4 (12.0) |
subtype3 | 87 | 62.9 (11.3) |
P value = 0.241 (Fisher's exact test), Q value = 0.68
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 559 | 2 |
subtype1 | 1 | 312 | 0 |
subtype2 | 1 | 158 | 2 |
subtype3 | 0 | 89 | 0 |
P value = 1 (Fisher's exact test), Q value = 1
nPatients | NO | YES |
---|---|---|
ALL | 500 | 5 |
subtype1 | 279 | 3 |
subtype2 | 143 | 1 |
subtype3 | 78 | 1 |
P value = 0.407 (Kruskal-Wallis (anova)), Q value = 0.86
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 78 | 75.6 (12.8) |
subtype1 | 43 | 76.7 (11.5) |
subtype2 | 21 | 72.4 (13.4) |
subtype3 | 14 | 77.1 (15.4) |
P value = 0.155 (Fisher's exact test), Q value = 0.62
nPatients | R0 | R1 | R2 |
---|---|---|---|
ALL | 14 | 27 | 1 |
subtype1 | 8 | 11 | 0 |
subtype2 | 2 | 12 | 1 |
subtype3 | 4 | 4 | 0 |
P value = 0.708 (Fisher's exact test), Q value = 0.97
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 2 | 20 | 24 | 1 | 486 |
subtype1 | 0 | 10 | 14 | 1 | 274 |
subtype2 | 2 | 7 | 6 | 0 | 136 |
subtype3 | 0 | 3 | 4 | 0 | 76 |
P value = 0.0631 (Fisher's exact test), Q value = 0.32
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 11 | 330 |
subtype1 | 8 | 179 |
subtype2 | 0 | 94 |
subtype3 | 3 | 57 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 158 | 165 | 238 |
P value = 0.063 (logrank test), Q value = 0.32
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 557 | 300 | 0.3 - 180.2 (30.0) |
subtype1 | 158 | 91 | 0.3 - 130.0 (30.0) |
subtype2 | 161 | 93 | 0.3 - 115.9 (28.9) |
subtype3 | 238 | 116 | 0.3 - 180.2 (31.3) |
P value = 0.7 (Kruskal-Wallis (anova)), Q value = 0.97
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 550 | 59.7 (11.6) |
subtype1 | 154 | 59.3 (12.5) |
subtype2 | 162 | 59.3 (11.6) |
subtype3 | 234 | 60.3 (11.1) |
P value = 0.219 (Fisher's exact test), Q value = 0.68
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 557 | 2 |
subtype1 | 0 | 156 | 2 |
subtype2 | 1 | 164 | 0 |
subtype3 | 1 | 237 | 0 |
P value = 0.739 (Fisher's exact test), Q value = 0.97
nPatients | NO | YES |
---|---|---|
ALL | 498 | 5 |
subtype1 | 142 | 1 |
subtype2 | 146 | 1 |
subtype3 | 210 | 3 |
P value = 0.669 (Kruskal-Wallis (anova)), Q value = 0.97
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 78 | 75.6 (12.8) |
subtype1 | 24 | 76.7 (12.7) |
subtype2 | 23 | 73.9 (15.3) |
subtype3 | 31 | 76.1 (10.9) |
P value = 0.209 (Fisher's exact test), Q value = 0.67
nPatients | R0 | R1 | R2 |
---|---|---|---|
ALL | 14 | 27 | 1 |
subtype1 | 4 | 12 | 0 |
subtype2 | 3 | 9 | 1 |
subtype3 | 7 | 6 | 0 |
P value = 0.449 (Fisher's exact test), Q value = 0.86
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 2 | 20 | 23 | 1 | 485 |
subtype1 | 0 | 3 | 8 | 0 | 137 |
subtype2 | 2 | 6 | 5 | 0 | 143 |
subtype3 | 0 | 11 | 10 | 1 | 205 |
P value = 0.235 (Fisher's exact test), Q value = 0.68
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 11 | 329 |
