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 FOXA2 and FOXA3 transcription factor networks 53.0 2439.0 46.0 -0.661 0.03 1000.0 -1000.0 -0.143 -1000.0 Signaling events regulated by Ret tyrosine kinase 37.0 3091.0 82.0 -0.105 0.027 1000.0 -1000.0 -0.054 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 35.0 1937.0 54.0 -0.104 0.037 1000.0 -1000.0 -0.037 -1000.0 Effects of Botulinum toxin 35.0 924.0 26.0 -0.105 0.026 1000.0 -1000.0 -0.005 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 34.0 1184.0 34.0 -0.061 0.027 1000.0 -1000.0 -0.029 -1000.0 p75(NTR)-mediated signaling 34.0 4335.0 125.0 -0.127 0.068 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 33.0 2639.0 78.0 -0.212 0.065 1000.0 -1000.0 -0.047 -1000.0 Aurora C signaling 31.0 217.0 7.0 -0.338 0.041 1000.0 -1000.0 -0.013 -1000.0 Wnt signaling 31.0 219.0 7.0 -0.062 0.023 1000.0 -1000.0 -0.017 -1000.0 IL4-mediated signaling events 30.0 2775.0 91.0 -0.632 0.495 1000.0 -1000.0 -0.168 -1000.0 Reelin signaling pathway 28.0 1622.0 56.0 -0.087 0.06 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by the Hedgehog family 25.0 1302.0 52.0 -0.063 0.041 1000.0 -1000.0 -0.043 -1000.0 Syndecan-2-mediated signaling events 24.0 1676.0 69.0 -0.119 0.042 1000.0 -1000.0 -0.04 -1000.0 Fc-epsilon receptor I signaling in mast cells 24.0 2383.0 97.0 -0.089 0.042 1000.0 -1000.0 -0.059 -1000.0 Noncanonical Wnt signaling pathway 23.0 611.0 26.0 -0.063 0.026 1000.0 -1000.0 -0.041 -1000.0 Glypican 1 network 22.0 1071.0 48.0 -0.081 0.046 1000.0 -1000.0 -0.029 -1000.0 Ephrin A reverse signaling 21.0 151.0 7.0 -0.012 0.008 1000.0 -1000.0 -0.011 -1000.0 BMP receptor signaling 21.0 1738.0 81.0 -0.183 0.047 1000.0 -1000.0 -0.049 -1000.0 Ephrin B reverse signaling 21.0 1030.0 48.0 -0.119 0.061 1000.0 -1000.0 -0.024 -1000.0 Canonical Wnt signaling pathway 21.0 1094.0 51.0 -0.109 0.107 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 20.0 1771.0 85.0 -0.119 0.095 1000.0 -1000.0 -0.057 -1000.0 BCR signaling pathway 20.0 2017.0 99.0 -0.131 0.033 1000.0 -1000.0 -0.05 -1000.0 IL23-mediated signaling events 19.0 1147.0 60.0 -0.557 0.033 1000.0 -1000.0 -0.142 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 18.0 943.0 52.0 -0.118 0.054 1000.0 -1000.0 -0.047 -1000.0 Presenilin action in Notch and Wnt signaling 17.0 1078.0 61.0 -0.109 0.068 1000.0 -1000.0 -0.044 -1000.0 Syndecan-1-mediated signaling events 16.0 547.0 34.0 -0.09 0.026 1000.0 -1000.0 -0.039 -1000.0 Glypican 2 network 16.0 64.0 4.0 0.005 0.018 1000.0 -1000.0 0.01 -1000.0 Visual signal transduction: Cones 15.0 604.0 38.0 -0.031 0.046 1000.0 -1000.0 -0.01 -1000.0 amb2 Integrin signaling 15.0 1258.0 82.0 -0.106 0.048 1000.0 -1000.0 -0.035 -1000.0 EGFR-dependent Endothelin signaling events 15.0 318.0 21.0 -0.036 0.038 1000.0 -1000.0 -0.039 -1000.0 Visual signal transduction: Rods 15.0 803.0 52.0 -0.05 0.034 1000.0 -1000.0 -0.022 -1000.0 HIF-1-alpha transcription factor network 14.0 1118.0 76.0 -0.239 