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 PDGFR-alpha signaling pathway 63.0 2800.0 44.0 -0.24 0.022 1000.0 -1000.0 -0.013 -1000.0 Noncanonical Wnt signaling pathway 55.0 1430.0 26.0 -0.334 0.011 1000.0 -1000.0 -0.018 -1000.0 Wnt signaling 51.0 359.0 7.0 -0.334 0.011 1000.0 -1000.0 -0.014 -1000.0 IL23-mediated signaling events 39.0 2351.0 60.0 -0.603 0.024 1000.0 -1000.0 -0.069 -1000.0 Ras signaling in the CD4+ TCR pathway 39.0 671.0 17.0 -0.295 0.02 1000.0 -1000.0 -0.008 -1000.0 Thromboxane A2 receptor signaling 32.0 3447.0 105.0 -0.319 0.083 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-alpha and p38-beta 31.0 1381.0 44.0 -0.283 0.011 1000.0 -1000.0 -0.014 -1000.0 mTOR signaling pathway 30.0 1617.0 53.0 -0.177 0.082 1000.0 -1000.0 -0.021 -1000.0 EGFR-dependent Endothelin signaling events 30.0 632.0 21.0 -0.151 0.016 1000.0 -1000.0 -0.011 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 29.0 1513.0 52.0 -0.251 0.013 1000.0 -1000.0 -0.016 -1000.0 Syndecan-1-mediated signaling events 26.0 886.0 34.0 -0.094 0.011 1000.0 -1000.0 -0.012 -1000.0 Integrins in angiogenesis 26.0 2264.0 84.0 -0.316 0.027 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by the Hedgehog family 25.0 1337.0 52.0 -0.259 0.185 1000.0 -1000.0 -0.013 -1000.0 Syndecan-3-mediated signaling events 22.0 791.0 35.0 -0.209 0.032 1000.0 -1000.0 -0.01 -1000.0 IL6-mediated signaling events 21.0 1580.0 75.0 -0.291 0.022 1000.0 -1000.0 -0.012 -1000.0 Insulin Pathway 20.0 1524.0 74.0 -0.318 0.072 1000.0 -1000.0 -0.026 -1000.0 IL1-mediated signaling events 19.0 1226.0 62.0 -0.24 0.03 1000.0 -1000.0 -0.022 -1000.0 HIF-1-alpha transcription factor network 18.0 1402.0 76.0 -0.18 0.062 1000.0 -1000.0 -0.041 -1000.0 Glypican 1 network 18.0 888.0 48.0 -0.293 0.022 1000.0 -1000.0 -0.006 -1000.0 Glucocorticoid receptor regulatory network 18.0 2054.0 114.0 -0.578 0.159 1000.0 -1000.0 -0.036 -1000.0 amb2 Integrin signaling 17.0 1404.0 82.0 -0.244 0.014 1000.0 -1000.0 -0.019 -1000.0 Arf6 signaling events 16.0 1037.0 62.0 -0.191 0.026 1000.0 -1000.0 -0.012 -1000.0 IL12-mediated signaling events 15.0 1378.0 87.0 -0.183 0.029 1000.0 -1000.0 -0.08 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 490.0 34.0 -0.054 0.011 1000.0 -1000.0 -0.012 -1000.0 TCGA08_rtk_signaling 14.0 377.0 26.0 -0.237 0.011 1000.0 -1000.0 -0.005 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 633.0 46.0 -0.975 0.208 1000.0 -1000.0 -0.012 -1000.0 Cellular roles of Anthrax toxin 12.0 485.0 39.0 -0.143 0.011 1000.0 -1000.0 -0.011 -1000.0 Plasma membrane estrogen receptor signaling 12.0 1096.0 86.0 -0.135 0.067 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 11.0 772.0 69.0 -0.209 0.024 1000.0 -1000.0 -0.003 -1000.0 Ephrin A reverse signaling 10.0 73.0 7.0 -0.0 0.059 1000.0 -1000.0 -0.0 -1000.0 Signaling events mediated by PTP1B 10.0 813.0 76.0 -0.218 0.042 1000.0 -1000.0 -0.019 -1000.0 LPA receptor mediated