subtype1 | 5 | 88 |
subtype2 | 1 | 97 |
subtype3 | 5 | 144 |
Cluster Labels | 1 | 10 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
---|---|---|---|---|---|---|---|---|---|---|
Number of samples | 83 | 57 | 58 | 86 | 35 | 75 | 36 | 36 | 51 | 44 |
P value = 0.132 (logrank test), Q value = 0.59
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 557 | 300 | 0.3 - 180.2 (30.0) |
subtype1 | 83 | 49 | 0.3 - 130.0 (25.9) |
subtype10 | 56 | 28 | 2.0 - 115.9 (28.2) |
subtype2 | 58 | 35 | 0.3 - 106.0 (26.0) |
subtype3 | 86 | 43 | 0.3 - 125.8 (33.0) |
subtype4 | 34 | 25 | 1.2 - 107.3 (27.9) |
subtype5 | 74 | 38 | 1.7 - 180.2 (35.8) |
subtype6 | 36 | 20 | 1.0 - 111.8 (33.5) |
subtype7 | 36 | 13 | 6.1 - 98.0 (31.7) |
subtype8 | 50 | 25 | 0.5 - 152.0 (24.8) |
subtype9 | 44 | 24 | 1.0 - 118.4 (29.7) |
P value = 0.000445 (Kruskal-Wallis (anova)), Q value = 0.012
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 550 | 59.7 (11.6) |
subtype1 | 80 | 58.7 (12.2) |
subtype10 | 56 | 55.6 (11.2) |
subtype2 | 58 | 61.7 (12.3) |
subtype3 | 85 | 59.3 (11.2) |
subtype4 | 35 | 60.3 (11.7) |
subtype5 | 74 | 60.0 (10.0) |
subtype6 | 35 | 63.3 (10.9) |
subtype7 | 35 | 62.9 (12.0) |
subtype8 | 49 | 63.6 (11.4) |
subtype9 | 43 | 54.3 (11.3) |
P value = 0.805 (Fisher's exact test), Q value = 1
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 557 | 2 |
subtype1 | 0 | 82 | 1 |
subtype10 | 0 | 57 | 0 |
subtype2 | 0 | 58 | 0 |
subtype3 | 1 | 85 | 0 |
subtype4 | 0 | 34 | 1 |
subtype5 | 1 | 74 | 0 |
subtype6 | 0 | 36 | 0 |
subtype7 | 0 | 36 | 0 |
subtype8 | 0 | 51 | 0 |
subtype9 | 0 | 44 | 0 |
P value = 0.255 (Fisher's exact test), Q value = 0.68
nPatients | NO | YES |
---|---|---|
ALL | 498 | 5 |
subtype1 | 71 | 1 |
subtype10 | 55 | 0 |
subtype2 | 53 | 1 |
subtype3 | 77 | 0 |
subtype4 | 32 | 0 |
subtype5 | 66 | 0 |
subtype6 | 31 | 0 |
subtype7 | 32 | 1 |
subtype8 | 43 | 2 |
subtype9 | 38 | 0 |
P value = 0.903 (Kruskal-Wallis (anova)), Q value = 1
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 78 | 75.6 (12.8) |
subtype1 | 13 | 73.8 (15.0) |
subtype10 | 6 | 73.3 (16.3) |
subtype2 | 4 | 75.0 (10.0) |
subtype3 | 13 | 80.0 (11.5) |
subtype4 | 3 | 73.3 (11.5) |
subtype5 | 12 | 76.7 (16.7) |
subtype6 | 7 | 77.1 (13.8) |
subtype7 | 6 | 76.7 (8.2) |
subtype8 | 5 | 68.0 (11.0) |
subtype9 | 9 | 75.6 (8.8) |
P value = 0.267 (Fisher's exact test), Q value = 0.69
nPatients | R0 | R1 | R2 |
---|---|---|---|
ALL | 14 | 27 | 1 |
subtype1 | 2 | 7 | 0 |
subtype10 | 2 | 1 | 0 |
subtype2 | 1 | 2 | 0 |
subtype3 | 2 | 4 | 0 |
subtype4 | 0 | 5 | 0 |
subtype5 | 1 | 6 | 0 |
subtype6 | 1 | 1 | 0 |
subtype7 | 2 | 1 | 0 |
subtype8 | 2 | 0 | 0 |
subtype9 | 1 | 0 | 1 |
P value = 0.954 (Fisher's exact test), Q value = 1
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 2 | 20 | 23 | 1 | 485 |
subtype1 | 0 | 2 | 3 | 0 | 71 |
subtype10 | 1 | 2 | 4 | 0 | 47 |
subtype2 | 0 | 2 | 5 | 0 | 48 |
