PITA_157
Bicluster Network Summary
Legend:
= Somatically mutated gene/pathway = TF; = miRNA; (Regulator edges: = Activation; T = Repression)
= Bicluster
= Hallmark of Cancer
= Somatically mutated gene/pathway = TF; = miRNA; (Regulator edges: = Activation; T = Repression)
= Bicluster
= Hallmark of Cancer
Summary
| Bicluster Expression of Patient Tumors
Expression of genes from patient tumors in bicluster on left side of red dashed line and out of bicluster on right of red dashed line. Each patient tumor is represented as a boxplot, ordered by their median expression for the bicluster genes (smallest to largest) and colored according to it's GBM subtype. |
Enrichment of Tumor Subtypes in Qunitiles
Patient tumors are sorted as on the left and broken into quintiles following the dashed grey lines. Then each quintile is tested for enrichment of each tumor subtype. The deviation from zero indicate -log10(enrichment p-value), and positive values indicate over-enrichment and negative values underenrichment. |
| Genes | Patient Tumors | FPC Var. Exp. (Perm. p-value) | Survival (p-value) | Independent Replication |
|---|---|---|---|---|
| 32 | 404 | 0.51 (0.0E+00) |
3.08 (2.0E-03) |
Co-expression Survival |
| Regulators | Causal Flows | Enriched GO BPs | Enriched Hallmarks of Cancer |
|---|---|---|---|
| 0 | 0 | 43 | 1 |
Replication in independent datasets
| Study | FPC Var. Exp. (Perm. p-value) | Survival (p-value) |
|---|---|---|
| Gravendeel, et al. 2009 | 0.53 (0.0E+00) | 3.12 (1.8E-03) |
| Madhavan, et al. 2009 | 0.58 (0.0E+00) | 5.61 (2.1E-08) |
| Murat, et al. 2008 | 0.41 (0.0E+00) | 0.20 (8.4E-01) |
Genes
Patients
- TCGA.02.0001
- TCGA.02.0003
- TCGA.02.0004
- TCGA.02.0006
- TCGA.02.0007
- TCGA.02.0009
- TCGA.02.0010
- TCGA.02.0011
- TCGA.02.0014
- TCGA.02.0015
- TCGA.02.0016
- TCGA.02.0021
- TCGA.02.0023
- TCGA.02.0024
- TCGA.02.0025
- TCGA.02.0026
- TCGA.02.0027
- TCGA.02.0028
- TCGA.02.0033
- TCGA.02.0034
- TCGA.02.0037
- TCGA.02.0038
- TCGA.02.0039
- TCGA.02.0043
- TCGA.02.0046
- TCGA.02.0047
- TCGA.02.0048
- TCGA.02.0051
- TCGA.02.0052
- TCGA.02.0054
- TCGA.02.0055
- TCGA.02.0057
- TCGA.02.0058
- TCGA.02.0059
- TCGA.02.0060
- TCGA.02.0064
- TCGA.02.0068
- TCGA.02.0069
- TCGA.02.0070
- TCGA.02.0071
- TCGA.02.0074
- TCGA.02.0075
- TCGA.02.0079
- TCGA.02.0080
- TCGA.02.0083
- TCGA.02.0085
- TCGA.02.0086
- TCGA.02.0089
- TCGA.02.0099
- TCGA.02.0102
- TCGA.02.0104
- TCGA.02.0107
- TCGA.02.0113
- TCGA.02.0114
- TCGA.02.0115
- TCGA.02.0116
- TCGA.02.0289
- TCGA.02.0321
- TCGA.02.0330
- TCGA.02.0332
- TCGA.02.0337
- TCGA.02.0422
- TCGA.02.0430
- TCGA.02.0432
- TCGA.02.0440
