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 Angiopoietin receptor Tie2-mediated signaling 36.0 3183.0 88.0 -0.548 0.114 1000.0 -1000.0 -0.06 -1000.0 Signaling mediated by p38-alpha and p38-beta 33.0 1494.0 44.0 -0.358 0.032 1000.0 -1000.0 -0.017 -1000.0 Class IB PI3K non-lipid kinase events 33.0 99.0 3.0 -0.119 -1000.0 1000.0 -1000.0 -0.02 -1000.0 Nongenotropic Androgen signaling 32.0 1679.0 52.0 -0.442 0.278 1000.0 -1000.0 -0.02 -1000.0 Endothelins 28.0 2716.0 96.0 -0.585 0.059 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 26.0 1186.0 44.0 -0.566 0.058 1000.0 -1000.0 -0.018 -1000.0 IL4-mediated signaling events 23.0 2181.0 91.0 -0.884 0.577 1000.0 -1000.0 -0.04 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 22.0 775.0 34.0 -0.127 0.033 1000.0 -1000.0 -0.018 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 22.0 1512.0 68.0 -0.5 0.109 1000.0 -1000.0 -0.045 -1000.0 Reelin signaling pathway 21.0 1226.0 56.0 -0.195 0.062 1000.0 -1000.0 -0.018 -1000.0 Calcium signaling in the CD4+ TCR pathway 21.0 670.0 31.0 -0.362 0.032 1000.0 -1000.0 -0.033 -1000.0 HIF-1-alpha transcription factor network 20.0 1578.0 76.0 -0.3 0.048 1000.0 -1000.0 -0.025 -1000.0 Thromboxane A2 receptor signaling 19.0 2084.0 105.0 -0.264 0.076 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 19.0 1615.0 82.0 -0.266 0.051 1000.0 -1000.0 -0.043 -1000.0 IL6-mediated signaling events 17.0 1323.0 75.0 -0.244 0.055 1000.0 -1000.0 -0.03 -1000.0 Osteopontin-mediated events 16.0 641.0 38.0 -0.244 0.035 1000.0 -1000.0 -0.019 -1000.0 IL23-mediated signaling events 16.0 967.0 60.0 -0.56 0.065 1000.0 -1000.0 -0.042 -1000.0 TCGA08_retinoblastoma 14.0 114.0 8.0 -0.029 0.029 1000.0 -1000.0 -0.002 -1000.0 FOXM1 transcription factor network 14.0 754.0 51.0 -0.546 0.033 1000.0 -1000.0 -0.017 -1000.0 Coregulation of Androgen receptor activity 13.0 1011.0 76.0 -0.301 0.059 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by the Hedgehog family 12.0 647.0 52.0 -0.349 0.037 1000.0 -1000.0 -0.018 -1000.0 Glucocorticoid receptor regulatory network 12.0 1389.0 114.0 -0.512 0.189 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 12.0 449.0 36.0 -0.356 0.031 1000.0 -1000.0 -0.023 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 217.0 17.0 -0.187 0.043 1000.0 -1000.0 -0.007 -1000.0 IL12-mediated signaling events 11.0 960.0 87.0 -0.603 0.082 1000.0 -1000.0 -0.044 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1064.0 93.0 -0.126 0.046 1000.0 -1000.0 -0.035 -1000.0 ErbB2/ErbB3 signaling events 10.0 670.0 65.0 -0.233 0.045 1000.0 -1000.0 -0.04 -1000.0 Fc-epsilon receptor I signaling in mast cells 10.0 991.0 97.0 -0.244 0.034 1000.0 -1000.0 -0.049 -1000.0 amb2 Integrin signaling 10.0 886.0 82.0 -0.284 0.04 1000.0 -1000.0 -0.025 -1000.0 Integrins in angiogenesis 10.0 877.0 84.0 -0.104 0.055 1000.0 -1000.0 -0.032 -1000.0 Wnt signaling 10.0 76.0 7.0 -0.128 0.022 1000.0 -1000.0 -0.004 -1000.0 PDGFR-beta signaling