subtype3 | 0 | 4 | 4 | 1 | 73 |
subtype4 | 0 | 0 | 1 | 0 | 33 |
subtype5 | 1 | 3 | 2 | 0 | 66 |
subtype6 | 0 | 1 | 0 | 0 | 34 |
subtype7 | 0 | 1 | 1 | 0 | 32 |
subtype8 | 0 | 4 | 1 | 0 | 42 |
subtype9 | 0 | 1 | 2 | 0 | 39 |
P value = 0.44 (Fisher's exact test), Q value = 0.86
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 11 | 329 |
subtype1 | 3 | 46 |
subtype10 | 0 | 36 |
subtype2 | 0 | 25 |
subtype3 | 3 | 56 |
subtype4 | 1 | 18 |
subtype5 | 1 | 44 |
subtype6 | 2 | 23 |
subtype7 | 1 | 19 |
subtype8 | 0 | 34 |
subtype9 | 0 | 28 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 170 | 202 | 201 |
P value = 0.544 (logrank test), Q value = 0.86
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 559 | 298 | 0.3 - 180.2 (29.4) |
subtype1 | 166 | 96 | 0.8 - 119.1 (30.5) |
subtype2 | 197 | 99 | 0.3 - 130.0 (30.6) |
subtype3 | 196 | 103 | 0.3 - 180.2 (25.0) |
P value = 1.61e-09 (Kruskal-Wallis (anova)), Q value = 1.8e-07
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 552 | 59.8 (11.6) |
subtype1 | 163 | 60.2 (12.2) |
subtype2 | 198 | 56.2 (10.9) |
subtype3 | 191 | 63.3 (10.6) |
P value = 0.231 (Fisher's exact test), Q value = 0.68
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 3 | 558 | 2 |
subtype1 | 1 | 166 | 0 |
subtype2 | 0 | 199 | 0 |
subtype3 | 2 | 193 | 2 |
P value = 0.861 (Fisher's exact test), Q value = 1
nPatients | NO | YES |
---|---|---|
ALL | 500 | 5 |
subtype1 | 145 | 2 |
subtype2 | 179 | 2 |
subtype3 | 176 | 1 |
P value = 0.84 (Kruskal-Wallis (anova)), Q value = 1
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 82 | 75.7 (13.9) |
subtype1 | 22 | 77.3 (11.2) |
subtype2 | 31 | 74.8 (12.9) |
subtype3 | 29 | 75.5 (16.8) |
P value = 0.208 (Fisher's exact test), Q value = 0.67
nPatients | R0 | R1 | R2 | RX |
---|---|---|---|---|
ALL | 15 | 26 | 5 | 3 |
subtype1 | 2 | 11 | 0 | 1 |
subtype2 | 3 | 6 | 2 | 1 |
subtype3 | 10 | 9 | 3 | 1 |
P value = 0.345 (Fisher's exact test), Q value = 0.79
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 3 | 19 | 34 | 1 | 476 |
subtype1 | 1 | 3 | 7 | 0 | 145 |
subtype2 | 0 | 10 | 15 | 1 | 163 |
subtype3 | 2 | 6 | 12 | 0 | 168 |
P value = 0.371 (Fisher's exact test), Q value = 0.82
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 10 | 327 |
subtype1 | 1 | 101 |
subtype2 | 4 | 112 |
subtype3 | 5 | 114 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 175 | 180 | 220 |
P value = 0.459 (logrank test), Q value = 0.86
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 560 | 302 | 0.3 - 180.2 (29.9) |
subtype1 | 171 | 103 | 0.3 - 152.0 (29.2) |
subtype2 | 173 | 88 | 0.8 - 180.2 (30.6) |
subtype3 | 216 | 111 | 0.3 - 130.0 (29.5) |
P value = 4.43e-09 (Kruskal-Wallis (anova)), Q value = 2.5e-07
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 554 | 59.8 (11.6) |
subtype1 | 168 | 64.5 (10.4) |
subtype2 | 170 | 57.8 (12.3) |
subtype3 | 216 | 57.8 (10.8) |
