Pathway Name Avg Num Perturbations Total Perturbations Num Entities Min Mean Truth Max Mean Truth Min Mean Within Max Mean Within Min Mean Any Max Mean Within Signaling mediated by p38-alpha and p38-beta 38.0 1673.0 44.0 -0.222 0.028 1000.0 -1000.0 -0.034 -1000.0 TCGA08_retinoblastoma 31.0 252.0 8.0 -0.059 0.073 1000.0 -1000.0 -0.005 -1000.0 Signaling events mediated by the Hedgehog family 30.0 1560.0 52.0 -0.237 0.084 1000.0 -1000.0 -0.049 -1000.0 IL23-mediated signaling events 30.0 1846.0 60.0 -0.523 0.028 1000.0 -1000.0 -0.106 -1000.0 Wnt signaling 29.0 206.0 7.0 -0.105 0.024 1000.0 -1000.0 -0.026 -1000.0 IL4-mediated signaling events 26.0 2377.0 91.0 -0.55 0.47 1000.0 -1000.0 -0.136 -1000.0 Glucocorticoid receptor regulatory network 22.0 2561.0 114.0 -0.444 0.212 1000.0 -1000.0 -0.05 -1000.0 HIF-1-alpha transcription factor network 21.0 1650.0 76.0 -0.263 0.039 1000.0 -1000.0 -0.126 -1000.0 Syndecan-1-mediated signaling events 20.0 706.0 34.0 -0.074 0.029 1000.0 -1000.0 -0.038 -1000.0 Noncanonical Wnt signaling pathway 20.0 542.0 26.0 -0.106 0.028 1000.0 -1000.0 -0.052 -1000.0 p75(NTR)-mediated signaling 18.0 2371.0 125.0 -0.113 0.068 1000.0 -1000.0 -0.074 -1000.0 Ephrin A reverse signaling 17.0 122.0 7.0 -0.042 0.01 1000.0 -1000.0 -0.007 -1000.0 Glypican 1 network 17.0 841.0 48.0 -0.117 0.029 1000.0 -1000.0 -0.038 -1000.0 EGFR-dependent Endothelin signaling events 17.0 361.0 21.0 -0.063 0.041 1000.0 -1000.0 -0.045 -1000.0 BCR signaling pathway 16.0 1647.0 99.0 -0.141 0.043 1000.0 -1000.0 -0.062 -1000.0 Ephrin B reverse signaling 15.0 737.0 48.0 -0.083 0.031 1000.0 -1000.0 -0.034 -1000.0 IL12-mediated signaling events 14.0 1295.0 87.0 -0.264 0.039 1000.0 -1000.0 -0.086 -1000.0 BMP receptor signaling 14.0 1141.0 81.0 -0.1 0.052 1000.0 -1000.0 -0.055 -1000.0 Endothelins 14.0 1355.0 96.0 -0.155 0.043 1000.0 -1000.0 -0.064 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1339.0 93.0 -0.086 0.041 1000.0 -1000.0 -0.058 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 613.0 46.0 -0.236 0.055 1000.0 -1000.0 -0.123 -1000.0 EPHB forward signaling 13.0 1116.0 85.0 -0.085 0.066 1000.0 -1000.0 -0.072 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 13.0 1642.0 120.0 -0.15 0.091 1000.0 -1000.0 -0.049 -1000.0 Fc-epsilon receptor I signaling in mast cells 12.0 1253.0 97.0 -0.062 0.07 1000.0 -1000.0 -0.071 -1000.0 amb2 Integrin signaling 12.0 1029.0 82.0 -0.118 0.036 1000.0 -1000.0 -0.047 -1000.0 TCGA08_p53 12.0 84.0 7.0 -0.03 0.028 1000.0 -1000.0 -0.011 -1000.0 Calcium signaling in the CD4+ TCR pathway 12.0 387.0 31.0 -0.125 0.028 1000.0 -1000.0 -0.053 -1000.0 LPA receptor mediated events 12.0 1294.0 102.0 -0.112 0.036 1000.0 -1000.0 -0.078 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 12.0 831.0 68.0 -0.174 0.049 1000.0 -1000.0 -0.111 -1000.0 Signaling events mediated by PTP1B 11.0 898.0 76.0 -0.076 0.038 1000.0 -1000.0 -0.049 -1000.0 S1P5 pathway 11.0 193.0 17.0 -0.048 0.039 1000.0 -1000.0 -0.021 -1000.0 Glypican 2 