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 events mediated by the Hedgehog family 69.0 3603.0 52.0 -0.259 0.109 1000.0 -1000.0 -0.048 -1000.0 IL23-mediated signaling events 54.0 3253.0 60.0 -0.506 0.012 1000.0 -1000.0 -0.161 -1000.0 TCGA08_retinoblastoma 53.0 430.0 8.0 -0.105 0.051 1000.0 -1000.0 -0.012 -1000.0 Ephrin A reverse signaling 51.0 360.0 7.0 -0.077 -0.0 1000.0 -1000.0 -0.018 -1000.0 FOXA2 and FOXA3 transcription factor networks 51.0 2377.0 46.0 -0.434 0.014 1000.0 -1000.0 -0.092 -1000.0 Signaling mediated by p38-alpha and p38-beta 50.0 2216.0 44.0 -0.187 0.012 1000.0 -1000.0 -0.036 -1000.0 Wnt signaling 47.0 333.0 7.0 -0.131 -0.014 1000.0 -1000.0 -0.028 -1000.0 IL4-mediated signaling events 46.0 4254.0 91.0 -0.703 0.55 1000.0 -1000.0 -0.163 -1000.0 Syndecan-1-mediated signaling events 44.0 1528.0 34.0 -0.169 0.012 1000.0 -1000.0 -0.044 -1000.0 Glypican 1 network 41.0 1991.0 48.0 -0.135 0.023 1000.0 -1000.0 -0.036 -1000.0 BMP receptor signaling 40.0 3319.0 81.0 -0.213 0.04 1000.0 -1000.0 -0.079 -1000.0 p75(NTR)-mediated signaling 39.0 4968.0 125.0 -0.246 0.032 1000.0 -1000.0 -0.079 -1000.0 TCR signaling in naïve CD8+ T cells 38.0 3609.0 93.0 -0.134 0.077 1000.0 -1000.0 -0.07 -1000.0 EPHB forward signaling 37.0 3162.0 85.0 -0.134 0.105 1000.0 -1000.0 -0.071 -1000.0 Class IB PI3K non-lipid kinase events 37.0 111.0 3.0 -0.038 -1000.0 1000.0 -1000.0 -0.009 -1000.0 HIF-1-alpha transcription factor network 35.0 2689.0 76.0 -0.318 0.019 1000.0 -1000.0 -0.149 -1000.0 Glypican 2 network 35.0 140.0 4.0 -0.039 -0.03 1000.0 -1000.0 -0.011 -1000.0 Noncanonical Wnt signaling pathway 32.0 855.0 26.0 -0.131 0.012 1000.0 -1000.0 -0.04 -1000.0 Signaling events regulated by Ret tyrosine kinase 32.0 2672.0 82.0 -0.155 0.012 1000.0 -1000.0 -0.077 -1000.0 Ephrin B reverse signaling 32.0 1547.0 48.0 -0.102 0.061 1000.0 -1000.0 -0.052 -1000.0 TCGA08_p53 32.0 227.0 7.0 -0.077 0.046 1000.0 -1000.0 -0.013 -1000.0 IL12-mediated signaling events 30.0 2692.0 87.0 -0.23 0.04 1000.0 -1000.0 -0.136 -1000.0 Syndecan-4-mediated signaling events 30.0 2076.0 67.0 -0.165 0.016 1000.0 -1000.0 -0.06 -1000.0 Endothelins 29.0 2803.0 96.0 -0.236 0.028 1000.0 -1000.0 -0.076 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 29.0 1991.0 68.0 -0.253 0.087 1000.0 -1000.0 -0.107 -1000.0 amb2 Integrin signaling 28.0 2367.0 82.0 -0.25 0.017 1000.0 -1000.0 -0.064 -1000.0 Glucocorticoid receptor regulatory network 28.0 3288.0 114.0 -0.467 0.247 1000.0 -1000.0 -0.063 -1000.0 Reelin signaling pathway 27.0 1545.0 56.0 -0.144 0.03 1000.0 -1000.0 -0.071 -1000.0 BCR signaling pathway 27.0 2723.0 99.0 -0.154 0.018 1000.0 -1000.0 -0.075 -1000.0 IGF1 pathway 27.0 1561.0 57.0 -0.075 0.025 1000.0 -1000.0 -0.081 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 27.0 3296.0 120.0 -0.154 0.119 1000.0 -1000.0 -0.062 -1000.0 LPA receptor mediated events 26.0 2657.0 102.0 -0.125 0.014 1000.0 -1000.0 -0.077 -1000.0 Canonical Wnt signaling pathway 25.0 1303.0 51.0 -0.251 0.105 