P value = 0.526 (Fisher's exact test), Q value = 0.86
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 561 | 2 |
subtype1 | 0 | 170 | 1 |
subtype2 | 0 | 175 | 0 |
subtype3 | 2 | 216 | 1 |
P value = 0.528 (Fisher's exact test), Q value = 0.86
nPatients | NO | YES |
---|---|---|
ALL | 501 | 5 |
subtype1 | 153 | 1 |
subtype2 | 155 | 3 |
subtype3 | 193 | 1 |
P value = 0.728 (Kruskal-Wallis (anova)), Q value = 0.97
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 78 | 75.6 (12.8) |
subtype1 | 22 | 74.5 (12.6) |
subtype2 | 21 | 75.2 (14.0) |
subtype3 | 35 | 76.6 (12.4) |
P value = 0.482 (Fisher's exact test), Q value = 0.86
nPatients | R0 | R1 | R2 |
---|---|---|---|
ALL | 14 | 26 | 2 |
subtype1 | 4 | 8 | 1 |
subtype2 | 4 | 12 | 0 |
subtype3 | 6 | 6 | 1 |
P value = 0.542 (Fisher's exact test), Q value = 0.86
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 3 | 19 | 24 | 1 | 487 |
subtype1 | 1 | 3 | 9 | 0 | 152 |
subtype2 | 1 | 8 | 4 | 0 | 151 |
subtype3 | 1 | 8 | 11 | 1 | 184 |
P value = 0.552 (Fisher's exact test), Q value = 0.86
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 11 | 331 |
subtype1 | 5 | 103 |
subtype2 | 2 | 104 |
subtype3 | 4 | 124 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 150 | 192 | 78 |
P value = 0.0602 (logrank test), Q value = 0.32
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 416 | 221 | 0.3 - 180.2 (30.1) |
subtype1 | 147 | 86 | 0.4 - 125.8 (31.3) |
subtype2 | 191 | 88 | 0.3 - 180.2 (28.5) |
subtype3 | 78 | 47 | 1.1 - 91.7 (27.7) |
P value = 0.453 (Kruskal-Wallis (anova)), Q value = 0.86
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 413 | 59.7 (11.8) |
subtype1 | 148 | 59.9 (12.0) |
subtype2 | 189 | 59.1 (11.6) |
subtype3 | 76 | 60.8 (11.9) |
P value = 1 (Fisher's exact test), Q value = 1
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 3 | 415 | 2 |
subtype1 | 1 | 148 | 1 |
subtype2 | 2 | 189 | 1 |
subtype3 | 0 | 78 | 0 |
P value = 0.676 (Fisher's exact test), Q value = 0.97
nPatients | NO | YES |
---|---|---|
ALL | 371 | 4 |
subtype1 | 134 | 2 |
subtype2 | 165 | 1 |
subtype3 | 72 | 1 |
P value = 0.481 (Kruskal-Wallis (anova)), Q value = 0.86
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 57 | 75.3 (13.5) |
subtype1 | 25 | 76.8 (12.8) |
subtype2 | 27 | 73.0 (14.1) |
subtype3 | 5 | 80.0 (14.1) |
P value = 0.315 (Fisher's exact test), Q value = 0.75
nPatients | R0 | R1 | R2 | RX |
---|---|---|---|---|
ALL | 14 | 29 | 5 | 3 |
subtype1 | 2 | 12 | 1 | 1 |
subtype2 | 9 | 8 | 3 | 1 |
subtype3 | 3 | 9 | 1 | 1 |
P value = 0.779 (Fisher's exact test), Q value = 0.99
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|---|
ALL | 3 | 17 | 29 | 345 |
subtype1 | 2 | 6 | 10 | 121 |
subtype2 | 1 | 9 | 16 | 156 |
subtype3 | 0 | 2 | 3 | 68 |
P value = 0.721 (Fisher's exact test), Q value = 0.97
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 8 | 215 |
subtype1 | 2 | 79 |
subtype2 | 5 | 98 |
