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 IL23-mediated signaling events 18.0 1115.0 60.0 -0.703 0.012 1000.0 -1000.0 -0.182 -1000.0 HIF-1-alpha transcription factor network 15.0 1176.0 76.0 -0.6 0.02 1000.0 -1000.0 -0.173 -1000.0 IL4-mediated signaling events 15.0 1378.0 91.0 -0.794 0.673 1000.0 -1000.0 -0.142 -1000.0 p75(NTR)-mediated signaling 13.0 1697.0 125.0 -0.239 0.033 1000.0 -1000.0 -0.097 -1000.0 Glypican 2 network 13.0 55.0 4.0 -0.095 -0.075 1000.0 -1000.0 -0.019 -1000.0 Syndecan-1-mediated signaling events 10.0 349.0 34.0 -0.222 0.012 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by the Hedgehog family 10.0 567.0 52.0 -0.277 0.074 1000.0 -1000.0 -0.062 -1000.0 BMP receptor signaling 10.0 889.0 81.0 -0.248 0.027 1000.0 -1000.0 -0.088 -1000.0 Glucocorticoid receptor regulatory network 10.0 1192.0 114.0 -0.636 0.316 1000.0 -1000.0 -0.074 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 959.0 93.0 -0.189 0.104 1000.0 -1000.0 -0.083 -1000.0 IL12-mediated signaling events 9.0 846.0 87.0 -0.317 0.1 1000.0 -1000.0 -0.133 -1000.0 Glypican 1 network 9.0 446.0 48.0 -0.15 0.021 1000.0 -1000.0 -0.043 -1000.0 amb2 Integrin signaling 8.0 692.0 82.0 -0.139 0.017 1000.0 -1000.0 -0.079 -1000.0 Ephrin B reverse signaling 8.0 411.0 48.0 -0.119 0.083 1000.0 -1000.0 -0.065 -1000.0 Endothelins 8.0 812.0 96.0 -0.27 0.043 1000.0 -1000.0 -0.076 -1000.0 Signaling mediated by p38-alpha and p38-beta 8.0 361.0 44.0 -0.24 0.012 1000.0 -1000.0 -0.059 -1000.0 Wnt signaling 8.0 62.0 7.0 -0.103 0.012 1000.0 -1000.0 -0.033 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 8.0 607.0 68.0 -0.364 0.079 1000.0 -1000.0 -0.122 -1000.0 BCR signaling pathway 8.0 865.0 99.0 -0.192 0.023 1000.0 -1000.0 -0.086 -1000.0 Class IB PI3K non-lipid kinase events 8.0 24.0 3.0 -0.037 -1000.0 1000.0 -1000.0 -0.021 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 7.0 261.0 34.0 -0.093 0.012 1000.0 -1000.0 -0.065 -1000.0 Syndecan-2-mediated signaling events 7.0 518.0 69.0 -0.128 0.024 1000.0 -1000.0 -0.035 -1000.0 FOXA2 and FOXA3 transcription factor networks 7.0 338.0 46.0 -0.398 0.019 1000.0 -1000.0 -0.124 -1000.0 Signaling events regulated by Ret tyrosine kinase 7.0 624.0 82.0 -0.122 0.012 1000.0 -1000.0 -0.078 -1000.0 Integrins in angiogenesis 7.0 592.0 84.0 -0.185 0.018 1000.0 -1000.0 -0.094 -1000.0 EPHB forward signaling 7.0 621.0 85.0 -0.125 0.1 1000.0 -1000.0 -0.089 -1000.0 Effects of Botulinum toxin 7.0 192.0 26.0 -0.204 0.012 1000.0 -1000.0 -0.061 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 231.0 31.0 -0.26 0.013 1000.0 -1000.0 -0.087 -1000.0 IGF1 pathway 7.0 410.0 57.0 -0.12 0.025 1000.0 -1000.0 -0.089 -1000.0 Plasma membrane estrogen receptor signaling 7.0 611.0 86.0 -0.115 0.077 1000.0 -1000.0 -0.081 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 7.0 902.0 120.0 -0.278 0.21 1000.0 -1000.0 -0.09 -1000.0 ErbB4 signaling events 6.0 474.0 69.0 -0.193 0.069 1000.0 -1000.0 -0.083 -1000.0 Osteopontin-mediated events 6.0 236.0 38.0 -0.117 0.012 1000.0 -1000.0 -0.101 -1000.0 Thromboxane A2 receptor signaling 6.0 665.0 105.0 -0.121 0.031 1000.0 -1000.0 -0.059 -1000.0 Fc-epsilon receptor I signaling in mast cells 6.0 597.0 97.0 -0.13 0.028 1000.0 -1000.0 -0.092 -1000.0 Nectin adhesion pathway 6.0 422.0 63.0 -0.108 0.024 1000.0 -1000.0 -0.078 -1000.0 LPA receptor mediated events 6.0 636.0 102.0 -0.126 0.018 1000.0 -1000.0 -0.087 -1000.0 Syndecan-4-mediated signaling events 6.0 422.0 67.0 -0.128 0.024 1000.0 -1000.0 -0.09 -1000.0 LPA4-mediated signaling events 5.0 64.0 12.0 -0.075 0.018 1000.0 -1000.0 -0.026 -1000.0 Caspase cascade in apoptosis 5.0 403.0 74.0 -0.094 0.038 1000.0 -1000.0 -0.043 -1000.0 Coregulation of Androgen receptor activity 5.0 409.0 76.0 -0.179 0.022 1000.0 -1000.0 -0.046 -1000.0 Ephrin A reverse signaling 5.0 35.0 7.0 -0.016 -0.0 1000.0 -1000.0 -0.027 -1000.0 Noncanonical Wnt signaling pathway 5.0 144.0 26.0 -0.103 0.012 1000.0 -1000.0 -0.063 -1000.0 Cellular roles of Anthrax toxin 5.0 195.0 39.0 -0.088 0.012 1000.0 -1000.0 -0.021 -1000.0 Arf6 signaling events 5.0 314.0 62.0 -0.121 0.016 1000.0 -1000.0 -0.063 -1000.0 S1P5 pathway 5.0 95.0 17.0 -0.075 0.069 1000.0 -1000.0 -0.034 -1000.0 Nongenotropic Androgen signaling 5.0 302.0 52.0 -0.116 0.017 1000.0 -1000.0 -0.063 -1000.0 IL27-mediated signaling events 5.0 295.0 51.0 -0.149 0.084 1000.0 -1000.0 -0.08 -1000.0 IL6-mediated signaling events 5.0 414.0 75.0 -0.121 0.044 1000.0 -1000.0 -0.089 -1000.0 EGFR-dependent Endothelin signaling events 5.0 118.0 21.0 -0.121 0.018 1000.0 -1000.0 -0.068 -1000.0 Visual signal transduction: Rods 5.0 269.0 52.0 -0.182 0.012 1000.0 -1000.0 -0.082 -1000.0 Visual signal transduction: Cones 4.0 186.0 38.0 -0.093 0.012 1000.0 -1000.0 -0.057 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 70.0 17.0 -0.033 0.012 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by PTP1B 4.0 375.0 76.0 -0.195 0.02 1000.0 -1000.0 -0.085 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 274.0 61.0 -0.151 0.03 1000.0 -1000.0 -0.072 -1000.0 Reelin signaling pathway 4.0 252.0 56.0 -0.168 0.018 1000.0 -1000.0 -0.082 -1000.0 TRAIL signaling pathway 4.0 206.0 48.0 -0.048 0.015 1000.0 -1000.0 -0.074 -1000.0 IL1-mediated signaling events 4.0 297.0 62.0 -0.151 0.06 1000.0 -1000.0 -0.098 -1000.0 Syndecan-3-mediated signaling events 4.0 154.0 35.0 -0.184 0.033 1000.0 -1000.0 -0.046 -1000.0 Canonical Wnt signaling pathway 4.0 247.0 51.0 -0.151 0.067 1000.0 -1000.0 -0.062 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 402.0 88.0 -0.155 0.03 1000.0 -1000.0 -0.108 -1000.0 Regulation of Androgen receptor activity 4.0 283.0 70.0 -0.242 0.027 1000.0 -1000.0 -0.063 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 103.0 28.0 -0.075 0.03 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 236.0 65.0 -0.3 0.036 1000.0 -1000.0 -0.063 -1000.0 PDGFR-alpha signaling pathway 3.0 161.0 