network 11.0 46.0 4.0 -0.018 0.001 1000.0 -1000.0 0.006 -1000.0 Syndecan-4-mediated signaling events 11.0 768.0 67.0 -0.117 0.037 1000.0 -1000.0 -0.055 -1000.0 Visual signal transduction: Rods 11.0 603.0 52.0 -0.093 0.03 1000.0 -1000.0 -0.039 -1000.0 Caspase cascade in apoptosis 10.0 777.0 74.0 -0.069 0.062 1000.0 -1000.0 -0.043 -1000.0 Thromboxane A2 receptor signaling 10.0 1153.0 105.0 -0.058 0.034 1000.0 -1000.0 -0.056 -1000.0 Arf6 signaling events 10.0 647.0 62.0 -0.051 0.04 1000.0 -1000.0 -0.047 -1000.0 Reelin signaling pathway 10.0 579.0 56.0 -0.065 0.062 1000.0 -1000.0 -0.051 -1000.0 Canonical Wnt signaling pathway 10.0 539.0 51.0 -0.119 0.06 1000.0 -1000.0 -0.062 -1000.0 LPA4-mediated signaling events 9.0 110.0 12.0 -0.059 0.004 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 9.0 629.0 65.0 -0.063 0.041 1000.0 -1000.0 -0.063 -1000.0 Syndecan-2-mediated signaling events 9.0 651.0 69.0 -0.117 0.041 1000.0 -1000.0 -0.039 -1000.0 mTOR signaling pathway 9.0 502.0 53.0 -0.044 0.096 1000.0 -1000.0 -0.042 -1000.0 IL1-mediated signaling events 9.0 565.0 62.0 -0.104 0.052 1000.0 -1000.0 -0.053 -1000.0 Effects of Botulinum toxin 9.0 244.0 26.0 -0.049 0.028 1000.0 -1000.0 -0.021 -1000.0 Plasma membrane estrogen receptor signaling 9.0 791.0 86.0 -0.094 0.046 1000.0 -1000.0 -0.064 -1000.0 Visual signal transduction: Cones 8.0 329.0 38.0 -0.036 0.03 1000.0 -1000.0 -0.014 -1000.0 Osteopontin-mediated events 8.0 334.0 38.0 -0.06 0.032 1000.0 -1000.0 -0.05 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 501.0 61.0 -0.12 0.068 1000.0 -1000.0 -0.056 -1000.0 S1P1 pathway 8.0 292.0 36.0 -0.101 0.028 1000.0 -1000.0 -0.054 -1000.0 FAS signaling pathway (CD95) 8.0 422.0 47.0 -0.051 0.064 1000.0 -1000.0 -0.038 -1000.0 Nongenotropic Androgen signaling 8.0 460.0 52.0 -0.047 0.028 1000.0 -1000.0 -0.042 -1000.0 IL27-mediated signaling events 8.0 434.0 51.0 -0.118 0.045 1000.0 -1000.0 -0.056 -1000.0 IGF1 pathway 8.0 480.0 57.0 -0.051 0.056 1000.0 -1000.0 -0.049 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 955.0 136.0 -0.292 0.074 1000.0 -1000.0 -0.052 -1000.0 Coregulation of Androgen receptor activity 7.0 570.0 76.0 -0.117 0.052 1000.0 -1000.0 -0.023 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 7.0 610.0 85.0 -0.031 0.057 1000.0 -1000.0 -0.059 -1000.0 Nectin adhesion pathway 7.0 492.0 63.0 -0.036 0.05 1000.0 -1000.0 -0.047 -1000.0 Signaling events regulated by Ret tyrosine kinase 7.0 597.0 82.0 -0.028 0.029 1000.0 -1000.0 -0.063 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 7.0 382.0 52.0 -0.052 0.036 1000.0 -1000.0 -0.055 -1000.0 Syndecan-3-mediated signaling events 7.0 256.0 35.0 -0.066 0.068 1000.0 -1000.0 -0.036 -1000.0 Integrins in angiogenesis 7.0 619.0 84.0 -0.066 0.061 1000.0 -1000.0 -0.057 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 238.0 33.0 -0.067 0.071 1000.0 -1000.0 -0.036 -1000.0 S1P4 pathway 7.0 193.0 25.0 -0.047 0.046 1000.0 -1000.0 -0.032 -1000.0 Regulation of Androgen receptor activity 