events 10.0 1080.0 102.0 -0.309 0.11 1000.0 -1000.0 -0.05 -1000.0 IGF1 pathway 10.0 598.0 57.0 -0.113 0.053 1000.0 -1000.0 -0.017 -1000.0 Coregulation of Androgen receptor activity 9.0 696.0 76.0 -0.223 0.039 1000.0 -1000.0 -0.025 -1000.0 IL4-mediated signaling events 9.0 862.0 91.0 -0.303 0.384 1000.0 -1000.0 -0.114 -1000.0 BMP receptor signaling 9.0 787.0 81.0 -0.343 0.032 1000.0 -1000.0 -0.03 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 354.0 37.0 -0.149 0.027 1000.0 -1000.0 -0.01 -1000.0 Retinoic acid receptors-mediated signaling 9.0 563.0 58.0 -0.251 0.033 1000.0 -1000.0 -0.019 -1000.0 Nongenotropic Androgen signaling 9.0 504.0 52.0 -0.057 0.079 1000.0 -1000.0 -0.011 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 661.0 68.0 -0.29 0.06 1000.0 -1000.0 -0.045 -1000.0 S1P1 pathway 8.0 289.0 36.0 -0.115 0.023 1000.0 -1000.0 -0.018 -1000.0 Reelin signaling pathway 7.0 398.0 56.0 -0.018 0.35 1000.0 -1000.0 -0.016 -1000.0 HIF-2-alpha transcription factor network 7.0 335.0 43.0 -0.161 0.056 1000.0 -1000.0 -0.036 -1000.0 Syndecan-4-mediated signaling events 7.0 519.0 67.0 -0.104 0.013 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in keratinocytes 7.0 343.0 43.0 -0.151 0.026 1000.0 -1000.0 -0.01 -1000.0 Nectin adhesion pathway 6.0 408.0 63.0 -0.362 0.029 1000.0 -1000.0 -0.025 -1000.0 TRAIL signaling pathway 6.0 318.0 48.0 -0.064 0.026 1000.0 -1000.0 -0.024 -1000.0 Endothelins 6.0 641.0 96.0 -0.1 0.064 1000.0 -1000.0 -0.017 -1000.0 FAS signaling pathway (CD95) 6.0 311.0 47.0 -0.335 0.02 1000.0 -1000.0 -0.013 -1000.0 IL2 signaling events mediated by PI3K 6.0 361.0 58.0 -0.119 0.018 1000.0 -1000.0 -0.017 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 207.0 31.0 -0.08 0.011 1000.0 -1000.0 -0.02 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 564.0 88.0 -0.318 0.083 1000.0 -1000.0 -0.047 -1000.0 Circadian rhythm pathway 5.0 125.0 22.0 -0.101 0.011 1000.0 -1000.0 -0.023 -1000.0 Canonical Wnt signaling pathway 5.0 260.0 51.0 -0.187 0.059 1000.0 -1000.0 -0.023 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 631.0 136.0 -0.251 0.156 1000.0 -1000.0 -0.017 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 413.0 97.0 -0.075 0.026 1000.0 -1000.0 -0.031 -1000.0 FoxO family signaling 4.0 300.0 64.0 -0.298 0.031 1000.0 -1000.0 -0.01 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 149.0 36.0 -0.149 0.027 1000.0 -1000.0 -0.014 -1000.0 Effects of Botulinum toxin 4.0 107.0 26.0 -0.0 0.037 1000.0 -1000.0 -0.009 -1000.0 BCR signaling pathway 4.0 486.0 99.0 -0.133 0.061 1000.0 -1000.0 -0.034 -1000.0 PDGFR-beta signaling pathway 4.0 395.0 97.0 -0.101 0.027 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Rods 4.0 214.0 52.0 -0.036 0.061 1000.0 -1000.0 -0.014 -1000.0 FOXM1 transcription factor network 4.0 249.0 51.0 -0.026 0.066 1000.0 -1000.0 -0.078 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 381.0 78.0 -0.05 0.049 1000.0 -1000.0 -0.017 -1000.0 Regulation of Androgen receptor activity 4.0 340.0 70.0 -0.284 0.039 1000.0 -1000.0 -0.022 -1000.0 ErbB4 signaling events 3.0 266.0 69.0 -0.168 0.083 1000.0 -1000.0 -0.026 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 212.0 61.0 -0.194 0.032 1000.0 -1000.0 -0.026 -1000.0 Arf6 downstream pathway 3.0 151.0 43.0 -0.048 0.023 1000.0 -1000.0 -0.013 -1000.0 EPO signaling pathway 3.0 175.0 55.0 -0.043 0.034 1000.0 -1000.0 -0.016 -1000.0 Ceramide signaling pathway 3.0 258.0 76.0 -0.107 0.023 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by HDAC Class III 3.0 128.0 40.0 -0.105 0.02 1000.0 -1000.0 -0.007 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 324.0 82.0 -0.218 0.074 1000.0 -1000.0 -0.034 -1000.0 EPHB forward signaling 3.0 262.0 85.0 -0.074 0.078 1000.0 -1000.0 -0.031 -1000.0 IL27-mediated signaling events 3.0 169.0 51.0 -0.115 0.021 1000.0 -1000.0 -0.027 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 271.0 74.0 -0.151 0.024 1000.0 -1000.0 -0.03 -1000.0 S1P3 pathway 3.0 159.0 42.0 -0.063 0.076 1000.0 -1000.0 -0.014 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 360.0 120.0 -0.086 0.107 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 2.0 183.0 65.0 -0.008 0.049 1000.0 -1000.0 -0.024 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 71.0 28.0 -0.063 0.027 1000.0 -1000.0 -0.011 -1000.0 Osteopontin-mediated events 2.0 107.0 38.0 -0.008 0.034 1000.0 -1000.0 -0.012 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 143.0 54.0 -0.018 0.016 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 253.0 85.0 -0.018 0.022 1000.0 -1000.0 -0.023 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 189.0 65.0 -0.033 0.032 1000.0 -1000.0 -0.023 -1000.0 p75(NTR)-mediated signaling 2.0 338.0 125.0 -0.006 0.032 1000.0 -1000.0 -0.035 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 204.0 83.0 -0.107 0.05 1000.0 -1000.0 -0.013 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 36.0 15.0 -0.002 0.084 1000.0 -1000.0 -0.008 -1000.0 Regulation of p38-alpha and p38-beta 2.0 130.0 54.0 -0.101 0.042 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events 2.0 166.0 73.0 -0.131 0.029 1000.0 -1000.0 -0.025 -1000.0 Regulation of Telomerase 2.0 244.0 102.0 -0.151 0.03 1000.0 -1000.0 -0.045 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 85.0 33.0 -0.084 0.03 1000.0 -1000.0 -0.019 -1000.0 p38 MAPK signaling pathway 2.0 97.0 44.0 -0.05 0.048 1000.0 -1000.0 -0.019 -1000.0 Caspase cascade in apoptosis 1.0 89.0 74.0 -0.168 0.027 1000.0 -1000.0 -0.019 -1000.0 Visual signal transduction: Cones 1.0 59.0 38.0 -0.003 0.02 1000.0 -1000.0 -0.007 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 31.0 17.0 -0.001 0.028 1000.0 -1000.0 -0.012 -1000.0 Insulin-mediated glucose transport 1.0 54.0 32.0 -0.023 0.022 1000.0 -1000.0 -0.013 -1000.0 IFN-gamma pathway 1.0 82.0 68.0 -0.055 0.075 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 