subtype3 | 1 | 38 |
Cluster Labels | 1 | 2 | 3 | 4 |
---|---|---|---|---|
Number of samples | 146 | 57 | 61 | 156 |
P value = 0.00349 (logrank test), Q value = 0.065
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 416 | 221 | 0.3 - 180.2 (30.1) |
subtype1 | 145 | 81 | 0.4 - 180.2 (29.0) |
subtype2 | 57 | 37 | 0.8 - 72.9 (33.1) |
subtype3 | 61 | 24 | 0.8 - 107.3 (30.4) |
subtype4 | 153 | 79 | 0.3 - 152.0 (32.9) |
P value = 0.0379 (Kruskal-Wallis (anova)), Q value = 0.3
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 413 | 59.7 (11.8) |
subtype1 | 144 | 59.9 (11.9) |
subtype2 | 57 | 62.8 (10.7) |
subtype3 | 61 | 57.0 (12.4) |
subtype4 | 151 | 59.4 (11.6) |
P value = 0.0504 (Fisher's exact test), Q value = 0.32
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 3 | 415 | 2 |
subtype1 | 1 | 145 | 0 |
subtype2 | 2 | 54 | 1 |
subtype3 | 0 | 61 | 0 |
subtype4 | 0 | 155 | 1 |
P value = 0.739 (Fisher's exact test), Q value = 0.97
nPatients | NO | YES |
---|---|---|
ALL | 371 | 4 |
subtype1 | 130 | 1 |
subtype2 | 55 | 0 |
subtype3 | 51 | 1 |
subtype4 | 135 | 2 |
P value = 0.938 (Kruskal-Wallis (anova)), Q value = 1
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 57 | 75.3 (13.5) |
subtype1 | 14 | 76.4 (16.5) |
subtype2 | 9 | 73.3 (17.3) |
subtype3 | 17 | 74.1 (11.8) |
subtype4 | 17 | 76.5 (11.1) |
P value = 0.516 (Fisher's exact test), Q value = 0.86
nPatients | R0 | R1 | R2 | RX |
---|---|---|---|---|
ALL | 14 | 29 | 5 | 3 |
subtype1 | 4 | 13 | 3 | 0 |
subtype2 | 3 | 6 | 0 | 1 |
subtype3 | 2 | 5 | 0 | 0 |
subtype4 | 5 | 5 | 2 | 2 |
P value = 0.307 (Fisher's exact test), Q value = 0.75
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|---|
ALL | 3 | 17 | 29 | 345 |
subtype1 | 2 | 2 | 10 | 121 |
subtype2 | 0 | 1 | 6 | 48 |
subtype3 | 0 | 5 | 3 | 46 |
subtype4 | 1 | 9 | 10 | 130 |
P value = 0.113 (Fisher's exact test), Q value = 0.53
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 8 | 215 |
subtype1 | 1 | 75 |
subtype2 | 2 | 25 |
subtype3 | 3 | 32 |
subtype4 | 2 | 83 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 79 | 109 | 115 |
P value = 0.714 (logrank test), Q value = 0.97
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 302 | 172 | 0.3 - 180.2 (28.9) |
subtype1 | 78 | 43 | 0.8 - 116.1 (34.2) |
subtype2 | 109 | 65 | 0.3 - 152.0 (27.0) |
subtype3 | 115 | 64 | 0.3 - 180.2 (28.2) |
P value = 0.00264 (Kruskal-Wallis (anova)), Q value = 0.059
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 295 | 59.1 (10.9) |
subtype1 | 76 | 55.7 (10.8) |
subtype2 | 106 | 61.2 (10.6) |
subtype3 | 113 | 59.5 (10.9) |
P value = 0.785 (Fisher's exact test), Q value = 0.99
nPatients | OMENTUM | OVARY |
---|---|---|
ALL | 3 | 300 |
subtype1 | 0 | 79 |
subtype2 | 1 | 108 |
subtype3 | 2 | 113 |
P value = 0.198 (Fisher's exact test), Q value = 0.67
nPatients | NO | YES |
---|---|---|
ALL | 269 | 2 |
subtype1 | 71 | 0 |