7.0 495.0 70.0 -0.165 0.036 1000.0 -1000.0 -0.061 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 224.0 34.0 -0.014 0.028 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 6.0 472.0 69.0 -0.079 0.039 1000.0 -1000.0 -0.045 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 352.0 54.0 -0.058 0.04 1000.0 -1000.0 -0.052 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 108.0 17.0 -0.018 0.043 1000.0 -1000.0 -0.039 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 417.0 65.0 -0.124 0.064 1000.0 -1000.0 -0.047 -1000.0 IL2 signaling events mediated by PI3K 6.0 358.0 58.0 -0.056 0.037 1000.0 -1000.0 -0.053 -1000.0 FOXM1 transcription factor network 6.0 331.0 51.0 -0.032 0.129 1000.0 -1000.0 -0.16 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 6.0 488.0 78.0 -0.045 0.029 1000.0 -1000.0 -0.05 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 152.0 28.0 -0.034 0.044 1000.0 -1000.0 -0.031 -1000.0 IFN-gamma pathway 5.0 397.0 68.0 -0.04 0.055 1000.0 -1000.0 -0.06 -1000.0 Ceramide signaling pathway 5.0 425.0 76.0 -0.05 0.072 1000.0 -1000.0 -0.04 -1000.0 HIF-2-alpha transcription factor network 5.0 245.0 43.0 -0.041 0.05 1000.0 -1000.0 -0.071 -1000.0 TCGA08_rtk_signaling 5.0 138.0 26.0 -0.073 0.086 1000.0 -1000.0 -0.017 -1000.0 IL6-mediated signaling events 5.0 438.0 75.0 -0.261 0.054 1000.0 -1000.0 -0.084 -1000.0 IL2 signaling events mediated by STAT5 5.0 116.0 22.0 -0.027 0.029 1000.0 -1000.0 -0.053 -1000.0 Regulation of Telomerase 5.0 511.0 102.0 -0.1 0.07 1000.0 -1000.0 -0.058 -1000.0 Insulin Pathway 5.0 378.0 74.0 -0.07 0.062 1000.0 -1000.0 -0.052 -1000.0 Angiopoietin receptor Tie2-mediated signaling 5.0 525.0 88.0 -0.066 0.037 1000.0 -1000.0 -0.092 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 91.0 17.0 0.0 0.046 1000.0 -1000.0 -0.032 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 21.0 5.0 0.014 0.034 1000.0 -1000.0 0.008 -1000.0 Cellular roles of Anthrax toxin 4.0 178.0 39.0 -0.033 0.032 1000.0 -1000.0 -0.022 -1000.0 PLK1 signaling events 4.0 363.0 85.0 -0.028 0.106 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 4.0 197.0 44.0 -0.025 0.05 1000.0 -1000.0 -0.045 -1000.0 TRAIL signaling pathway 4.0 233.0 48.0 -0.007 0.07 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 4.0 236.0 58.0 -0.024 0.053 1000.0 -1000.0 -0.054 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 188.0 45.0 -0.03 0.061 1000.0 -1000.0 -0.053 -1000.0 Regulation of p38-alpha and p38-beta 4.0 231.0 54.0 -0.057 0.066 1000.0 -1000.0 -0.053 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 353.0 74.0 -0.078 0.059 1000.0 -1000.0 -0.076 -1000.0 Class I PI3K signaling events 4.0 305.0 73.0 -0.057 0.051 1000.0 -1000.0 -0.054 -1000.0 PDGFR-beta signaling pathway 4.0 482.0 97.0 -0.127 0.065 1000.0 -1000.0 -0.07 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 137.0 37.0 -0.027 0.062 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class III 3.0 155.0 40.0 -0.051 0.052 1000.0 -1000.0 -0.029 -1000.0 ceramide