1000.0 -1000.0 -0.057 -1000.0 Visual signal transduction: Rods 25.0 1301.0 52.0 -0.14 0.012 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 25.0 2024.0 78.0 -0.12 0.06 1000.0 -1000.0 -0.072 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2085.0 86.0 -0.092 0.077 1000.0 -1000.0 -0.073 -1000.0 Caspase cascade in apoptosis 23.0 1721.0 74.0 -0.102 0.029 1000.0 -1000.0 -0.041 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 23.0 787.0 34.0 -0.047 0.012 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 23.0 1632.0 69.0 -0.135 0.023 1000.0 -1000.0 -0.028 -1000.0 PDGFR-alpha signaling pathway 23.0 1041.0 44.0 -0.056 0.019 1000.0 -1000.0 -0.052 -1000.0 Nectin adhesion pathway 23.0 1454.0 63.0 -0.068 0.027 1000.0 -1000.0 -0.063 -1000.0 Effects of Botulinum toxin 23.0 605.0 26.0 -0.108 0.012 1000.0 -1000.0 -0.054 -1000.0 Angiopoietin receptor Tie2-mediated signaling 23.0 2105.0 88.0 -0.121 0.016 1000.0 -1000.0 -0.092 -1000.0 Thromboxane A2 receptor signaling 22.0 2363.0 105.0 -0.11 0.032 1000.0 -1000.0 -0.055 -1000.0 Integrins in angiogenesis 22.0 1924.0 84.0 -0.128 0.021 1000.0 -1000.0 -0.084 -1000.0 LPA4-mediated signaling events 21.0 259.0 12.0 -0.042 0.015 1000.0 -1000.0 -0.02 -1000.0 Presenilin action in Notch and Wnt signaling 21.0 1281.0 61.0 -0.251 0.038 1000.0 -1000.0 -0.062 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 19.0 989.0 52.0 -0.116 0.023 1000.0 -1000.0 -0.038 -1000.0 Retinoic acid receptors-mediated signaling 19.0 1155.0 58.0 -0.142 0.024 1000.0 -1000.0 -0.063 -1000.0 Calcium signaling in the CD4+ TCR pathway 19.0 617.0 31.0 -0.163 0.012 1000.0 -1000.0 -0.055 -1000.0 EGFR-dependent Endothelin signaling events 19.0 404.0 21.0 -0.065 0.018 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by PTP1B 18.0 1374.0 76.0 -0.141 0.018 1000.0 -1000.0 -0.071 -1000.0 FAS signaling pathway (CD95) 18.0 866.0 47.0 -0.071 0.024 1000.0 -1000.0 -0.043 -1000.0 Coregulation of Androgen receptor activity 17.0 1318.0 76.0 -0.106 0.029 1000.0 -1000.0 -0.03 -1000.0 Osteopontin-mediated events 17.0 655.0 38.0 -0.065 0.012 1000.0 -1000.0 -0.085 -1000.0 Arf6 signaling events 17.0 1065.0 62.0 -0.075 0.016 1000.0 -1000.0 -0.044 -1000.0 Nongenotropic Androgen signaling 17.0 919.0 52.0 -0.068 0.012 1000.0 -1000.0 -0.047 -1000.0 Visual signal transduction: Cones 16.0 641.0 38.0 -0.054 0.007 1000.0 -1000.0 -0.032 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1405.0 85.0 -0.051 0.012 1000.0 -1000.0 -0.064 -1000.0 IL6-mediated signaling events 16.0 1208.0 75.0 -0.172 0.036 1000.0 -1000.0 -0.068 -1000.0 IL1-mediated signaling events 15.0 978.0 62.0 -0.076 0.031 1000.0 -1000.0 -0.082 -1000.0 FOXM1 transcription factor network 15.0 807.0 51.0 -0.163 0.029 1000.0 -1000.0 -0.204 -1000.0 Cellular roles of Anthrax toxin 14.0 580.0 39.0 -0.074 0.012 1000.0 -1000.0 -0.02 -1000.0 Regulation of nuclear SMAD2/3 signaling 13.0 1820.0 136.0 -0.256 0.053 1000.0 -1000.0 -0.056 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 13.0 