0.035 1000.0 -1000.0 -0.138 -1000.0 Endothelins 14.0 1426.0 96.0 -0.199 0.029 1000.0 -1000.0 -0.062 -1000.0 TCGA08_p53 14.0 101.0 7.0 -0.035 0.026 1000.0 -1000.0 -0.004 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1706.0 120.0 -0.084 0.069 1000.0 -1000.0 -0.041 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1259.0 93.0 -0.1 0.049 1000.0 -1000.0 -0.053 -1000.0 LPA receptor mediated events 13.0 1371.0 102.0 -0.091 0.037 1000.0 -1000.0 -0.057 -1000.0 TCGA08_retinoblastoma 13.0 108.0 8.0 -0.039 0.028 1000.0 -1000.0 -0.004 -1000.0 PDGFR-beta signaling pathway 12.0 1172.0 97.0 -0.063 0.068 1000.0 -1000.0 -0.053 -1000.0 Aurora B signaling 12.0 840.0 67.0 -0.257 0.087 1000.0 -1000.0 -0.037 -1000.0 ErbB2/ErbB3 signaling events 11.0 775.0 65.0 -0.064 0.038 1000.0 -1000.0 -0.054 -1000.0 Arf6 signaling events 11.0 685.0 62.0 -0.058 0.062 1000.0 -1000.0 -0.04 -1000.0 Nongenotropic Androgen signaling 11.0 590.0 52.0 -0.051 0.042 1000.0 -1000.0 -0.033 -1000.0 ErbB4 signaling events 10.0 730.0 69.0 -0.09 0.043 1000.0 -1000.0 -0.04 -1000.0 IL1-mediated signaling events 10.0 626.0 62.0 -0.045 0.068 1000.0 -1000.0 -0.045 -1000.0 IL27-mediated signaling events 10.0 524.0 51.0 -0.252 0.089 1000.0 -1000.0 -0.054 -1000.0 Syndecan-4-mediated signaling events 10.0 725.0 67.0 -0.136 0.032 1000.0 -1000.0 -0.036 -1000.0 Regulation of Androgen receptor activity 10.0 725.0 70.0 -0.179 0.032 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by PTP1B 9.0 721.0 76.0 -0.071 0.035 1000.0 -1000.0 -0.034 -1000.0 Nectin adhesion pathway 9.0 576.0 63.0 -0.181 0.049 1000.0 -1000.0 -0.061 -1000.0 S1P5 pathway 9.0 167.0 17.0 -0.028 0.029 1000.0 -1000.0 -0.016 -1000.0 FAS signaling pathway (CD95) 9.0 432.0 47.0 -0.024 0.038 1000.0 -1000.0 -0.045 -1000.0 Syndecan-3-mediated signaling events 9.0 340.0 35.0 -0.114 0.068 1000.0 -1000.0 -0.016 -1000.0 Integrins in angiogenesis 9.0 809.0 84.0 -0.111 0.061 1000.0 -1000.0 -0.043 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 294.0 31.0 -0.105 0.026 1000.0 -1000.0 -0.041 -1000.0 Plasma membrane estrogen receptor signaling 9.0 856.0 86.0 -0.091 0.05 1000.0 -1000.0 -0.052 -1000.0 LPA4-mediated signaling events 8.0 98.0 12.0 -0.041 0.006 1000.0 -1000.0 -0.023 -1000.0 Osteopontin-mediated events 8.0 320.0 38.0 -0.109 0.041 1000.0 -1000.0 -0.046 -1000.0 Cellular roles of Anthrax toxin 8.0 346.0 39.0 -0.017 0.026 1000.0 -1000.0 -0.02 -1000.0 Glucocorticoid receptor regulatory network 8.0 998.0 114.0 -0.214 0.128 1000.0 -1000.0 -0.064 -1000.0 Ceramide signaling pathway 8.0 679.0 76.0 -0.032 0.069 1000.0 -1000.0 -0.04 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 302.0 37.0 -0.086 0.061 1000.0 -1000.0 -0.032 -1000.0 ceramide signaling pathway 8.0 402.0 49.0 -0.0 0.039 1000.0 -1000.0 -0.042 -1000.0 S1P4 pathway 8.0 212.0 25.0 -0.028 0.045 1000.0 -1000.0 -0.027 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 7.0 625.0 85.0 -0.034 0.043 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 