130.0 68.0 -0.051 0.026 1000.0 -1000.0 -0.013 -1000.0 Ephrin B reverse signaling 1.0 87.0 48.0 -0.04 0.025 1000.0 -1000.0 -0.015 -1000.0 TCR signaling in naïve CD8+ T cells 1.0 181.0 93.0 -0.019 0.028 1000.0 -1000.0 -0.032 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 49.0 45.0 -0.001 0.027 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by STAT5 1.0 34.0 22.0 -0.022 0.023 1000.0 -1000.0 -0.012 -1000.0 Arf6 trafficking events 1.0 132.0 71.0 -0.077 0.034 1000.0 -1000.0 -0.017 -1000.0 LPA4-mediated signaling events 0.0 2.0 12.0 0.0 0.015 1000.0 -1000.0 -0.009 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 8.0 23.0 0.001 0.027 1000.0 -1000.0 -0.008 -1000.0 Canonical NF-kappaB pathway 0.0 10.0 39.0 -0.0 0.031 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class II 0.0 20.0 75.0 -0.017 0.05 1000.0 -1000.0 -0.012 -1000.0 BARD1 signaling events 0.0 0.0 57.0 -0.026 0.032 1000.0 -1000.0 -0.024 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.009 0.011 1000.0 -1000.0 -0.003 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 0.008 0.016 1000.0 -1000.0 -0.002 -1000.0 Aurora A signaling 0.0 0.0 60.0 -0.001 0.027 1000.0 -1000.0 -0.012 -1000.0 Aurora C signaling 0.0 2.0 7.0 0.0 0.019 1000.0 -1000.0 -0.005 -1000.0 PLK1 signaling events 0.0 4.0 85.0 -0.004 0.031 1000.0 -1000.0 -0.021 -1000.0 S1P5 pathway 0.0 1.0 17.0 -0.001 0.014 1000.0 -1000.0 -0.011 -1000.0 ceramide signaling pathway 0.0 18.0 49.0 0.0 0.023 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class I 0.0 17.0 104.0 -0.021 0.03 1000.0 -1000.0 -0.025 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.001 0.011 1000.0 -1000.0 -0.002 -1000.0 Atypical NF-kappaB pathway 0.0 0.0 31.0 0.0 0.024 1000.0 -1000.0 -0.009 -1000.0 Glypican 2 network 0.0 0.0 4.0 0.01 0.016 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 14.0 125.0 -0.006 0.038 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 5.0 76.0 -0.0 0.027 1000.0 -1000.0 -0.034 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.027 1000.0 -1000.0 -0.016 -1000.0 TCGA08_retinoblastoma 0.0 4.0 8.0 -0.007 0.011 1000.0 -1000.0 -0.003 -1000.0 VEGFR1 specific signals 0.0 0.0 56.0 0.0 0.037 1000.0 -1000.0 -0.014 -1000.0 Rapid glucocorticoid signaling 0.0 6.0 20.0 -0.0 0.014 1000.0 -1000.0 -0.005 -1000.0 Signaling events mediated by PRL 0.0 10.0 34.0 -0.004 0.025 1000.0 -1000.0 -0.016 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.011 0.011 1000.0 -1000.0 -0.001 -1000.0 S1P4 pathway 0.0 4.0 25.0 -0.0 0.019 1000.0 -1000.0 -0.013 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.007 0.019 1000.0 -1000.0 -0.001 -1000.0 Arf1 pathway 0.0 0.0 54.0 -0.0 0.022 1000.0 -1000.0 -0.01 -1000.0 Alternative NF-kappaB pathway 0.0 5.0 13.0 0.0 0.03 1000.0 -1000.0 -0.003 -1000.0 Aurora B signaling 0.0 39.0 67.0 -0.098 0.038 1000.0 -1000.0 -0.013 -1000.0 Total 1046 59640 7203 -16.78269859 5.74883335269 131000 -131000 -2.64071167384 -131000