- TCGA.02.0446
- TCGA.02.2466
- TCGA.02.2470
- TCGA.02.2483
- TCGA.02.2485
- TCGA.02.2486
- TCGA.06.0122
- TCGA.06.0124
- TCGA.06.0125
- TCGA.06.0126
- TCGA.06.0128
- TCGA.06.0129
- TCGA.06.0130
- TCGA.06.0132
- TCGA.06.0133
- TCGA.06.0137
- TCGA.06.0138
- TCGA.06.0139
- TCGA.06.0140
- TCGA.06.0141
- TCGA.06.0142
- TCGA.06.0143
- TCGA.06.0145
- TCGA.06.0146
- TCGA.06.0148
- TCGA.06.0150
- TCGA.06.0151
- TCGA.06.0152
- TCGA.06.0154
- TCGA.06.0155
- TCGA.06.0156
- TCGA.06.0157
- TCGA.06.0158
- TCGA.06.0159
- TCGA.06.0160
- TCGA.06.0165
- TCGA.06.0166
- TCGA.06.0167
- TCGA.06.0168
- TCGA.06.0169
- TCGA.06.0171
- TCGA.06.0173
- TCGA.06.0174
- TCGA.06.0176
- TCGA.06.0178
- TCGA.06.0184
- TCGA.06.0185
- TCGA.06.0187
- TCGA.06.0188
- TCGA.06.0189
- TCGA.06.0190
- TCGA.06.0192
- TCGA.06.0195
- TCGA.06.0197
- TCGA.06.0201
- TCGA.06.0206
- TCGA.06.0208
- TCGA.06.0209
- TCGA.06.0211
- TCGA.06.0213
- TCGA.06.0214
- TCGA.06.0216
- TCGA.06.0219
- TCGA.06.0221
- TCGA.06.0237
- TCGA.06.0238
- TCGA.06.0240
- TCGA.06.0241
- TCGA.06.0394
- TCGA.06.0409
- TCGA.06.0644
- TCGA.06.0649
- TCGA.06.0650
- TCGA.06.0673
- TCGA.06.0675
- TCGA.06.0676
- TCGA.06.0678
- TCGA.06.0681
- TCGA.06.0686
- TCGA.06.0743
- TCGA.06.0744
- TCGA.06.0745
- TCGA.06.0747
- TCGA.06.0749
- TCGA.06.0750
- TCGA.06.0875
- TCGA.06.0876
- TCGA.06.0877
- TCGA.06.0878
- TCGA.06.0879
- TCGA.06.0881
- TCGA.06.0882
- TCGA.06.1084
- TCGA.06.1087
- TCGA.06.1800
- TCGA.06.1801
- TCGA.06.1802
- TCGA.06.1804
- TCGA.06.1805
- TCGA.06.2557
- TCGA.06.2558
- TCGA.06.2559
- TCGA.06.2561
- TCGA.06.2562
- TCGA.06.2563
- TCGA.06.2564
- TCGA.06.2565
- TCGA.06.2566
- TCGA.06.2567
- TCGA.06.2570
- TCGA.06.5412
- TCGA.06.5414
- TCGA.06.5415
- TCGA.06.5417
- TCGA.06.5418
- TCGA.06.5856
- TCGA.06.5859
- TCGA.06.6388
- TCGA.06.6390
- TCGA.06.6695
- TCGA.06.6698
- TCGA.06.6699
- TCGA.06.6701
- TCGA.08.0244
- TCGA.08.0245
- TCGA.08.0246
- TCGA.08.0344
- TCGA.08.0346
- TCGA.08.0347
- TCGA.08.0348
- TCGA.08.0350
- TCGA.08.0351
- TCGA.08.0353
- TCGA.08.0354
- TCGA.08.0355
- TCGA.08.0356
- TCGA.08.0357
- TCGA.08.0359
- TCGA.08.0360
- TCGA.08.0380
- TCGA.08.0385
- TCGA.08.0389
- TCGA.08.0390
- TCGA.08.0392
- TCGA.08.0510
- TCGA.08.0512
- TCGA.08.0517
- TCGA.08.0524
- TCGA.08.0623
- TCGA.08.0625
- TCGA.08.0626
- TCGA.08.0627
- TCGA.12.0616
- TCGA.12.0618
- TCGA.12.0619
- TCGA.12.0620
- TCGA.12.0653
- TCGA.12.0654
- TCGA.12.0656
- TCGA.12.0657
- TCGA.12.0662
- TCGA.12.0670
- TCGA.12.0688
- TCGA.12.0691
- TCGA.12.0692
- TCGA.12.0703
- TCGA.12.0707
- TCGA.12.0769
- TCGA.12.0772
- TCGA.12.0773
- TCGA.12.0775
- TCGA.12.0776
- TCGA.12.0778
- TCGA.12.0780