subtype2 | 97 | 2 |
subtype3 | 101 | 0 |
P value = 0.427 (Kruskal-Wallis (anova)), Q value = 0.86
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 20 | 78.0 (16.1) |
subtype1 | 4 | 72.5 (22.2) |
subtype2 | 6 | 85.0 (12.2) |
subtype3 | 10 | 76.0 (15.8) |
P value = 0.509 (Fisher's exact test), Q value = 0.86
nPatients | R0 | R1 | R2 | RX |
---|---|---|---|---|
ALL | 3 | 5 | 2 | 3 |
subtype1 | 1 | 0 | 1 | 1 |
subtype2 | 2 | 2 | 1 | 2 |
subtype3 | 0 | 3 | 0 | 0 |
P value = 0.0602 (Fisher's exact test), Q value = 0.32
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 2 | 12 | 26 | 1 | 251 |
subtype1 | 1 | 2 | 7 | 1 | 66 |
subtype2 | 0 | 6 | 15 | 0 | 85 |
subtype3 | 1 | 4 | 4 | 0 | 100 |
P value = 0.0172 (Fisher's exact test), Q value = 0.19
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 3 | 163 |
subtype1 | 3 | 40 |
subtype2 | 0 | 60 |
subtype3 | 0 | 63 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 147 | 60 | 96 |
P value = 0.0581 (logrank test), Q value = 0.32
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 302 | 172 | 0.3 - 180.2 (28.9) |
subtype1 | 146 | 78 | 0.3 - 180.2 (31.2) |
subtype2 | 60 | 39 | 1.0 - 152.0 (25.0) |
subtype3 | 96 | 55 | 0.3 - 101.8 (27.6) |
P value = 0.0145 (Kruskal-Wallis (anova)), Q value = 0.19
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 295 | 59.1 (10.9) |
subtype1 | 142 | 57.4 (10.6) |
subtype2 | 59 | 62.4 (10.8) |
subtype3 | 94 | 59.7 (11.0) |
P value = 0.592 (Fisher's exact test), Q value = 0.9
nPatients | OMENTUM | OVARY |
---|---|---|
ALL | 3 | 300 |
subtype1 | 1 | 146 |
subtype2 | 0 | 60 |
subtype3 | 2 | 94 |
P value = 0.467 (Fisher's exact test), Q value = 0.86
nPatients | NO | YES |
---|---|---|
ALL | 269 | 2 |
subtype1 | 130 | 1 |
subtype2 | 55 | 1 |
subtype3 | 84 | 0 |
P value = 0.204 (Kruskal-Wallis (anova)), Q value = 0.67
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 20 | 78.0 (16.1) |
subtype1 | 9 | 75.6 (14.2) |
subtype2 | 3 | 93.3 (11.5) |
subtype3 | 8 | 75.0 (17.7) |
P value = 0.588 (Fisher's exact test), Q value = 0.9
nPatients | R0 | R1 | R2 | RX |
---|---|---|---|---|
ALL | 3 | 5 | 2 | 3 |
subtype1 | 1 | 3 | 1 | 2 |
subtype2 | 2 | 0 | 1 | 1 |
subtype3 | 0 | 2 | 0 | 0 |
P value = 0.652 (Fisher's exact test), Q value = 0.97
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | WHITE |
---|---|---|---|---|---|
ALL | 2 | 12 | 26 | 1 | 251 |
subtype1 | 1 | 6 | 12 | 1 | 122 |
subtype2 | 0 | 2 | 9 | 0 | 48 |
subtype3 | 1 | 4 | 5 | 0 | 81 |
P value = 0.325 (Fisher's exact test), Q value = 0.76
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 3 | 163 |
subtype1 | 3 | 73 |
subtype2 | 0 | 39 |
subtype3 | 0 | 51 |
Cluster Labels | 1 | 2 | 3 |
---|---|---|---|
Number of samples | 124 | 185 | 144 |
P value = 0.375 (logrank test), Q value = 0.82
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 451 | 254 | 0.3 - 180.2 (31.2) |
subtype1 | 123 | 78 | 0.3 - 152.0 (30.2) |