signaling pathway 3.0 167.0 49.0 -0.008 0.04 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 54.0 15.0 -0.014 0.028 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 393.0 125.0 -0.009 0.066 1000.0 -1000.0 -0.064 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 240.0 76.0 -0.039 0.064 1000.0 -1000.0 -0.066 -1000.0 S1P3 pathway 3.0 166.0 42.0 -0.029 0.051 1000.0 -1000.0 -0.042 -1000.0 E-cadherin signaling in keratinocytes 3.0 152.0 43.0 -0.056 0.066 1000.0 -1000.0 -0.044 -1000.0 Class IB PI3K non-lipid kinase events 3.0 9.0 3.0 -0.02 0.02 1000.0 -1000.0 -0.005 -1000.0 Aurora B signaling 3.0 217.0 67.0 -0.078 0.073 1000.0 -1000.0 -0.04 -1000.0 Canonical NF-kappaB pathway 2.0 83.0 39.0 -0.008 0.057 1000.0 -1000.0 -0.041 -1000.0 Aurora A signaling 2.0 147.0 60.0 -0.039 0.055 1000.0 -1000.0 -0.022 -1000.0 Arf6 downstream pathway 2.0 109.0 43.0 -0.047 0.048 1000.0 -1000.0 -0.033 -1000.0 EPO signaling pathway 2.0 164.0 55.0 -0.005 0.058 1000.0 -1000.0 -0.058 -1000.0 Signaling events mediated by HDAC Class I 2.0 226.0 104.0 -0.053 0.069 1000.0 -1000.0 -0.041 -1000.0 FoxO family signaling 2.0 128.0 64.0 -0.048 0.064 1000.0 -1000.0 -0.073 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 101.0 36.0 -0.049 0.056 1000.0 -1000.0 -0.044 -1000.0 Rapid glucocorticoid signaling 2.0 46.0 20.0 -0.001 0.034 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by PRL 2.0 72.0 34.0 -0.036 0.041 1000.0 -1000.0 -0.051 -1000.0 p38 MAPK signaling pathway 2.0 102.0 44.0 -0.024 0.053 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class II 1.0 111.0 75.0 -0.033 0.072 1000.0 -1000.0 -0.037 -1000.0 BARD1 signaling events 1.0 113.0 57.0 -0.035 0.064 1000.0 -1000.0 -0.057 -1000.0 PLK2 and PLK4 events 1.0 5.0 3.0 0.007 0.025 1000.0 -1000.0 -0.009 -1000.0 Circadian rhythm pathway 1.0 38.0 22.0 -0.007 0.046 1000.0 -1000.0 -0.046 -1000.0 Aurora C signaling 1.0 9.0 7.0 -0.0 0.045 1000.0 -1000.0 -0.018 -1000.0 Insulin-mediated glucose transport 1.0 38.0 32.0 -0.0 0.053 1000.0 -1000.0 -0.038 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 128.0 68.0 -0.042 0.058 1000.0 -1000.0 -0.04 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 159.0 83.0 -0.011 0.052 1000.0 -1000.0 -0.044 -1000.0 Atypical NF-kappaB pathway 1.0 33.0 31.0 -0.0 0.029 1000.0 -1000.0 -0.035 -1000.0 Arf6 trafficking events 1.0 112.0 71.0 -0.043 0.052 1000.0 -1000.0 -0.035 -1000.0 VEGFR1 specific signals 1.0 111.0 56.0 -0.026 0.065 1000.0 -1000.0 -0.06 -1000.0 Alternative NF-kappaB pathway 1.0 15.0 13.0 0.0 0.068 1000.0 -1000.0 0.0 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 0.004 0.053 1000.0 -1000.0 -0.033 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 25.0 27.0 -0.01 0.062 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling events 0.0 2.0 5.0 0.026 0.048 1000.0 -1000.0 0.008 -1000.0 Arf1 pathway 0.0 47.0 54.0 -0.002 0.039 1000.0 -1000.0 -0.019 -1000.0 Total 1052 63958 7203 -10.0888183406 7.05829270914 131000 -131000 -6.23529905105 -131000