- TCGA.12.0818
- TCGA.12.0819
- TCGA.12.0820
- TCGA.12.0821
- TCGA.12.0822
- TCGA.12.0826
- TCGA.12.0827
- TCGA.12.0828
- TCGA.12.0829
- TCGA.12.1088
- TCGA.12.1089
- TCGA.12.1091
- TCGA.12.1092
- TCGA.12.1093
- TCGA.12.1094
- TCGA.12.1095
- TCGA.12.1097
- TCGA.12.1098
- TCGA.12.1099
- TCGA.12.1599
- TCGA.12.1600
- TCGA.12.1602
- TCGA.12.3646
- TCGA.12.3649
- TCGA.12.5295
- TCGA.14.0736
- TCGA.14.0781
- TCGA.14.0783
- TCGA.14.0787
- TCGA.14.0789
- TCGA.14.0790
- TCGA.14.0812
- TCGA.14.0813
- TCGA.14.0817
- TCGA.14.0865
- TCGA.14.0867
- TCGA.14.0871
- TCGA.14.1034
- TCGA.14.1037
- TCGA.14.1043
- TCGA.14.1396
- TCGA.14.1401
- TCGA.14.1402
- TCGA.14.1450
- TCGA.14.1451
- TCGA.14.1452
- TCGA.14.1453
- TCGA.14.1454
- TCGA.14.1456
- TCGA.14.1458
- TCGA.14.1459
- TCGA.14.1827
- TCGA.14.1829
- TCGA.14.2554
- TCGA.14.3476
- TCGA.14.4157
- TCGA.15.0742
- TCGA.15.1446
- TCGA.15.1447
- TCGA.15.1449
- TCGA.16.0846
- TCGA.16.0848
- TCGA.16.0849
- TCGA.16.0850
- TCGA.16.0861
- TCGA.16.1045
- TCGA.16.1047
- TCGA.16.1055
- TCGA.16.1056
- TCGA.16.1060
- TCGA.16.1062
- TCGA.16.1063
- TCGA.19.0955
- TCGA.19.0957
- TCGA.19.0963
- TCGA.19.0964
- TCGA.19.1387
- TCGA.19.1390
- TCGA.19.1392
- TCGA.19.1787
- TCGA.19.1790
- TCGA.19.2619
- TCGA.19.2625
- TCGA.19.2629
- TCGA.19.2631
- TCGA.19.5947
- TCGA.19.5951
- TCGA.19.5953
- TCGA.19.5954
- TCGA.19.5955
- TCGA.19.5956
- TCGA.19.5959
- TCGA.26.1438
- TCGA.26.1439
- TCGA.26.1440
- TCGA.26.1442
- TCGA.26.1443
- TCGA.26.5134
- TCGA.26.5135
- TCGA.26.5136
- TCGA.26.5139
- TCGA.26.6173
- TCGA.27.1833
- TCGA.27.1836
- TCGA.27.1837
- TCGA.27.1838
- TCGA.27.2518
- TCGA.27.2519
- TCGA.27.2521
- TCGA.27.2523
- TCGA.27.2526
- TCGA.27.2527
- TCGA.28.1745
- TCGA.28.1746
- TCGA.28.1747
- TCGA.28.1751
- TCGA.28.1753
- TCGA.28.1756
- TCGA.28.2506
- TCGA.28.2509
- TCGA.28.2510
- TCGA.28.2513
- TCGA.28.2514
- TCGA.28.5208
- TCGA.28.5209
- TCGA.28.5213
- TCGA.28.5214
- TCGA.28.5220
- TCGA.32.1970
- TCGA.32.1973
- TCGA.32.1976
- TCGA.32.1982
- TCGA.32.1986
- TCGA.32.1987
- TCGA.32.1991
- TCGA.32.2494
- TCGA.32.2495
- TCGA.32.2615
- TCGA.32.4208
- TCGA.32.4209
- TCGA.32.4210
- TCGA.32.4211
- TCGA.32.4719
- TCGA.41.2572
- TCGA.41.2573
- TCGA.41.3393
- TCGA.41.3915
- TCGA.41.4097
- TCGA.41.5651
- TCGA.74.6573
- TCGA.74.6575
- TCGA.74.6578
- TCGA.76.4925
- TCGA.76.4927
- TCGA.76.4932
- TCGA.76.4934
- TCGA.76.4935
- TCGA.76.6191
- TCGA.76.6282
- TCGA.76.6657
- TCGA.76.6660
- TCGA.76.6661
- TCGA.76.6664
- TCGA.81.5910
- TCGA.81.5911
Regulators
| Type | Name | Action | Prior Knowledge |
|---|---|---|---|
Causal Flows
| Mutation | Regulator | Bicluster |
|---|
