PITA_317

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
30403
0.54 (0.0E+00)
-1.42 (1.6E-01) Co-expression
Survival
RegulatorsCausal FlowsEnriched GO BPsEnriched
Hallmarks of Cancer
33461

Replication in independent datasets

StudyFPC Var. Exp. (Perm. p-value)Survival (p-value)
Gravendeel, et al. 20090.18 (8.4E-02)
-3.96 (7.4E-05)
Madhavan, et al. 20090.20 (9.8E-01)
-2.28 (2.3E-02)
Murat, et al. 2008
0.25 (0.0E+00)
0.31 (7.6E-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.02.0033
  • 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.06.0142
  • TCGA.06.0143
  • 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.06.1800
  • 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.06.5412
  • 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.08.0392
  • 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.12.0819
  • 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.12.1099
  • 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.14.1034
  • 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.14.1454
  • 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.16.0846
  • TCGA.16.0848
  • TCGA.16.0849
  • TCGA.16.0850
  • TCGA.16.0861
  • TCGA.16.1045
  • TCGA.16.1047
  • TCGA.16.1055
  • TCGA.16.1060
  • 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.19.1791
  • TCGA.19.2619
  • TCGA.19.2625
  • TCGA.19.2629
  • TCGA.19.2631
  • 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.28.1756
  • 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.32.1976
  • TCGA.32.1982
  • TCGA.32.1986
  • TCGA.32.1987
  • TCGA.32.1991
  • TCGA.32.2491
  • 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.41.2575
  • 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.76.6660
  • TCGA.76.6661
  • TCGA.76.6664
  • TCGA.81.5910
  • TCGA.81.5911
  • TCGA.87.5896

Regulators

TypeNameActionPrior Knowledge
TFSMAD9
Activator
Yes
TFCREB5
Activator
No
TFKLF1
Repressor
Yes

Causal Flows

MutationRegulatorBicluster
HMCN1KLF1PITA_317
MUC17CREB5PITA_317
MUC17SMAD9PITA_317

Enriched GO Biological Processes

GO TermGO BP IDGenes
Nucleobase, nucleoside, nucleotide and nucleic acid metabolic processGO:0006139
Chromatin organizationGO:0006325MLL MLL5 MYST4 SETD2 WHSC1L1
Protein modification processGO:0006464
Protein methylationGO:0006479
One-carbon metabolic processGO:0006730
Organelle organizationGO:0006996PCM1
Protein alkylationGO:0008213
Cellular component organizationGO:0016043
Chromatin modificationGO:0016568CHD6 JMJD1C
Covalent chromatin modificationGO:0016569
Histone modificationGO:0016570
Histone methylationGO:0016571WHSC1L1
Peptidyl-lysine methylationGO:0018022
Peptidyl-lysine trimethylationGO:0018023
Regulation of nucleobase, nucleoside, nucleotide and nucleic acid metabolic processGO:0019219
Regulation of metabolic processGO:0019222
Interkinetic nuclear migrationGO:0022027HOOK3 PCM1
Regulation of cellular metabolic processGO:0031323
MethylationGO:0032259
Microtubule anchoringGO:0034453PCM1
Cellular nitrogen compound metabolic processGO:0034641
Cellular macromolecule biosynthetic processGO:0034645
Histone lysine methylationGO:0034968
Macromolecule metabolic processGO:0043170
Macromolecule modificationGO:0043412
Macromolecule methylationGO:0043414
Cellular metabolic processGO:0044237
Primary metabolic processGO:0044238
Cellular macromolecule metabolic processGO:0044260
Cellular protein metabolic processGO:0044267ADD1 MAN1A2
Protein localization to cytoskeletonGO:0044380
Regulation of biological processGO:0050789
Regulation of cellular processGO:0050794
Regulation of nitrogen compound metabolic processGO:0051171
Regulation of rna metabolic processGO:0051252
Chromosome organizationGO:0051276
Histone h3-k4 methylationGO:0051568MLL MLL5 WHSC1L1
Nucleus localizationGO:0051647
Regulation of macromolecule metabolic processGO:0060255
Protein localization to centrosomeGO:0071539HOOK3 PCM1
Cellular component organization or biogenesisGO:0071840
Cellular component organization or biogenesis at cellular levelGO:0071841
Cellular component organization at cellular levelGO:0071842
Regulation of primary metabolic processGO:0080090
Nucleic acid metabolic processGO:0090304
Regulation of cellular macromolecule biosynthetic processGO:2000112

Enriched Hallmarks of Cancer

Enriched Hallmarks
  • Genome instability and mutation Genome instability and mutation
Legend:
 
Hallmarks of Cancer
Hanahan and Weinberg, Cell 2011