7.0 416.0 55.0 0.003 0.053 1000.0 -1000.0 -0.037 -1000.0 PLK1 signaling events 7.0 644.0 85.0 -0.006 0.048 1000.0 -1000.0 -0.032 -1000.0 PDGFR-alpha signaling pathway 7.0 319.0 44.0 -0.081 0.072 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 7.0 283.0 36.0 -0.041 0.026 1000.0 -1000.0 -0.045 -1000.0 IGF1 pathway 7.0 437.0 57.0 -0.025 0.05 1000.0 -1000.0 -0.043 -1000.0 Caspase cascade in apoptosis 6.0 452.0 74.0 -0.04 0.063 1000.0 -1000.0 -0.035 -1000.0 IFN-gamma pathway 6.0 449.0 68.0 -0.051 0.038 1000.0 -1000.0 -0.05 -1000.0 Class I PI3K signaling events mediated by Akt 6.0 468.0 68.0 -0.029 0.045 1000.0 -1000.0 -0.037 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 504.0 74.0 -0.12 0.061 1000.0 -1000.0 -0.068 -1000.0 Class I PI3K signaling events 6.0 481.0 73.0 -0.043 0.046 1000.0 -1000.0 -0.041 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 201.0 33.0 -0.041 0.062 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in keratinocytes 6.0 267.0 43.0 -0.026 0.042 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 5.0 431.0 76.0 -0.059 0.051 1000.0 -1000.0 -0.028 -1000.0 IL12-mediated signaling events 5.0 455.0 87.0 -0.054 0.042 1000.0 -1000.0 -0.095 -1000.0 Retinoic acid receptors-mediated signaling 5.0 312.0 58.0 -0.123 0.05 1000.0 -1000.0 -0.052 -1000.0 IL2 signaling events mediated by PI3K 5.0 309.0 58.0 -0.024 0.046 1000.0 -1000.0 -0.051 -1000.0 Regulation of p38-alpha and p38-beta 5.0 318.0 54.0 -0.043 0.057 1000.0 -1000.0 -0.045 -1000.0 IL6-mediated signaling events 5.0 384.0 75.0 -0.169 0.041 1000.0 -1000.0 -0.072 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 377.0 68.0 -0.167 0.027 1000.0 -1000.0 -0.09 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 388.0 76.0 -0.013 0.057 1000.0 -1000.0 -0.05 -1000.0 S1P3 pathway 5.0 250.0 42.0 -0.027 0.046 1000.0 -1000.0 -0.032 -1000.0 Angiopoietin receptor Tie2-mediated signaling 5.0 450.0 88.0 -0.073 0.065 1000.0 -1000.0 -0.065 -1000.0 FOXM1 transcription factor network 5.0 276.0 51.0 -0.053 0.037 1000.0 -1000.0 -0.169 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 88.0 17.0 -0.0 0.041 1000.0 -1000.0 -0.028 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 126.0 28.0 -0.028 0.043 1000.0 -1000.0 -0.02 -1000.0 PLK2 and PLK4 events 4.0 12.0 3.0 0.006 0.022 1000.0 -1000.0 -0.01 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 79.0 17.0 -0.019 0.062 1000.0 -1000.0 -0.038 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 405.0 83.0 -0.086 0.051 1000.0 -1000.0 -0.033 -1000.0 FoxO family signaling 4.0 312.0 64.0 -0.098 0.051 1000.0 -1000.0 -0.074 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 184.0 45.0 -0.001 0.067 1000.0 -1000.0 -0.05 -1000.0 Regulation of Telomerase 4.0 507.0 102.0 -0.114 0.061 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling events 4.0 23.0 5.0 0.017 0.039 1000.0 -1000.0 0.009 -1000.0 p38 MAPK signaling pathway 4.0 198.0 44.0 -0.051 0.055 1000.0 -1000.0 -0.03 