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 35.0 3164.0 88.0 -0.565 0.117 1000.0 -1000.0 -0.053 -1000.0 Signaling mediated by p38-alpha and p38-beta 32.0 1425.0 44.0 -0.35 0.032 1000.0 -1000.0 -0.012 -1000.0 Class IB PI3K non-lipid kinase events 32.0 96.0 3.0 -0.12 -1000.0 1000.0 -1000.0 -0.021 -1000.0 Nongenotropic Androgen signaling 31.0 1638.0 52.0 -0.443 0.282 1000.0 -1000.0 -0.024 -1000.0 Endothelins 26.0 2571.0 96.0 -0.581 0.056 1000.0 -1000.0 -0.035 -1000.0 PDGFR-alpha signaling pathway 25.0 1125.0 44.0 -0.571 0.058 1000.0 -1000.0 -0.024 -1000.0 IL4-mediated signaling events 23.0 2143.0 91.0 -0.9 0.592 1000.0 -1000.0 -0.027 -1000.0 HIF-1-alpha transcription factor network 21.0 1641.0 76.0 -0.31 0.048 1000.0 -1000.0 -0.03 -1000.0 Reelin signaling pathway 21.0 1227.0 56.0 -0.208 0.064 1000.0 -1000.0 -0.019 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 20.0 711.0 34.0 -0.118 0.033 1000.0 -1000.0 -0.023 -1000.0 Calcium signaling in the CD4+ TCR pathway 20.0 623.0 31.0 -0.359 0.032 1000.0 -1000.0 -0.038 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 20.0 1384.0 68.0 -0.505 0.107 1000.0 -1000.0 -0.055 -1000.0 IL6-mediated signaling events 19.0 1434.0 75.0 -0.244 0.057 1000.0 -1000.0 -0.026 -1000.0 Thromboxane A2 receptor signaling 18.0 1943.0 105.0 -0.261 0.076 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 18.0 1486.0 82.0 -0.267 0.051 1000.0 -1000.0 -0.042 -1000.0 IL23-mediated signaling events 16.0 998.0 60.0 -0.562 0.064 1000.0 -1000.0 -0.02 -1000.0 Osteopontin-mediated events 15.0 582.0 38.0 -0.244 0.035 1000.0 -1000.0 -0.019 -1000.0 FOXM1 transcription factor network 15.0 770.0 51.0 -0.56 0.033 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by the Hedgehog family 14.0 753.0 52.0 -0.363 0.043 1000.0 -1000.0 -0.016 -1000.0 Coregulation of Androgen receptor activity 13.0 990.0 76.0 -0.309 0.059 1000.0 -1000.0 -0.01 -1000.0 TCGA08_retinoblastoma 13.0 109.0 8.0 -0.027 0.029 1000.0 -1000.0 -0.002 -1000.0 Glucocorticoid receptor regulatory network 12.0 1388.0 114.0 -0.504 0.189 1000.0 -1000.0 -0.034 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 210.0 17.0 -0.196 0.042 1000.0 -1000.0 -0.017 -1000.0 IL12-mediated signaling events 11.0 1028.0 87.0 -0.6 0.086 1000.0 -1000.0 -0.032 -1000.0 amb2 Integrin signaling 11.0 945.0 82.0 -0.29 0.042 1000.0 -1000.0 -0.021 -1000.0 S1P1 pathway 11.0 414.0 36.0 -0.351 0.031 1000.0 -1000.0 -0.025 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1027.0 93.0 -0.134 0.046 1000.0 -1000.0 -0.033 -1000.0 ErbB2/ErbB3 signaling events 10.0 696.0 65.0 -0.232 0.045 1000.0 -1000.0 -0.064 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 10.0 563.0 54.0 -0.208 0.047 1000.0 -1000.0 -0.024 -1000.0 Noncanonical Wnt signaling pathway 10.0 260.0 26.0 -0.139 0.032 1000.0 -1000.0 -0.031 -1000.0 Fc-epsilon receptor I signaling in mast cells 10.0 980.0 97.0 -0.244 0.036 1000.0 -1000.0 -0.047 -1000.0 Wnt signaling 10.0 74.0 7.0 -0.124 0.023 1000.0 -1000.0 0.001 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 9.0 506.0 52.0 -0.165 0.068 1000.0 -1000.0 -0.021 -1000.0 Integrins in angiogenesis 9.0 782.0 84.0 -0.1 0.064 1000.0 -1000.0 -0.035 -1000.0 PDGFR-beta signaling pathway 9.0 875.0 97.0 -0.099 0.045 1000.0 -1000.0 -0.038 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 150.0 17.0 -0.112 0.033 1000.0 -1000.0 -0.017 -1000.0 Arf6 signaling events 8.0 516.0 62.0 -0.221 0.069 1000.0 -1000.0 -0.021 -1000.0 Retinoic acid receptors-mediated signaling 8.0 474.0 58.0 -0.151 0.063 1000.0 -1000.0 -0.025 -1000.0 BCR signaling pathway 8.0 823.0 99.0 -0.162 0.058 1000.0 -1000.0 -0.055 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 994.0 120.0 -0.382 0.173 1000.0 -1000.0 -0.043 -1000.0 BARD1 signaling events 7.0 404.0 57.0 -0.053 0.063 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PTP1B 7.0 598.0 76.0 -0.21 0.049 