pathway 10.0 1035.0 97.0 -0.099 0.039 1000.0 -1000.0 -0.034 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 9.0 525.0 54.0 -0.195 0.047 1000.0 -1000.0 -0.019 -1000.0 Noncanonical Wnt signaling pathway 9.0 246.0 26.0 -0.138 0.032 1000.0 -1000.0 -0.024 -1000.0 Arf6 signaling events 9.0 558.0 62.0 -0.226 0.064 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by PTP1B 9.0 705.0 76.0 -0.207 0.049 1000.0 -1000.0 -0.029 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 9.0 512.0 52.0 -0.159 0.068 1000.0 -1000.0 -0.028 -1000.0 Retinoic acid receptors-mediated signaling 9.0 534.0 58.0 -0.144 0.063 1000.0 -1000.0 -0.019 -1000.0 BARD1 signaling events 8.0 502.0 57.0 -0.068 0.06 1000.0 -1000.0 -0.028 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 147.0 17.0 -0.116 0.032 1000.0 -1000.0 -0.016 -1000.0 BMP receptor signaling 8.0 675.0 81.0 -0.207 0.063 1000.0 -1000.0 -0.034 -1000.0 Glypican 1 network 8.0 385.0 48.0 -0.134 0.057 1000.0 -1000.0 -0.014 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 995.0 120.0 -0.381 0.175 1000.0 -1000.0 -0.038 -1000.0 Regulation of Androgen receptor activity 8.0 567.0 70.0 -0.17 0.044 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 7.0 346.0 47.0 -0.44 0.048 1000.0 -1000.0 -0.038 -1000.0 BCR signaling pathway 7.0 722.0 99.0 -0.158 0.06 1000.0 -1000.0 -0.056 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 312.0 46.0 -0.665 0.036 1000.0 -1000.0 -0.023 -1000.0 Nectin adhesion pathway 6.0 389.0 63.0 -0.075 0.08 1000.0 -1000.0 -0.024 -1000.0 LPA receptor mediated events 6.0 692.0 102.0 -0.244 0.033 1000.0 -1000.0 -0.062 -1000.0 Syndecan-4-mediated signaling events 6.0 423.0 67.0 -0.191 0.046 1000.0 -1000.0 -0.028 -1000.0 Insulin Pathway 6.0 512.0 74.0 -0.326 0.075 1000.0 -1000.0 -0.033 -1000.0 Aurora B signaling 6.0 443.0 67.0 -0.454 0.072 1000.0 -1000.0 -0.031 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 815.0 136.0 -0.291 0.073 1000.0 -1000.0 -0.026 -1000.0 Syndecan-2-mediated signaling events 5.0 412.0 69.0 -0.191 0.046 1000.0 -1000.0 -0.026 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 29.0 5.0 -0.008 0.023 1000.0 -1000.0 0.015 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 440.0 85.0 -0.398 0.063 1000.0 -1000.0 -0.035 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 358.0 61.0 -0.244 0.082 1000.0 -1000.0 -0.029 -1000.0 IL2 signaling events mediated by PI3K 5.0 296.0 58.0 -0.186 0.05 1000.0 -1000.0 -0.024 -1000.0 LPA4-mediated signaling events 4.0 59.0 12.0 -0.118 0.009 1000.0 -1000.0 -0.019 -1000.0 p75(NTR)-mediated signaling 4.0 502.0 125.0 -0.131 0.082 1000.0 -1000.0 -0.042 -1000.0 Plasma membrane estrogen receptor signaling 4.0 385.0 86.0 -0.062 0.059 1000.0 -1000.0 -0.04 -1000.0 Syndecan-1-mediated signaling events 3.0 123.0 34.0 -0.131 0.032 1000.0 -1000.0 -0.019 -1000.0 PLK1 signaling events 3.0 256.0 85.0 -0.034 0.053 1000.0 -1000.0 -0.029 -1000.0 Ceramide signaling pathway 3.0 235.0 76.0 -0.062 0.09 1000.0 -1000.0 -0.025 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 116.0 37.0 -0.025 0.052 1000.0 -1000.0 -0.017 -1000.0 IL1-mediated signaling events 3.0 202.0 62.0 -0.053 0.077 1000.0 -1000.0 -0.026 -1000.0 HIF-2-alpha transcription factor network 3.0 152.0 43.0 -0.099 0.101 1000.0 -1000.0 -0.054 -1000.0 Ephrin B reverse signaling 3.0 174.0 48.0 -0.075 0.052 1000.0 -1000.0 -0.023 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 109.0 36.0 -0.043 0.054 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 3.0 147.0 45.0 -0.036 0.083 1000.0 -1000.0 -0.028 -1000.0 Glypican 2 network 3.0 12.0 4.0 0.013 0.023 1000.0 -1000.0 0.018 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 410.0 125.0 -0.075 0.063 1000.0 -1000.0 -0.027 -1000.0 IL27-mediated signaling events 3.0 181.0 51.0 -0.194 0.064 1000.0 -1000.0 -0.043 -1000.0 TCGA08_rtk_signaling 3.0 92.0 26.0 -0.16 0.044 1000.0 -1000.0 -0.012 -1000.0 IL2 signaling events mediated by STAT5 3.0 77.0 22.0 -0.053 0.036 1000.0 -1000.0 -0.02 -1000.0 IGF1 pathway 3.0 198.0 57.0 -0.021 0.068 1000.0 -1000.0 -0.023 -1000.0 Caspase cascade in apoptosis 2.0 151.0 74.0 -0.074 0.079 1000.0 -1000.0 -0.033 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 52.0 23.0 -0.059 0.062 1000.0 -1000.0 -0.018 -1000.0 ErbB4 signaling events 2.0 190.0 69.0 -0.108 0.061 1000.0 -1000.0 -0.023 -1000.0 Cellular roles of Anthrax toxin 2.0 100.0 39.0 -0.102 0.044 1000.0 -1000.0 -0.017 -1000.0 Aurora C signaling 2.0 16.0 7.0 -0.006 0.028 1000.0 -1000.0 -0.007 -1000.0 mTOR signaling pathway 2.0 150.0 53.0 -0.023 0.043 1000.0 -1000.0 -0.029 -1000.0 ceramide signaling pathway 2.0 145.0 49.0 -0.017 0.047 1000.0 -1000.0 -0.033 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 217.0 83.0 -0.097 0.063 1000.0 -1000.0 -0.013 -1000.0 Atypical NF-kappaB pathway 2.0 70.0 31.0 -0.008 0.036 1000.0 -1000.0 -0.012 -1000.0 Canonical Wnt signaling pathway 2.0 147.0 51.0 -0.071 0.075 1000.0 -1000.0 -0.032 -1000.0 EPHB forward signaling 2.0 197.0 85.0 -0.135 0.076 1000.0 -1000.0 -0.048 -1000.0 Regulation of p38-alpha and p38-beta 2.0 156.0 54.0 -0.049 0.075 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events 2.0 174.0 73.0 -0.055 0.059 1000.0 -1000.0 -0.026 -1000.0 Regulation of Telomerase 2.0 224.0 102.0 -0.244 0.08 1000.0 -1000.0 -0.026 -1000.0 S1P3 pathway 2.0 112.0 42.0 -0.041 0.048 1000.0 -1000.0 -0.02 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 77.0 33.0 -0.038 0.078 1000.0 -1000.0 -0.027 -1000.0 Rapid glucocorticoid signaling 2.0 47.0 20.0 -0.011 0.034 1000.0 -1000.0 -0.002 -1000.0 Visual signal transduction: Rods 2.0 142.0 52.0 -0.17 0.078 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PRL 2.0 100.0 34.0 -0.089 0.047 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 230.0 78.0 -0.029 0.065 1000.0 -1000.0 -0.03 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 42.0 28.0 -0.0 0.065 1000.0 -1000.0 -0.013 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 