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 439.0 136.0 -0.062 0.068 1000.0 -1000.0 -0.049 -1000.0 Thromboxane A2 receptor signaling 3.0 405.0 105.0 -0.032 0.043 1000.0 -1000.0 -0.043 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 253.0 65.0 -0.058 0.059 1000.0 -1000.0 -0.052 -1000.0 Aurora A signaling 3.0 203.0 60.0 -0.036 0.052 1000.0 -1000.0 -0.02 -1000.0 Arf6 downstream pathway 3.0 135.0 43.0 -0.029 0.045 1000.0 -1000.0 -0.019 -1000.0 mTOR signaling pathway 3.0 209.0 53.0 -0.035 0.035 1000.0 -1000.0 -0.036 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 54.0 15.0 -0.022 0.026 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 165.0 44.0 -0.037 0.027 1000.0 -1000.0 -0.028 -1000.0 TCGA08_rtk_signaling 3.0 96.0 26.0 -0.037 0.073 1000.0 -1000.0 -0.021 -1000.0 Arf6 trafficking events 3.0 228.0 71.0 -0.046 0.048 1000.0 -1000.0 -0.032 -1000.0 Insulin Pathway 3.0 255.0 74.0 -0.018 0.064 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by PRL 3.0 114.0 34.0 -0.038 0.038 1000.0 -1000.0 -0.047 -1000.0 Canonical NF-kappaB pathway 2.0 104.0 39.0 -0.005 0.055 1000.0 -1000.0 -0.038 -1000.0 Insulin-mediated glucose transport 2.0 84.0 32.0 -0.042 0.049 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class III 2.0 97.0 40.0 -0.047 0.049 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 288.0 125.0 -0.005 0.065 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by STAT5 2.0 50.0 22.0 -0.0 0.031 1000.0 -1000.0 -0.046 -1000.0 VEGFR1 specific signals 2.0 160.0 56.0 -0.015 0.058 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by HDAC Class II 1.0 90.0 75.0 -0.026 0.068 1000.0 -1000.0 -0.028 -1000.0 TRAIL signaling pathway 1.0 50.0 48.0 -0.0 0.056 1000.0 -1000.0 -0.03 -1000.0 HIF-2-alpha transcription factor network 1.0 45.0 43.0 -0.056 0.057 1000.0 -1000.0 -0.074 -1000.0 Signaling events mediated by HDAC Class I 1.0 155.0 104.0 -0.051 0.063 1000.0 -1000.0 -0.032 -1000.0 Rapid glucocorticoid signaling 1.0 31.0 20.0 -0.009 0.033 1000.0 -1000.0 -0.005 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.025 0.025 1000.0 -1000.0 -0.011 -1000.0 Arf1 pathway 1.0 54.0 54.0 -0.001 0.048 1000.0 -1000.0 -0.019 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 13.0 23.0 0.009 0.045 1000.0 -1000.0 -0.028 -1000.0 BARD1 signaling events 0.0 52.0 57.0 -0.056 0.065 1000.0 -1000.0 -0.047 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.006 0.059 1000.0 -1000.0 -0.046 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 0.025 0.037 1000.0 -1000.0 0.01 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 27.0 36.0 -0.049 0.051 1000.0 -1000.0 -0.039 -1000.0 Atypical NF-kappaB pathway 0.0 20.0 31.0 -0.0 0.035 1000.0 -1000.0 -0.023 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 19.0 27.0 -0.011 0.056 1000.0 -1000.0 -0.034 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.07 1000.0 -1000.0 -0.0 -1000.0 Total 1342 80366 7203 -10.4378489917 6.73123453534 131000 -131000 -5.50017695197 -131000