Enriched GO Biological Processes
| GO Term | GO BP ID | Genes |
| Blood vessel development | GO:0001568 | |
| Response to hypoxia | GO:0001666 | ADM PLOD2 SOCS3 VEGFA |
| Morphogenesis of a branching structure | GO:0001763 | |
| Vasculature development | GO:0001944 | |
| Response to molecule of bacterial origin | GO:0002237 | |
| Anti-apoptosis | GO:0006916 | |
| Response to stress | GO:0006950 | |
| Cell proliferation | GO:0008283 | |
| Response to external stimulus | GO:0009605 | |
| Response to biotic stimulus | GO:0009607 | |
| Response to bacterium | GO:0009617 | |
| Response to abiotic stimulus | GO:0009628 | |
| Organ morphogenesis | GO:0009887 | NRP1 |
| Response to organic substance | GO:0010033 | |
| Response to ionizing radiation | GO:0010212 | |
| Positive regulation of endothelial cell migration | GO:0010595 | NRP1 NRP2 VEGFA |
| Antimicrobial humoral response | GO:0019730 | BCL3 |
| Regulation of response to external stimulus | GO:0032101 | |
| Regulation of cellular protein metabolic process | GO:0032268 | |
| Response to lipopolysaccharide | GO:0032496 | ADM NOD2 SOCS3 THBD TNFRSF1A |
| Endothelial cell chemotaxis | GO:0035767 | NRP1 VEGFA |
| Cellular response to vascular endothelial growth factor stimulus | GO:0035924 | NRP1 VEGFA |
| Regulation of cell proliferation | GO:0042127 | MMP7 TNFRSF1A |
| Response to chemical stimulus | GO:0042221 | |
| Defense response to bacterium | GO:0042742 | BCL3 NOD2 TNFRSF1A |
| Negative regulation of apoptosis | GO:0043066 | BCL3 NFKB1 SOCS3 VEGFA |
| Negative regulation of programmed cell death | GO:0043069 | |
| Vascular endothelial growth factor receptor signaling pathway | GO:0048010 | NRP1 NRP2 VEGFA |
| Blood vessel morphogenesis | GO:0048514 | |
| Positive regulation of biological process | GO:0048518 | |
| Tissue morphogenesis | GO:0048729 | |
| Epithelial cell proliferation | GO:0050673 | COL8A1 |
| Positive regulation of epithelial cell proliferation | GO:0050679 | NOD2 VEGFA |
| Positive regulation of multicellular organismal process | GO:0051240 | |
| Response to other organism | GO:0051707 | |
| Negative regulation of cell death | GO:0060548 | |
| Spongiotrophoblast layer development | GO:0060712 | ADM |
| Morphogenesis of a branching epithelium | GO:0061138 | |
| Response to oxygen levels | GO:0070482 | |
| Cellular response to chemical stimulus | GO:0070887 | |
| Cellular response to organic substance | GO:0071310 | |
| Cardiovascular system development | GO:0072358 | |
| Circulatory system development | GO:0072359 |
Enriched Hallmarks of Cancer
|
Legend: Hanahan and Weinberg, Cell 2011 |
Evading apoptosis