737.0 54.0 -0.144 0.024 1000.0 -1000.0 -0.079 -1000.0 a4b1 and a4b7 Integrin signaling 13.0 69.0 5.0 -0.013 0.001 1000.0 -1000.0 -0.019 -1000.0 Fc-epsilon receptor I signaling in mast cells 13.0 1353.0 97.0 -0.068 0.025 1000.0 -1000.0 -0.075 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 13.0 484.0 37.0 -0.049 0.018 1000.0 -1000.0 -0.037 -1000.0 S1P1 pathway 13.0 490.0 36.0 -0.146 0.012 1000.0 -1000.0 -0.05 -1000.0 IL27-mediated signaling events 13.0 683.0 51.0 -0.086 0.025 1000.0 -1000.0 -0.081 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 13.0 441.0 33.0 -0.156 0.036 1000.0 -1000.0 -0.032 -1000.0 Regulation of Androgen receptor activity 13.0 968.0 70.0 -0.154 0.024 1000.0 -1000.0 -0.058 -1000.0 ErbB4 signaling events 12.0 853.0 69.0 -0.107 0.033 1000.0 -1000.0 -0.08 -1000.0 Ceramide signaling pathway 12.0 983.0 76.0 -0.069 0.035 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class III 12.0 483.0 40.0 -0.133 0.024 1000.0 -1000.0 -0.025 -1000.0 TRAIL signaling pathway 12.0 619.0 48.0 -0.041 0.025 1000.0 -1000.0 -0.062 -1000.0 Syndecan-3-mediated signaling events 12.0 428.0 35.0 -0.094 0.032 1000.0 -1000.0 -0.037 -1000.0 IL2 signaling events mediated by PI3K 12.0 738.0 58.0 -0.083 0.019 1000.0 -1000.0 -0.075 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 211.0 17.0 -0.026 0.019 1000.0 -1000.0 -0.038 -1000.0 PLK2 and PLK4 events 11.0 34.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.014 -1000.0 JNK signaling in the CD4+ TCR pathway 11.0 195.0 17.0 -0.028 0.012 1000.0 -1000.0 -0.034 -1000.0 EPO signaling pathway 11.0 613.0 55.0 -0.038 0.025 1000.0 -1000.0 -0.08 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 11.0 496.0 45.0 -0.069 0.025 1000.0 -1000.0 -0.077 -1000.0 IL2 signaling events mediated by STAT5 11.0 260.0 22.0 -0.022 0.013 1000.0 -1000.0 -0.045 -1000.0 Regulation of Telomerase 11.0 1158.0 102.0 -0.176 0.035 1000.0 -1000.0 -0.102 -1000.0 Signaling mediated by p38-gamma and p38-delta 10.0 159.0 15.0 -0.012 0.014 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PRL 10.0 370.0 34.0 -0.115 0.02 1000.0 -1000.0 -0.03 -1000.0 Hedgehog signaling events mediated by Gli proteins 9.0 646.0 65.0 -0.236 0.041 1000.0 -1000.0 -0.054 -1000.0 S1P5 pathway 9.0 162.0 17.0 -0.029 0.012 1000.0 -1000.0 -0.027 -1000.0 TCGA08_rtk_signaling 9.0 252.0 26.0 -0.041 0.033 1000.0 -1000.0 -0.019 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 723.0 74.0 -0.079 0.05 1000.0 -1000.0 -0.065 -1000.0 ErbB2/ErbB3 signaling events 8.0 567.0 65.0 -0.048 0.02 1000.0 -1000.0 -0.059 -1000.0 BARD1 signaling events 8.0 484.0 57.0 -0.014 0.039 1000.0 -1000.0 -0.049 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 701.0 83.0 -0.143 0.058 1000.0 -1000.0 -0.065 -1000.0 Class I PI3K signaling events 8.0 632.0 73.0 -0.071 0.03 1000.0 -1000.0 -0.052 -1000.0 S1P4 pathway 8.0 212.0 25.0 -0.029 0.018 1000.0 -1000.0 -0.031 -1000.0 p38 MAPK signaling pathway 8.0 363.0 44.0 -0.113 0.024 1000.0 -1000.0 -0.059 -1000.0 Aurora B