117.0 65.0 -0.012 0.077 1000.0 -1000.0 -0.027 -1000.0 Aurora A signaling 1.0 77.0 60.0 -0.016 0.073 1000.0 -1000.0 -0.012 -1000.0 EPO signaling pathway 1.0 80.0 55.0 0.005 0.087 1000.0 -1000.0 -0.019 -1000.0 IFN-gamma pathway 1.0 103.0 68.0 -0.0 0.081 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class III 1.0 55.0 40.0 -0.051 0.052 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class I 1.0 120.0 104.0 -0.056 0.078 1000.0 -1000.0 -0.03 -1000.0 FoxO family signaling 1.0 99.0 64.0 -0.034 0.085 1000.0 -1000.0 -0.024 -1000.0 Effects of Botulinum toxin 1.0 39.0 26.0 -0.016 0.05 1000.0 -1000.0 -0.001 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 82.0 74.0 -0.061 0.071 1000.0 -1000.0 -0.047 -1000.0 Arf6 trafficking events 1.0 71.0 71.0 -0.055 0.058 1000.0 -1000.0 -0.027 -1000.0 VEGFR1 specific signals 1.0 63.0 56.0 -0.008 0.072 1000.0 -1000.0 -0.031 -1000.0 E-cadherin signaling in keratinocytes 1.0 54.0 43.0 -0.025 0.056 1000.0 -1000.0 -0.021 -1000.0 S1P4 pathway 1.0 45.0 25.0 -0.0 0.049 1000.0 -1000.0 -0.012 -1000.0 Canonical NF-kappaB pathway 0.0 32.0 39.0 -0.016 0.073 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class II 0.0 60.0 75.0 -0.046 0.088 1000.0 -1000.0 -0.019 -1000.0 PLK2 and PLK4 events 0.0 1.0 3.0 0.019 -1000.0 1000.0 -1000.0 -0.008 -1000.0 Visual signal transduction: Cones 0.0 5.0 38.0 -0.007 0.071 1000.0 -1000.0 -0.005 -1000.0 Circadian rhythm pathway 0.0 7.0 22.0 -0.012 0.068 1000.0 -1000.0 -0.022 -1000.0 Ephrin A reverse signaling 0.0 2.0 7.0 -0.0 0.031 1000.0 -1000.0 -0.0 -1000.0 Arf6 downstream pathway 0.0 21.0 43.0 -0.056 0.058 1000.0 -1000.0 -0.018 -1000.0 Insulin-mediated glucose transport 0.0 14.0 32.0 -0.0 0.06 1000.0 -1000.0 -0.013 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 40.0 68.0 -0.046 0.062 1000.0 -1000.0 -0.017 -1000.0 TRAIL signaling pathway 0.0 33.0 48.0 -0.0 0.079 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 0.0 9.0 17.0 -0.035 0.039 1000.0 -1000.0 -0.002 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.007 0.028 1000.0 -1000.0 -0.013 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 9.0 15.0 -0.007 0.032 1000.0 -1000.0 -0.025 -1000.0 Syndecan-3-mediated signaling events 0.0 27.0 35.0 -0.024 0.082 1000.0 -1000.0 -0.016 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 44.0 76.0 -0.005 0.079 1000.0 -1000.0 -0.046 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.0 0.079 1000.0 -1000.0 -0.022 -1000.0 EGFR-dependent Endothelin signaling events 0.0 12.0 21.0 -0.007 0.077 1000.0 -1000.0 -0.03 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.028 0.056 1000.0 -1000.0 0.014 -1000.0 p38 MAPK signaling pathway 0.0 27.0 44.0 -0.003 0.065 1000.0 -1000.0 -0.012 -1000.0 Arf1 pathway 0.0 17.0 54.0 -0.001 0.058 1000.0 -1000.0 -0.01 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.088 1000.0 -1000.0 -0.0 -1000.0 Total 868 56145 7203 -20.016569239 -1991.5444584 131000 -131000 -3.18616984958 -131000