44.0 -0.07 0.021 1000.0 -1000.0 -0.062 -1000.0 IFN-gamma pathway 3.0 254.0 68.0 -0.147 0.022 1000.0 -1000.0 -0.102 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 168.0 52.0 -0.095 0.04 1000.0 -1000.0 -0.044 -1000.0 IL2 signaling events mediated by PI3K 3.0 194.0 58.0 -0.071 0.027 1000.0 -1000.0 -0.082 -1000.0 IL2 signaling events mediated by STAT5 3.0 70.0 22.0 -0.042 0.028 1000.0 -1000.0 -0.06 -1000.0 TCGA08_retinoblastoma 3.0 29.0 8.0 -0.012 0.012 1000.0 -1000.0 -0.017 -1000.0 Regulation of Telomerase 3.0 318.0 102.0 -0.175 0.036 1000.0 -1000.0 -0.1 -1000.0 S1P4 pathway 3.0 84.0 25.0 -0.075 0.02 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 271.0 78.0 -0.051 0.032 1000.0 -1000.0 -0.073 -1000.0 ErbB2/ErbB3 signaling events 2.0 159.0 65.0 -0.115 0.021 1000.0 -1000.0 -0.07 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 353.0 136.0 -0.189 0.063 1000.0 -1000.0 -0.077 -1000.0 BARD1 signaling events 2.0 168.0 57.0 -0.041 0.032 1000.0 -1000.0 -0.061 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 110.0 54.0 -0.069 0.025 1000.0 -1000.0 -0.104 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 12.0 5.0 -0.013 0.012 1000.0 -1000.0 -0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 200.0 85.0 -0.045 0.02 1000.0 -1000.0 -0.075 -1000.0 Ceramide signaling pathway 2.0 202.0 76.0 -0.121 0.035 1000.0 -1000.0 -0.048 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 84.0 37.0 -0.043 0.018 1000.0 -1000.0 -0.055 -1000.0 S1P1 pathway 2.0 101.0 36.0 -0.098 0.012 1000.0 -1000.0 -0.06 -1000.0 FAS signaling pathway (CD95) 2.0 97.0 47.0 -0.055 0.015 1000.0 -1000.0 -0.048 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 43.0 15.0 -0.028 0.023 1000.0 -1000.0 -0.03 -1000.0 Retinoic acid receptors-mediated signaling 2.0 146.0 58.0 -0.092 0.025 1000.0 -1000.0 -0.065 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 188.0 74.0 -0.19 0.058 1000.0 -1000.0 -0.088 -1000.0 Class I PI3K signaling events 2.0 163.0 73.0 -0.108 0.021 1000.0 -1000.0 -0.065 -1000.0 S1P3 pathway 2.0 116.0 42.0 -0.059 0.024 1000.0 -1000.0 -0.047 -1000.0 Rapid glucocorticoid signaling 2.0 54.0 20.0 -0.056 0.014 1000.0 -1000.0 -0.021 -1000.0 p38 MAPK signaling pathway 2.0 92.0 44.0 -0.119 0.024 1000.0 -1000.0 -0.066 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 47.0 17.0 -0.02 0.02 1000.0 -1000.0 -0.042 -1000.0 Canonical NF-kappaB pathway 1.0 48.0 39.0 -0.048 0.062 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by HDAC Class II 1.0 84.0 75.0 -0.083 0.033 1000.0 -1000.0 -0.045 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 0.0 0.012 1000.0 -1000.0 -0.019 -1000.0 Aurora A signaling 1.0 108.0 60.0 -0.167 0.037 1000.0 -1000.0 -0.053 -1000.0 mTOR signaling pathway 1.0 64.0 53.0 -0.023 0.019 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by HDAC Class III 1.0 77.0 40.0 -0.175 0.021 1000.0 -1000.0 -0.039 -1000.0 ceramide signaling pathway 1.0 55.0 49.0 -0.048 0.026 1000.0 -1000.0 -0.051 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 88.0 83.0 -0.041 0.052 1000.0 -1000.0 -0.073 -1000.0 TCGA08_p53 1.0 7.0 7.0 -0.007 0.012 1000.0 -1000.0 -0.014 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 64.0 36.0 -0.043 0.025 1000.0 -1000.0 -0.072 -1000.0 Atypical NF-kappaB pathway 1.0 40.0 31.0 -0.02 0.04 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 85.0 45.0 -0.067 0.036 1000.0 -1000.0 -0.091 -1000.0 Regulation of p38-alpha and p38-beta 1.0 95.0 54.0 -0.108 0.032 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 144.0 125.0 -0.08 0.051 1000.0 -1000.0 -0.092 -1000.0 TCGA08_rtk_signaling 1.0 44.0 26.0 -0.033 0.033 1000.0 -1000.0 -0.024 -1000.0 Insulin Pathway 1.0 133.0 74.0 -0.155 0.034 1000.0 -1000.0 -0.091 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 65.0 33.0 -0.111 0.03 1000.0 -1000.0 -0.06 -1000.0 PDGFR-beta signaling pathway 1.0 152.0 97.0 -0.07 0.038 1000.0 -1000.0 -0.09 -1000.0 Signaling events mediated by PRL 1.0 51.0 34.0 -0.085 0.034 1000.0 -1000.0 -0.033 -1000.0 FOXM1 transcription factor network 1.0 78.0 51.0 -0.088 0.125 1000.0 -1000.0 -0.181 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 18.0 23.0 -0.035 0.04 1000.0 -1000.0 -0.05 -1000.0 Circadian rhythm pathway 0.0 19.0 22.0 -0.018 0.04 1000.0 -1000.0 -0.042 -1000.0 Arf6 downstream pathway 0.0 42.0 43.0 -0.033 0.025 1000.0 -1000.0 -0.037 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.002 0.016 1000.0 -1000.0 -0.028 -1000.0 EPO signaling pathway 0.0 44.0 55.0 -0.024 0.06 1000.0 -1000.0 -0.096 -1000.0 PLK1 signaling events 0.0 24.0 85.0 -0.011 0.034 1000.0 -1000.0 -0.046 -1000.0 Insulin-mediated glucose transport 0.0 27.0 32.0 -0.041 0.044 1000.0 -1000.0 -0.065 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 25.0 68.0 -0.041 0.045 1000.0 -1000.0 -0.051 -1000.0 HIF-2-alpha transcription factor network 0.0 39.0 43.0 -0.085 0.087 1000.0 -1000.0 -0.098 -1000.0 Signaling events mediated by HDAC Class I 0.0 64.0 104.0 -0.048 0.049 1000.0 -1000.0 -0.071 -1000.0 FoxO family signaling 0.0 35.0 64.0 -0.058 0.129 1000.0 -1000.0 -0.072 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 59.0 76.0 -0.045 0.05 1000.0 -1000.0 -0.087 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.032 1000.0 -1000.0 -0.054 -1000.0 Arf6 trafficking events 0.0 43.0 71.0 -0.033 0.04 1000.0 -1000.0 -0.074 -1000.0 VEGFR1 specific signals 0.0 29.0 56.0 -0.026 0.044 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling in keratinocytes 0.0 37.0 43.0 -0.033 0.033 1000.0 -1000.0 -0.07 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.025 1000.0 -1000.0 -0.027 -1000.0 Arf1 pathway 0.0 10.0 54.0 -0.025 0.025 1000.0 -1000.0 -0.036 -1000.0 Alternative NF-kappaB pathway 0.0 9.0 13.0 0.0 0.031 1000.0 -1000.0 -0.042 -1000.0 Aurora B signaling 0.0 44.0 67.0 -0.063 0.034 1000.0 -1000.0 -0.069 -1000.0 Total 523 35339 7203 -16.5339075002 -994.588934658 131000 -131000 -8.86686512796 -131000