signaling 8.0 551.0 67.0 -0.158 0.016 1000.0 -1000.0 -0.052 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 213.0 28.0 -0.029 0.03 1000.0 -1000.0 -0.029 -1000.0 ceramide signaling pathway 7.0 387.0 49.0 -0.069 0.018 1000.0 -1000.0 -0.041 -1000.0 IFN-gamma pathway 6.0 426.0 68.0 -0.113 0.035 1000.0 -1000.0 -0.086 -1000.0 HIF-2-alpha transcription factor network 6.0 297.0 43.0 -0.046 0.046 1000.0 -1000.0 -0.076 -1000.0 Paxillin-dependent events mediated by a4b1 6.0 243.0 36.0 -0.044 0.024 1000.0 -1000.0 -0.063 -1000.0 Regulation of p38-alpha and p38-beta 6.0 335.0 54.0 -0.071 0.032 1000.0 -1000.0 -0.055 -1000.0 Insulin Pathway 6.0 476.0 74.0 -0.106 0.032 1000.0 -1000.0 -0.077 -1000.0 Rapid glucocorticoid signaling 6.0 121.0 20.0 -0.01 0.012 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by HDAC Class II 5.0 434.0 75.0 -0.059 0.033 1000.0 -1000.0 -0.034 -1000.0 mTOR signaling pathway 5.0 312.0 53.0 -0.022 0.016 1000.0 -1000.0 -0.055 -1000.0 S1P3 pathway 5.0 241.0 42.0 -0.013 0.021 1000.0 -1000.0 -0.025 -1000.0 PDGFR-beta signaling pathway 5.0 572.0 97.0 -0.056 0.034 1000.0 -1000.0 -0.075 -1000.0 E-cadherin signaling in keratinocytes 5.0 221.0 43.0 -0.018 0.024 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling events 5.0 26.0 5.0 0.002 0.016 1000.0 -1000.0 -0.012 -1000.0 Canonical NF-kappaB pathway 4.0 185.0 39.0 -0.069 0.059 1000.0 -1000.0 -0.078 -1000.0 Aurora C signaling 4.0 32.0 7.0 -0.004 0.011 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class I 4.0 485.0 104.0 -0.069 0.046 1000.0 -1000.0 -0.055 -1000.0 Atypical NF-kappaB pathway 4.0 141.0 31.0 -0.018 0.029 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 315.0 76.0 -0.023 0.041 1000.0 -1000.0 -0.073 -1000.0 Aurora A signaling 3.0 207.0 60.0 -0.03 0.031 1000.0 -1000.0 -0.033 -1000.0 Insulin-mediated glucose transport 3.0 105.0 32.0 -0.056 0.025 1000.0 -1000.0 -0.044 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 265.0 68.0 -0.056 0.039 1000.0 -1000.0 -0.038 -1000.0 FoxO family signaling 3.0 197.0 64.0 -0.076 0.097 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 491.0 125.0 -0.068 0.047 1000.0 -1000.0 -0.085 -1000.0 VEGFR1 specific signals 3.0 191.0 56.0 -0.018 0.037 1000.0 -1000.0 -0.049 -1000.0 Circadian rhythm pathway 2.0 44.0 22.0 -0.012 0.039 1000.0 -1000.0 -0.041 -1000.0 Arf6 downstream pathway 2.0 100.0 43.0 -0.022 0.023 1000.0 -1000.0 -0.037 -1000.0 PLK1 signaling events 2.0 250.0 85.0 -0.017 0.03 1000.0 -1000.0 -0.037 -1000.0 Arf6 trafficking events 2.0 148.0 71.0 -0.035 0.035 1000.0 -1000.0 -0.056 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 21.0 23.0 0.003 0.04 1000.0 -1000.0 -0.047 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 17.0 27.0 -0.001 0.029 1000.0 -1000.0 -0.041 -1000.0 Arf1 pathway 0.0 35.0 54.0 -0.004 0.024 1000.0 -1000.0 -0.026 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.037 1000.0 -1000.0 -0.024 -1000.0 Total 2326 134980 7203 -14.1963064308 -995.40630311 131000 -131000 -7.37132825678 -131000