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 34.0 2069.0 60.0 -0.658 0.013 1000.0 -1000.0 -0.179 -1000.0 HIF-1-alpha transcription factor network 30.0 2309.0 76.0 -0.594 0.02 1000.0 -1000.0 -0.174 -1000.0 p75(NTR)-mediated signaling 26.0 3286.0 125.0 -0.245 0.034 1000.0 -1000.0 -0.098 -1000.0 IL4-mediated signaling events 26.0 2414.0 91.0 -0.82 0.685 1000.0 -1000.0 -0.16 -1000.0 Signaling mediated by p38-alpha and p38-beta 26.0 1176.0 44.0 -0.231 0.013 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by the Hedgehog family 23.0 1202.0 52.0 -0.277 0.074 1000.0 -1000.0 -0.07 -1000.0 Syndecan-1-mediated signaling events 22.0 756.0 34.0 -0.176 0.013 1000.0 -1000.0 -0.053 -1000.0 Glypican 1 network 20.0 960.0 48.0 -0.156 0.02 1000.0 -1000.0 -0.035 -1000.0 FOXA2 and FOXA3 transcription factor networks 19.0 900.0 46.0 -0.398 0.019 1000.0 -1000.0 -0.102 -1000.0 BMP receptor signaling 19.0 1579.0 81.0 -0.254 0.026 1000.0 -1000.0 -0.093 -1000.0 IL12-mediated signaling events 18.0 1621.0 87.0 -0.325 0.102 1000.0 -1000.0 -0.13 -1000.0 Glucocorticoid receptor regulatory network 18.0 2138.0 114.0 -0.663 0.314 1000.0 -1000.0 -0.075 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1652.0 93.0 -0.164 0.088 1000.0 -1000.0 -0.09 -1000.0 Glypican 2 network 17.0 70.0 4.0 -0.056 -0.042 1000.0 -1000.0 -0.023 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 17.0 2083.0 120.0 -0.286 0.21 1000.0 -1000.0 -0.079 -1000.0 Endothelins 16.0 1544.0 96.0 -0.202 0.023 1000.0 -1000.0 -0.083 -1000.0 Wnt signaling 16.0 112.0 7.0 -0.093 0.009 1000.0 -1000.0 -0.032 -1000.0 Syndecan-2-mediated signaling events 15.0 1076.0 69.0 -0.129 0.017 1000.0 -1000.0 -0.039 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 15.0 1046.0 68.0 -0.317 0.068 1000.0 -1000.0 -0.138 -1000.0 BCR signaling pathway 15.0 1506.0 99.0 -0.179 0.028 1000.0 -1000.0 -0.093 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 497.0 34.0 -0.099 0.013 1000.0 -1000.0 -0.062 -1000.0 amb2 Integrin signaling 14.0 1196.0 82.0 -0.163 0.015 1000.0 -1000.0 -0.082 -1000.0 Effects of Botulinum toxin 14.0 373.0 26.0 -0.178 0.013 1000.0 -1000.0 -0.064 -1000.0 Syndecan-4-mediated signaling events 14.0 998.0 67.0 -0.158 0.021 1000.0 -1000.0 -0.088 -1000.0 IL27-mediated signaling events 13.0 663.0 51.0 -0.165 0.088 1000.0 -1000.0 -0.077 -1000.0 Plasma membrane estrogen receptor signaling 13.0 1138.0 86.0 -0.103 0.07 1000.0 -1000.0 -0.081 -1000.0 Class IB PI3K non-lipid kinase events 13.0 39.0 3.0 -0.029 -1000.0 1000.0 -1000.0 -0.014 -1000.0 Ephrin A reverse signaling 12.0 88.0 7.0 -0.021 -0.0 1000.0 -1000.0 -0.021 -1000.0 Thromboxane A2 receptor signaling 12.0 1288.0 105.0 -0.098 0.029 1000.0 -1000.0 -0.059 -1000.0 Fc-epsilon receptor I signaling in mast cells 12.0 1181.0 97.0 -0.135 0.03 1000.0 -1000.0 -0.082 -1000.0 Nectin adhesion pathway 12.0 813.0 63.0 -0.104 0.022 1000.0 -1000.0 -0.077 -1000.0 Signaling events regulated by Ret tyrosine kinase 12.0 994.0 82.0 -0.134 