1000.0 -1000.0 -0.026 -1000.0 BMP receptor signaling 7.0 644.0 81.0 -0.206 0.063 1000.0 -1000.0 -0.031 -1000.0 Glypican 1 network 7.0 368.0 48.0 -0.125 0.053 1000.0 -1000.0 -0.019 -1000.0 Regulation of Androgen receptor activity 7.0 539.0 70.0 -0.177 0.045 1000.0 -1000.0 -0.03 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 309.0 46.0 -0.651 0.036 1000.0 -1000.0 -0.03 -1000.0 Syndecan-4-mediated signaling events 6.0 422.0 67.0 -0.194 0.046 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 6.0 474.0 74.0 -0.32 0.075 1000.0 -1000.0 -0.032 -1000.0 Aurora B signaling 6.0 417.0 67.0 -0.463 0.07 1000.0 -1000.0 -0.035 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 753.0 136.0 -0.297 0.073 1000.0 -1000.0 -0.03 -1000.0 Syndecan-2-mediated signaling events 5.0 393.0 69.0 -0.194 0.048 1000.0 -1000.0 -0.018 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 26.0 5.0 -0.005 0.022 1000.0 -1000.0 0.014 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 340.0 61.0 -0.244 0.082 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 5.0 338.0 63.0 -0.064 0.08 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 5.0 258.0 47.0 -0.445 0.048 1000.0 -1000.0 -0.021 -1000.0 LPA receptor mediated events 5.0 610.0 102.0 -0.244 0.033 1000.0 -1000.0 -0.068 -1000.0 LPA4-mediated signaling events 4.0 56.0 12.0 -0.118 0.009 1000.0 -1000.0 -0.022 -1000.0 Syndecan-1-mediated signaling events 4.0 159.0 34.0 -0.132 0.032 1000.0 -1000.0 -0.015 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 374.0 85.0 -0.389 0.069 1000.0 -1000.0 -0.036 -1000.0 IL2 signaling events mediated by PI3K 4.0 277.0 58.0 -0.195 0.054 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 4.0 367.0 86.0 -0.06 0.057 1000.0 -1000.0 -0.05 -1000.0 p75(NTR)-mediated signaling 3.0 496.0 125.0 -0.132 0.082 1000.0 -1000.0 -0.046 -1000.0 PLK1 signaling events 3.0 287.0 85.0 -0.036 0.052 1000.0 -1000.0 -0.038 -1000.0 Ceramide signaling pathway 3.0 233.0 76.0 -0.067 0.09 1000.0 -1000.0 -0.014 -1000.0 Regulation of p38-alpha and p38-beta 3.0 163.0 54.0 -0.052 0.075 1000.0 -1000.0 -0.041 -1000.0 Glypican 2 network 3.0 12.0 4.0 0.012 0.023 1000.0 -1000.0 0.016 -1000.0 IL27-mediated signaling events 3.0 174.0 51.0 -0.192 0.062 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by STAT5 3.0 68.0 22.0 -0.046 0.036 1000.0 -1000.0 -0.024 -1000.0 Caspase cascade in apoptosis 2.0 174.0 74.0 -0.072 0.079 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 2.0 196.0 69.0 -0.11 0.061 1000.0 -1000.0 -0.02 -1000.0 Cellular roles of Anthrax toxin 2.0 96.0 39.0 -0.103 0.044 1000.0 -1000.0 -0.019 -1000.0 Aurora C signaling 2.0 16.0 7.0 -0.008 0.028 1000.0 -1000.0 -0.011 -1000.0 mTOR signaling pathway 2.0 128.0 53.0 -0.016 0.043 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 95.0 37.0 -0.026 0.054 1000.0 -1000.0 -0.021 -1000.0 IL1-mediated signaling events 2.0 174.0 62.0 -0.049 0.077 1000.0 -1000.0 -0.022 -1000.0 ceramide signaling pathway 2.0 135.0 49.0 -0.02 0.047 1000.0 -1000.0 -0.02 -1000.0 HIF-2-alpha transcription factor network 2.0 107.0 43.0 -0.107 0.109 1000.0 -1000.0 -0.039 -1000.0 Ephrin B reverse signaling 2.0 133.0 48.0 -0.064 0.053 1000.0 -1000.0 -0.028 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 207.0 83.0 -0.102 0.063 1000.0 -1000.0 -0.015 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 88.0 36.0 -0.045 0.057 1000.0 -1000.0 -0.029 -1000.0 Atypical NF-kappaB pathway 2.0 70.0 31.0 -0.011 0.043 1000.0 -1000.0 -0.01 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 134.0 45.0 -0.038 0.086 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 2.0 147.0 51.0 -0.07 0.074 1000.0 -1000.0 -0.032 -1000.0 EPHB forward signaling 2.0 173.0 85.0 -0.13 0.076 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 265.0 125.0 -0.064 0.073 1000.0 -1000.0 -0.031 -1000.0 TCGA08_rtk_signaling 2.0 55.0 26.0 -0.158 0.045 1000.0 -1000.0 -0.011 -1000.0 Class I PI3K signaling events 2.0 164.0 73.0 -0.063 0.062 1000.0 -1000.0 -0.026 -1000.0 Regulation of Telomerase 2.0 210.0 102.0 -0.245 0.083 1000.0 -1000.0 -0.019 -1000.0 IGF1 pathway 2.0 152.0 57.0 -0.018 0.068 1000.0 -1000.0 -0.027 -1000.0 S1P3 pathway 2.0 91.0 42.0 -0.034 0.047 1000.0 -1000.0 -0.023 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 68.0 33.0 -0.035 0.081 1000.0 -1000.0 -0.026 -1000.0 Rapid glucocorticoid signaling 2.0 46.0 20.0 -0.009 0.033 1000.0 -1000.0 -0.0 -1000.0 Visual signal transduction: Rods 2.0 143.0 52.0 -0.177 0.079 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by PRL 2.0 96.0 34.0 -0.089 0.047 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 170.0 78.0 -0.036 0.071 1000.0 -1000.0 -0.044 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 42.0 23.0 -0.048 0.062 1000.0 -1000.0 -0.018 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 30.0 28.0 0.0 0.064 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 1.0 3.0 3.0 0.016 -1000.0 1000.0 -1000.0 -0.007 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 118.0 65.0 -0.019 0.077 1000.0 -1000.0 -0.032 -1000.0 Aurora A signaling 1.0 73.0 60.0 -0.018 0.072 1000.0 -1000.0 -0.011 -1000.0 EPO signaling pathway 1.0 74.0 55.0 -0.008 0.086 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 1.0 129.0 104.0 -0.055 0.078 1000.0 -1000.0 -0.026 -1000.0 FoxO family signaling 1.0 88.0 64.0 -0.035 0.084 1000.0 -1000.0 -0.029 -1000.0 Effects of Botulinum toxin 1.0 40.0 26.0 -0.023 0.05 1000.0 -1000.0 -0.004 -1000.0 E-cadherin signaling in keratinocytes 1.0 46.0 43.0 -0.028 0.052 1000.0 -1000.0 -0.021 -1000.0 S1P4 pathway 1.0 30.0 25.0 -0.0 0.049 1000.0 -1000.0 -0.02 -1000.0 Canonical NF-kappaB pathway 0.0 26.0 39.0 -0.013 0.073 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 0.0 50.0 75.0 -0.049 0.088 1000.0 -1000.0 -0.018 -1000.0 Visual signal transduction: Cones 0.0 1.0 38.0 -0.004 0.073 1000.0 -1000.0 -0.009 -1000.0 Circadian rhythm pathway 0.0 4.0 22.0 -0.012 0.068 1000.0 -1000.0 -0.024 -1000.0 Ephrin A reverse signaling 0.0 2.0 7.0 -0.0 0.032 1000.0 -1000.0 -0.0 -1000.0 Arf6 downstream pathway 0.0 18.0 43.0 -0.056 0.059 1000.0 -1000.0 -0.025 -1000.0 Insulin-mediated glucose transport 0.0 14.0 32.0 -0.0 0.06 1000.0 -1000.0 -0.024 -1000.0 IFN-gamma pathway 0.0 62.0 68.0 -0.001 0.084 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 27.0 68.0 -0.047 0.062 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class III 0.0 35.0 40.0 -0.054 0.055 1000.0 -1000.0 -0.028 -1000.0 TRAIL signaling pathway 0.0 33.0 48.0 -0.0 0.078 1000.0 -1000.0 -0.021 -1000.0 S1P5 pathway 0.0 3.0 17.0 -0.034 0.039 1000.0 -1000.0 -0.011 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.008 0.028 1000.0 -1000.0 -0.007 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 11.0 15.0 -0.009 0.032 1000.0 -1000.0 -0.026 -1000.0 Syndecan-3-mediated signaling events 0.0 26.0 35.0 -0.021 0.082 1000.0 -1000.0 -0.013 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 64.0 74.0 -0.061 0.076 1000.0 -1000.0 -0.052 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 34.0 76.0 -0.006 0.079 1000.0 -1000.0 -0.048 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 5.0 27.0 0.0 0.079 1000.0 -1000.0 -0.023 -1000.0 Arf6 trafficking events 0.0 67.0 71.0 -0.058 0.061 1000.0 -1000.0 -0.029 -1000.0 EGFR-dependent Endothelin signaling events 0.0 12.0 21.0 -0.009 0.077 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 0.0 35.0 56.0 -0.019 0.079 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.028 0.053 1000.0 -1000.0 0.015 -1000.0 p38 MAPK signaling pathway 0.0 15.0 44.0 -0.003 0.066 1000.0 -1000.0 -0.009 -1000.0 Arf1 pathway 0.0 9.0 54.0 -0.002 0.058 1000.0 -1000.0 -0.011 -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 832 53836 7203 -20.1324262858 -1991.4240966 131000 -131000 -3.33683262979 -131000