subtype2 | 185 | 99 | 0.3 - 180.2 (33.7) |
subtype3 | 143 | 77 | 0.3 - 130.0 (28.8) |
P value = 0.506 (Kruskal-Wallis (anova)), Q value = 0.86
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 445 | 59.8 (11.5) |
subtype1 | 123 | 60.7 (11.7) |
subtype2 | 182 | 59.4 (11.3) |
subtype3 | 140 | 59.4 (11.6) |
P value = 0.0206 (Fisher's exact test), Q value = 0.19
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 450 | 1 |
subtype1 | 2 | 121 | 1 |
subtype2 | 0 | 185 | 0 |
subtype3 | 0 | 144 | 0 |
P value = 0.779 (Fisher's exact test), Q value = 0.99
nPatients | NO | YES |
---|---|---|
ALL | 397 | 3 |
subtype1 | 115 | 0 |
subtype2 | 152 | 2 |
subtype3 | 130 | 1 |
P value = 0.235 (Kruskal-Wallis (anova)), Q value = 0.68
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 64 | 75.3 (13.2) |
subtype1 | 11 | 81.8 (14.0) |
subtype2 | 45 | 74.2 (12.5) |
subtype3 | 8 | 72.5 (14.9) |
P value = 0.549 (Fisher's exact test), Q value = 0.86
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|---|
ALL | 2 | 15 | 21 | 401 |
subtype1 | 2 | 3 | 6 | 106 |
subtype2 | 0 | 6 | 10 | 167 |
subtype3 | 0 | 6 | 5 | 128 |
P value = 0.0471 (Fisher's exact test), Q value = 0.32
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 8 | 263 |
subtype1 | 0 | 66 |
subtype2 | 7 | 114 |
subtype3 | 1 | 83 |
Cluster Labels | 1 | 2 | 3 | 4 |
---|---|---|---|---|
Number of samples | 105 | 73 | 169 | 106 |
P value = 0.28 (logrank test), Q value = 0.71
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 451 | 254 | 0.3 - 180.2 (31.2) |
subtype1 | 105 | 54 | 0.3 - 107.2 (34.6) |
subtype2 | 73 | 46 | 0.8 - 89.3 (27.0) |
subtype3 | 168 | 99 | 0.3 - 180.2 (30.1) |
subtype4 | 105 | 55 | 0.3 - 130.0 (30.6) |
P value = 0.000116 (Kruskal-Wallis (anova)), Q value = 0.0043
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 445 | 59.8 (11.5) |
subtype1 | 104 | 56.9 (11.5) |
subtype2 | 73 | 62.5 (11.8) |
subtype3 | 166 | 61.8 (11.1) |
subtype4 | 102 | 57.4 (10.9) |
P value = 0.871 (Fisher's exact test), Q value = 1
nPatients | OMENTUM | OVARY | PERITONEUM OVARY |
---|---|---|---|
ALL | 2 | 450 | 1 |
subtype1 | 0 | 105 | 0 |
subtype2 | 0 | 73 | 0 |
subtype3 | 2 | 166 | 1 |
subtype4 | 0 | 106 | 0 |
P value = 0.52 (Fisher's exact test), Q value = 0.86
nPatients | NO | YES |
---|---|---|
ALL | 397 | 3 |
subtype1 | 86 | 0 |
subtype2 | 66 | 1 |
subtype3 | 146 | 2 |
subtype4 | 99 | 0 |
P value = 0.677 (Kruskal-Wallis (anova)), Q value = 0.97
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 64 | 75.3 (13.2) |
subtype1 | 28 | 76.4 (11.0) |
subtype2 | 6 | 70.0 (21.0) |
subtype3 | 26 | 74.6 (14.5) |
subtype4 | 4 | 80.0 (0.0) |
P value = 0.81 (Fisher's exact test), Q value = 1
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|---|
ALL | 2 | 15 | 21 | 401 |
subtype1 | 0 | 6 | 4 | 94 |
subtype2 | 0 | 3 | 4 | 61 |
subtype3 | 1 | 3 | 8 | 152 |
subtype4 | 1 | 3 | 5 | 94 |
