PITA_452

Bicluster Network Summary

Legend:
= 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.
GenesPatient TumorsFPC Var. Exp.
(Perm. p-value)
Survival
(p-value)
Independent Replication
30407
0.61 (0.0E+00)
3.32 (8.9E-04)
Co-expression
Survival
RegulatorsCausal FlowsEnriched GO BPsEnriched
Hallmarks of Cancer
23532

Replication in independent datasets

StudyFPC Var. Exp. (Perm. p-value)Survival (p-value)
Gravendeel, et al. 2009
0.61 (0.0E+00)
2.93 (3.4E-03)
Madhavan, et al. 2009
0.69 (0.0E+00)
5.06 (4.2E-07)
Murat, et al. 2008
0.60 (0.0E+00)
0.75 (4.5E-01)

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.02.0051
  • 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.06.0130
  • 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.06.0210
  • 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.06.1086
  • TCGA.06.1087
  • TCGA.06.1800
  • TCGA.06.1801
  • TCGA.06.1802
  • 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.06.6697
  • 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.08.0512
  • 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.12.1090
  • 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.14.1829
  • TCGA.14.2554
  • 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.19.0960
  • 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.26.5133
  • 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.27.2528
  • TCGA.28.1745
  • TCGA.28.1746
  • TCGA.28.1747
  • TCGA.28.1751
  • TCGA.28.1753
  • TCGA.28.1755
  • 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.28.6450
  • TCGA.32.1970
  • TCGA.32.1973
  • TCGA.32.1986
  • TCGA.32.1987
  • TCGA.32.1991
  • TCGA.32.2491
  • TCGA.32.2494
  • TCGA.32.2495
  • TCGA.32.2615
  • TCGA.32.4209
  • TCGA.32.4210
  • TCGA.32.4211
  • TCGA.32.4719
  • TCGA.41.2572
  • TCGA.41.2573
  • TCGA.41.2575
  • 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.76.6286
  • TCGA.76.6657
  • TCGA.76.6660
  • TCGA.76.6661
  • TCGA.76.6664
  • TCGA.81.5910
  • TCGA.81.5911
  • TCGA.87.5896

Regulators

TypeNameActionPrior Knowledge
miRNAhsa-mir-495
Repressor
Yes
TFIRF1
Activator
Yes

Causal Flows

MutationRegulatorBicluster
ATF_2_TRANSCRIPTION_FACTOR_NETWORKIRF1PITA_452
NF1IRF1PITA_452
REELIN_SIGNALING_PATHWAYIRF1PITA_452

Enriched GO Biological Processes

GO TermGO BP IDGenes
Cytokine productionGO:0001816
Regulation of cytokine productionGO:0001817
Immune effector processGO:0002252
Immune system processGO:0002376
Antigen processing and presentation of peptide antigen via mhc class iGO:0002474B2M HLA-A HLA-B HLA-E HLA-F HLA-G TAP1
Antigen processing and presentation of exogenous peptide antigenGO:0002478
Antigen processing and presentation of exogenous peptide antigen via mhc class i, tap-dependentGO:0002479B2M HLA-A HLA-B HLA-E HLA-F HLA-G TAP1
Antigen processing and presentation of exogenous peptide antigen via mhc class i, tap-independentGO:0002480B2M HLA-A HLA-B HLA-E HLA-F HLA-G
T cell tolerance inductionGO:0002517
Regulation of tolerance inductionGO:0002643
Regulation of t cell tolerance inductionGO:0002664
Regulation of immune system processGO:0002682
Regulation of immune effector processGO:0002697
Regulation of response to biotic stimulusGO:0002831
Response to stressGO:0006950
Defense responseGO:0006952HLA-B TAP1
Immune responseGO:0006955HLA-A HLA-B
Cell surface receptor linked signaling pathwayGO:0007166
Response to biotic stimulusGO:0009607
Response to virusGO:0009615IFI44 IFIH1 IRF7 OAS3
Response to organic substanceGO:0010033
Viral reproductionGO:0016032B2M HLA-A HLA-B IFIH1 SP100 SP110
Cytokine-mediated signaling pathwayGO:0019221B2M GBP1 HERC5 HLA-A HLA-B HLA-E HLA-F HLA-G IRF7 OAS3 SP100 TRIM21
Antigen processing and presentationGO:0019882HLA-A HLA-B HLA-G
Antigen processing and presentation of exogenous antigenGO:0019884
Regulation of defense responseGO:0031347
Regulation of type i interferon productionGO:0032479IRF7 TRIM21
Negative regulation of type i interferon productionGO:0032480HERC5 IFIH1 NLRC5
Type i interferon productionGO:0032606
Positive regulation of interferon-alpha productionGO:0032727IFIH1 IRF7
Response to cytokine stimulusGO:0034097SP100
Response to type i interferonGO:0034340SP100
Response to interferon-gammaGO:0034341SP100 TRIM21
Response to chemical stimulusGO:0042221
Antigen processing and presentation of exogenous peptide antigen via mhc class iGO:0042590B2M HLA-A HLA-B HLA-E HLA-F HLA-G TAP1
Interspecies interaction between organismsGO:0044419
Innate immune responseGO:0045087B2M CASP1 HERC5 HLA-B HLA-E IFIH1 IRF7 NLRC5 TRIM21
Antigen processing and presentation of peptide antigenGO:0048002
Regulation of response to stimulusGO:0048583
Regulation of defense response to virusGO:0050688HERC5
Regulation of immune responseGO:0050776B2M HLA-A HLA-B HLA-E HLA-F HLA-G IRF7
Defense response to virusGO:0051607GBP1 GBP3 HERC5 NLRC5 OAS3
Multi-organism processGO:0051704
Response to other organismGO:0051707
Interferon-gamma-mediated signaling pathwayGO:0060333B2M GBP1 HLA-A HLA-B HLA-E HLA-F HLA-G IRF7 OAS3 SP100 TRIM21
Type i interferon-mediated signaling pathwayGO:0060337HLA-A HLA-B HLA-E HLA-F HLA-G IRF7 OAS3 SP100
Cellular response to chemical stimulusGO:0070887
Cellular response to organic substanceGO:0071310CASP1
Cellular response to cytokine stimulusGO:0071345
Cellular response to interferon-gammaGO:0071346
Cellular response to type i interferonGO:0071357
Dendritic cell differentiationGO:0097028
Regulation of dendritic cell differentiationGO:2001198HLA-B

Enriched Hallmarks of Cancer

Enriched Hallmarks
  • Tumor promoting inflammation Tumor promoting inflammation
  • Evading immune detection Evading immune detection
Legend:
 
Hallmarks of Cancer
Hanahan and Weinberg, Cell 2011