0.013 1000.0 -1000.0 -0.085 -1000.0 S1P5 pathway 12.0 205.0 17.0 -0.105 0.078 1000.0 -1000.0 -0.034 -1000.0 Integrins in angiogenesis 12.0 1082.0 84.0 -0.173 0.019 1000.0 -1000.0 -0.093 -1000.0 ErbB4 signaling events 11.0 773.0 69.0 -0.176 0.066 1000.0 -1000.0 -0.093 -1000.0 Reelin signaling pathway 11.0 634.0 56.0 -0.141 0.019 1000.0 -1000.0 -0.076 -1000.0 Ephrin B reverse signaling 11.0 551.0 48.0 -0.108 0.062 1000.0 -1000.0 -0.075 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 360.0 31.0 -0.229 0.013 1000.0 -1000.0 -0.09 -1000.0 LPA receptor mediated events 11.0 1149.0 102.0 -0.123 0.022 1000.0 -1000.0 -0.09 -1000.0 IL6-mediated signaling events 11.0 834.0 75.0 -0.151 0.045 1000.0 -1000.0 -0.088 -1000.0 Caspase cascade in apoptosis 10.0 759.0 74.0 -0.091 0.032 1000.0 -1000.0 -0.044 -1000.0 Coregulation of Androgen receptor activity 10.0 797.0 76.0 -0.19 0.024 1000.0 -1000.0 -0.036 -1000.0 Noncanonical Wnt signaling pathway 10.0 265.0 26.0 -0.093 0.013 1000.0 -1000.0 -0.058 -1000.0 Arf6 signaling events 10.0 668.0 62.0 -0.106 0.016 1000.0 -1000.0 -0.059 -1000.0 PDGFR-alpha signaling pathway 10.0 448.0 44.0 -0.083 0.022 1000.0 -1000.0 -0.065 -1000.0 IL1-mediated signaling events 10.0 620.0 62.0 -0.174 0.058 1000.0 -1000.0 -0.094 -1000.0 TCGA08_retinoblastoma 10.0 85.0 8.0 -0.013 0.019 1000.0 -1000.0 -0.016 -1000.0 LPA4-mediated signaling events 9.0 115.0 12.0 -0.08 0.018 1000.0 -1000.0 -0.03 -1000.0 Osteopontin-mediated events 9.0 358.0 38.0 -0.107 0.013 1000.0 -1000.0 -0.102 -1000.0 Nongenotropic Androgen signaling 9.0 484.0 52.0 -0.098 0.016 1000.0 -1000.0 -0.059 -1000.0 EGFR-dependent Endothelin signaling events 9.0 193.0 21.0 -0.096 0.019 1000.0 -1000.0 -0.074 -1000.0 IGF1 pathway 9.0 560.0 57.0 -0.103 0.026 1000.0 -1000.0 -0.1 -1000.0 Visual signal transduction: Rods 9.0 482.0 52.0 -0.173 0.013 1000.0 -1000.0 -0.081 -1000.0 Signaling events mediated by PTP1B 8.0 632.0 76.0 -0.177 0.021 1000.0 -1000.0 -0.089 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 504.0 61.0 -0.162 0.029 1000.0 -1000.0 -0.076 -1000.0 Canonical Wnt signaling pathway 8.0 452.0 51.0 -0.162 0.071 1000.0 -1000.0 -0.066 -1000.0 EPHB forward signaling 8.0 740.0 85.0 -0.116 0.09 1000.0 -1000.0 -0.102 -1000.0 Angiopoietin receptor Tie2-mediated signaling 8.0 725.0 88.0 -0.151 0.024 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 8.0 632.0 78.0 -0.077 0.041 1000.0 -1000.0 -0.083 -1000.0 Regulation of Androgen receptor activity 8.0 575.0 70.0 -0.292 0.026 1000.0 -1000.0 -0.069 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 206.0 28.0 -0.105 0.031 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Cones 7.0 270.0 38.0 -0.063 0.013 1000.0 -1000.0 -0.062 -1000.0 Cellular roles of Anthrax toxin 7.0 292.0 39.0 -0.072 0.014 1000.0 -1000.0 -0.021 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 471.0 65.0 -0.357 0.036 1000.0 -1000.0 -0.068 -1000.0 Syndecan-3-mediated signaling events 7.0 270.0 35.0 -0.171 0.034 