P value = 0.774 (Fisher's exact test), Q value = 0.99
nPatients | HISPANIC OR LATINO | NOT HISPANIC OR LATINO |
---|---|---|
ALL | 8 | 263 |
subtype1 | 3 | 70 |
subtype2 | 2 | 45 |
subtype3 | 2 | 91 |
subtype4 | 1 | 57 |
Cluster Labels | 1 | 2 |
---|---|---|
Number of samples | 12 | 10 |
P value = 0.186 (logrank test), Q value = 0.67
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 22 | 14 | 0.8 - 125.8 (30.4) |
subtype1 | 12 | 8 | 0.8 - 125.8 (22.9) |
subtype2 | 10 | 6 | 5.4 - 115.9 (59.9) |
P value = 0.434 (Wilcoxon-test), Q value = 0.86
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 21 | 60.5 (12.6) |
subtype1 | 12 | 62.6 (13.1) |
subtype2 | 9 | 57.7 (12.1) |
P value = 1 (Fisher's exact test), Q value = 1
nPatients | OMENTUM | OVARY |
---|---|---|
ALL | 1 | 21 |
subtype1 | 1 | 11 |
subtype2 | 0 | 10 |
P value = 0.0782 (Fisher's exact test), Q value = 0.38
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|---|
ALL | 1 | 1 | 1 | 19 |
subtype1 | 0 | 0 | 0 | 12 |
subtype2 | 1 | 1 | 1 | 7 |
Cluster Labels | 1 | 2 | 3 | 4 | 5 | 6 |
---|---|---|---|---|---|---|
Number of samples | 6 | 2 | 2 | 6 | 4 | 2 |
P value = 0.0195 (logrank test), Q value = 0.19
nPatients | nDeath | Duration Range (Median), Month | |
---|---|---|---|
ALL | 16 | 10 | 4.8 - 125.8 (34.0) |
subtype1 | 6 | 5 | 4.8 - 42.0 (24.9) |
subtype4 | 6 | 2 | 5.4 - 115.9 (59.9) |
subtype5 | 4 | 3 | 11.1 - 125.8 (51.8) |
P value = 0.308 (Kruskal-Wallis (anova)), Q value = 0.75
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 15 | 57.6 (12.9) |
subtype1 | 6 | 54.3 (17.4) |
subtype4 | 5 | 55.2 (7.7) |
subtype5 | 4 | 65.5 (9.1) |
P value = 0.253 (Fisher's exact test), Q value = 0.68
nPatients | OMENTUM | OVARY |
---|---|---|
ALL | 1 | 15 |
subtype1 | 0 | 6 |
subtype4 | 0 | 6 |
subtype5 | 1 | 3 |
P value = 1 (Fisher's exact test), Q value = 1
nPatients | AMERICAN INDIAN OR ALASKA NATIVE | ASIAN | WHITE |
---|---|---|---|
ALL | 1 | 1 | 14 |
subtype1 | 1 | 0 | 5 |
subtype4 | 0 | 1 | 5 |
subtype5 | 0 | 0 | 4 |
-
Cluster data file = /xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_mergedClustering/OV-TP/20141012/OV-TP.mergedcluster.txt
-
Clinical data file = /xchip/cga/gdac-prod/tcga-gdac/jobResults/Append_Data/OV-TP/19775421/OV-TP.merged_data.txt
-
Number of patients = 589
-
Number of clustering approaches = 14
-
Number of selected clinical features = 8
-
Exclude small clusters that include fewer than K patients, K = 3
consensus non-negative matrix factorization clustering approach (Brunet et al. 2004)
Resampling-based clustering method (Monti et al. 2003)
For survival clinical features, the Kaplan-Meier survival curves of tumors with and without gene mutations were plotted and the statistical significance P values were estimated by logrank test (Bland and Altman 2004) using the 'survdiff' function in R
For binary clinical features, 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.