1000.0 -1000.0 -0.054 -1000.0 S1P4 pathway 7.0 194.0 25.0 -0.105 0.019 1000.0 -1000.0 -0.039 -1000.0 BARD1 signaling events 6.0 374.0 57.0 -0.053 0.037 1000.0 -1000.0 -0.056 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 114.0 17.0 -0.033 0.016 1000.0 -1000.0 -0.045 -1000.0 TRAIL signaling pathway 6.0 302.0 48.0 -0.034 0.022 1000.0 -1000.0 -0.064 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 334.0 52.0 -0.092 0.032 1000.0 -1000.0 -0.054 -1000.0 S1P1 pathway 6.0 237.0 36.0 -0.101 0.013 1000.0 -1000.0 -0.056 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 95.0 15.0 -0.016 0.023 1000.0 -1000.0 -0.024 -1000.0 IL2 signaling events mediated by PI3K 6.0 358.0 58.0 -0.064 0.023 1000.0 -1000.0 -0.096 -1000.0 Regulation of Telomerase 6.0 619.0 102.0 -0.133 0.038 1000.0 -1000.0 -0.105 -1000.0 S1P3 pathway 6.0 260.0 42.0 -0.056 0.021 1000.0 -1000.0 -0.033 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 720.0 136.0 -0.16 0.062 1000.0 -1000.0 -0.074 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 5.0 275.0 54.0 -0.086 0.025 1000.0 -1000.0 -0.096 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 457.0 85.0 -0.048 0.018 1000.0 -1000.0 -0.074 -1000.0 IFN-gamma pathway 5.0 357.0 68.0 -0.136 0.023 1000.0 -1000.0 -0.103 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 5.0 193.0 37.0 -0.052 0.021 1000.0 -1000.0 -0.057 -1000.0 FAS signaling pathway (CD95) 5.0 235.0 47.0 -0.085 0.015 1000.0 -1000.0 -0.049 -1000.0 Retinoic acid receptors-mediated signaling 5.0 318.0 58.0 -0.078 0.026 1000.0 -1000.0 -0.076 -1000.0 IL2 signaling events mediated by STAT5 5.0 120.0 22.0 -0.037 0.027 1000.0 -1000.0 -0.061 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 99.0 17.0 -0.024 0.022 1000.0 -1000.0 -0.05 -1000.0 ErbB2/ErbB3 signaling events 4.0 320.0 65.0 -0.124 0.022 1000.0 -1000.0 -0.064 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 24.0 5.0 -0.008 0.004 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class III 4.0 195.0 40.0 -0.17 0.02 1000.0 -1000.0 -0.046 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 211.0 45.0 -0.074 0.037 1000.0 -1000.0 -0.089 -1000.0 Class I PI3K signaling events 4.0 309.0 73.0 -0.077 0.028 1000.0 -1000.0 -0.075 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 147.0 33.0 -0.121 0.029 1000.0 -1000.0 -0.056 -1000.0 Rapid glucocorticoid signaling 4.0 82.0 20.0 -0.039 0.015 1000.0 -1000.0 -0.021 -1000.0 p38 MAPK signaling pathway 4.0 179.0 44.0 -0.116 0.024 1000.0 -1000.0 -0.063 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 -0.003 0.013 1000.0 -1000.0 -0.016 -1000.0 EPO signaling pathway 3.0 165.0 55.0 -0.027 0.047 1000.0 -1000.0 -0.087 -1000.0 Ceramide signaling pathway 3.0 291.0 76.0 -0.099 0.036 1000.0 -1000.0 -0.051 -1000.0 TCGA08_p53 3.0 23.0 7.0 -0.01 0.013 1000.0 -1000.0 -0.018 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 123.0 36.0 -0.052 0.027 1000.0 -1000.0 -0.071 -1000.0 Regulation of p38-alpha and p38-beta 3.0 185.0 54.0 -0.077 0.033 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 396.0 125.0 -0.076 0.047 1000.0 -1000.0 -0.095 -1000.0 TCGA08_rtk_signaling 3.0 93.0 26.0 -0.039 0.039 1000.0 -1000.0 -0.024 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 269.0 74.0 -0.192 0.061 1000.0 -1000.0 -0.094 -1000.0 Insulin Pathway 3.0 259.0 74.0 -0.151 0.026 1000.0 -1000.0 -0.093 -1000.0 VEGFR1 specific signals 3.0 170.0 56.0 -0.03 0.03 1000.0 -1000.0 -0.055 -1000.0 PDGFR-beta signaling pathway 3.0 356.0 97.0 -0.055 0.035 1000.0 -1000.0 -0.091 -1000.0 Signaling events mediated by PRL 3.0 114.0 34.0 -0.102 0.032 1000.0 -1000.0 -0.04 -1000.0 FOXM1 transcription factor network 3.0 189.0 51.0 -0.1 0.137 1000.0 -1000.0 -0.198 -1000.0 Signaling events mediated by HDAC Class II 2.0 168.0 75.0 -0.077 0.034 1000.0 -1000.0 -0.043 -1000.0 Aurora A signaling 2.0 170.0 60.0 -0.125 0.038 1000.0 -1000.0 -0.049 -1000.0 mTOR signaling pathway 2.0 154.0 53.0 -0.016 0.023 1000.0 -1000.0 -0.064 -1000.0 ceramide signaling pathway 2.0 100.0 49.0 -0.041 0.03 1000.0 -1000.0 -0.054 -1000.0 HIF-2-alpha transcription factor network 2.0 114.0 43.0 -0.08 0.081 1000.0 -1000.0 -0.1 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 207.0 83.0 -0.077 0.054 1000.0 -1000.0 -0.072 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 35.0 23.0 -0.029 0.039 1000.0 -1000.0 -0.055 -1000.0 Canonical NF-kappaB pathway 1.0 76.0 39.0 -0.041 0.065 1000.0 -1000.0 -0.082 -1000.0 Circadian rhythm pathway 1.0 33.0 22.0 -0.022 0.04 1000.0 -1000.0 -0.05 -1000.0 Arf6 downstream pathway 1.0 70.0 43.0 -0.031 0.025 1000.0 -1000.0 -0.041 -1000.0 Aurora C signaling 1.0 8.0 7.0 -0.002 0.017 1000.0 -1000.0 -0.032 -1000.0 Insulin-mediated glucose transport 1.0 40.0 32.0 -0.046 0.038 1000.0 -1000.0 -0.069 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 81.0 68.0 -0.046 0.042 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by HDAC Class I 1.0 152.0 104.0 -0.041 0.046 1000.0 -1000.0 -0.066 -1000.0 FoxO family signaling 1.0 98.0 64.0 -0.074 0.125 1000.0 -1000.0 -0.072 -1000.0 Atypical NF-kappaB pathway 1.0 58.0 31.0 -0.013 0.04 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 105.0 76.0 -0.032 0.055 1000.0 -1000.0 -0.085 -1000.0 E-cadherin signaling in keratinocytes 1.0 65.0 43.0 -0.039 0.036 1000.0 -1000.0 -0.07 -1000.0 Aurora B signaling 1.0 105.0 67.0 -0.067 0.034 1000.0 -1000.0 -0.072 -1000.0 PLK1 signaling events 0.0 66.0 85.0 -0.011 0.031 1000.0 -1000.0 -0.045 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.001 0.031 1000.0 -1000.0 -0.052 -1000.0 Arf6 trafficking events 0.0 69.0 71.0 -0.032 0.041 1000.0 -1000.0 -0.085 -1000.0 E-cadherin signaling events 0.0 2.0 5.0 0.009 0.024 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 0.0 35.0 54.0 -0.011 0.026 1000.0 -1000.0 -0.034 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.036 1000.0 -1000.0 -0.034 -1000.0 Total 1074 67751 7203 -16.2039412819 -994.629936953 131000 -131000 -8.94581085261 -131000