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 103.0 9140.0 88.0 -0.626 0.061 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by the Hedgehog family 98.0 5143.0 52.0 -0.469 0.25 1000.0 -1000.0 -0.038 -1000.0 Endothelins 66.0 6343.0 96.0 -0.364 0.097 1000.0 -1000.0 -0.053 -1000.0 Fc-epsilon receptor I signaling in mast cells 45.0 4440.0 97.0 -0.14 0.024 1000.0 -1000.0 -0.064 -1000.0 amb2 Integrin signaling 45.0 3761.0 82.0 -0.543 0.043 1000.0 -1000.0 -0.038 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 44.0 2297.0 52.0 -0.305 0.048 1000.0 -1000.0 -0.043 -1000.0 Thromboxane A2 receptor signaling 42.0 4477.0 105.0 -0.191 0.054 1000.0 -1000.0 -0.044 -1000.0 TCGA08_retinoblastoma 40.0 323.0 8.0 -0.013 0.09 1000.0 -1000.0 -0.003 -1000.0 IL4-mediated signaling events 39.0 3616.0 91.0 -0.776 0.465 1000.0 -1000.0 -0.111 -1000.0 Aurora B signaling 37.0 2488.0 67.0 -0.306 0.269 1000.0 -1000.0 -0.039 -1000.0 Aurora C signaling 35.0 250.0 7.0 -0.003 0.148 1000.0 -1000.0 -0.017 -1000.0 Signaling mediated by p38-alpha and p38-beta 35.0 1583.0 44.0 -0.099 0.023 1000.0 -1000.0 -0.027 -1000.0 Signaling events regulated by Ret tyrosine kinase 31.0 2546.0 82.0 -0.114 0.065 1000.0 -1000.0 -0.06 -1000.0 Nongenotropic Androgen signaling 28.0 1485.0 52.0 -0.149 0.095 1000.0 -1000.0 -0.038 -1000.0 BMP receptor signaling 27.0 2210.0 81.0 -0.276 0.163 1000.0 -1000.0 -0.046 -1000.0 Integrins in angiogenesis 24.0 2027.0 84.0 -0.35 0.139 1000.0 -1000.0 -0.057 -1000.0 Calcium signaling in the CD4+ TCR pathway 24.0 756.0 31.0 -0.174 0.024 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 24.0 1898.0 78.0 -0.132 0.044 1000.0 -1000.0 -0.05 -1000.0 Arf6 signaling events 23.0 1475.0 62.0 -0.137 0.044 1000.0 -1000.0 -0.039 -1000.0 IL6-mediated signaling events 23.0 1764.0 75.0 -0.465 0.054 1000.0 -1000.0 -0.05 -1000.0 Canonical Wnt signaling pathway 22.0 1160.0 51.0 -0.374 0.148 1000.0 -1000.0 -0.045 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 22.0 1513.0 68.0 -0.189 0.029 1000.0 -1000.0 -0.076 -1000.0 FOXA2 and FOXA3 transcription factor networks 21.0 1007.0 46.0 -0.706 0.101 1000.0 -1000.0 -0.1 -1000.0 PLK1 signaling events 20.0 1703.0 85.0 -0.032 0.148 1000.0 -1000.0 -0.033 -1000.0 LPA4-mediated signaling events 19.0 229.0 12.0 -0.111 0.003 1000.0 -1000.0 -0.023 -1000.0 Presenilin action in Notch and Wnt signaling 19.0 1202.0 61.0 -0.374 0.147 1000.0 -1000.0 -0.049 -1000.0 IL23-mediated signaling events 19.0 1178.0 60.0 -0.241 0.024 1000.0 -1000.0 -0.098 -1000.0 Syndecan-3-mediated signaling events 18.0 662.0 35.0 -0.254 0.058 1000.0 -1000.0 -0.027 -1000.0 Coregulation of Androgen receptor activity 17.0 1361.0 76.0 -0.348 0.09 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Cones 17.0 677.0 38.0 -0.028 0.112 1000.0 -1000.0 -0.011 -1000.0 Glucocorticoid receptor regulatory network 17.0 2040.0 114.0 -0.356 0.057 1000.0 -1000.0 -0.059 -1000.0 Glypican 2 network 17.0 71.0 4.0 0.03 0.055 1000.0 -1000.0 0.015 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 17.0 572.0 33.0 -0.178 0.09 1000.0 -1000.0 -0.037 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1391.0 85.0 -0.138 0.031 1000.0 -1000.0 -0.05 -1000.0 Reelin signaling pathway 16.0 897.0 56.0 -0.047 0.06 1000.0 -1000.0 -0.046 -1000.0 Plasma membrane estrogen receptor signaling 16.0 1381.0 86.0 -0.114 0.04 1000.0 -1000.0 -0.05 -1000.0 Regulation of Androgen receptor activity 16.0 1165.0 70.0 -0.382 0.146 1000.0 -1000.0 -0.052 -1000.0 ErbB4 signaling events 15.0 1078.0 69.0 -0.143 0.174 1000.0 -1000.0 -0.052 -1000.0 TCR signaling in naïve CD8+ T cells 15.0 1401.0 93.0 -0.046 0.034 1000.0 -1000.0 -0.056 -1000.0 IL12-mediated signaling events 14.0 1272.0 87.0 -0.22 0.048 1000.0 -1000.0 -0.084 -1000.0 Syndecan-1-mediated signaling events 14.0 505.0 34.0 -0.076 0.149 1000.0 -1000.0 -0.046 -1000.0 HIF-1-alpha transcription factor network 14.0 1092.0 76.0 -0.134 0.14 1000.0 -1000.0 -0.116 -1000.0 Wnt signaling 14.0 102.0 7.0 0.004 0.054 1000.0 -1000.0 -0.016 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1689.0 120.0 -0.173 0.064 1000.0 -1000.0 -0.048 -1000.0 FOXM1 transcription factor network 14.0 743.0 51.0 0.023 0.303 1000.0 -1000.0 -0.117 -1000.0 Glypican 1 network 13.0 671.0 48.0 -0.151 0.089 1000.0 -1000.0 -0.032 -1000.0 FAS signaling pathway (CD95) 13.0 627.0 47.0 -0.259 0.061 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 13.0 1742.0 125.0 -0.14 0.052 1000.0 -1000.0 -0.059 -1000.0 Caspase cascade in apoptosis 12.0 924.0 74.0 -0.076 0.086 1000.0 -1000.0 -0.042 -1000.0 PDGFR-alpha signaling pathway 11.0 486.0 44.0 -0.159 0.048 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 11.0 747.0 63.0 -0.032 0.118 1000.0 -1000.0 -0.05 -1000.0 TCGA08_p53 11.0 79.0 7.0 -0.032 0.023 1000.0 -1000.0 -0.003 -1000.0 EGFR-dependent Endothelin signaling events 11.0 232.0 21.0 -0.034 0.044 1000.0 -1000.0 -0.049 -1000.0 Osteopontin-mediated events 10.0 381.0 38.0 -0.069 0.142 1000.0 -1000.0 -0.048 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 10.0 583.0 54.0 -0.047 0.067 1000.0 -1000.0 -0.048 -1000.0 p75(NTR)-mediated signaling 10.0 1370.0 125.0 -0.067 0.146 1000.0 -1000.0 -0.074 -1000.0 S1P1 pathway 10.0 376.0 36.0 -0.083 0.023 1000.0 -1000.0 -0.046 -1000.0 Effects of Botulinum toxin 10.0 269.0 26.0 -0.035 0.033 1000.0 -1000.0 -0.006 -1000.0 Visual signal transduction: Rods 10.0 561.0 52.0 -0.028 0.088 1000.0 -1000.0 -0.041 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 179.0 17.0 -0.029 0.03 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by PTP1B 9.0 724.0 76.0 -0.052 0.061 1000.0 -1000.0 -0.04 -1000.0 Ephrin B reverse signaling 9.0 459.0 48.0 -0.055 0.06 1000.0 -1000.0 -0.029 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1089.0 136.0 -0.204 0.14 1000.0 -1000.0 -0.051 -1000.0 Noncanonical Wnt signaling pathway 8.0 209.0 26.0 -0.037 0.054 1000.0 -1000.0 -0.048 -1000.0 Aurora A signaling 8.0 526.0 60.0 -0.038 0.19 1000.0 -1000.0 -0.016 -1000.0 mTOR signaling pathway 8.0 437.0 53.0 -0.012 0.09 1000.0 -1000.0 -0.039 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 8.0 611.0 74.0 -0.135 0.048 1000.0 -1000.0 -0.072 -1000.0 S1P4 pathway 8.0 203.0 25.0 -0.031 0.034 1000.0 -1000.0 -0.029 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 220.0 28.0 -0.114 0.045 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 7.0 135.0 17.0 -0.022 0.036 1000.0 -1000.0 -0.036 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 519.0 65.0 -0.541 0.057 1000.0 -1000.0 -0.052 -1000.0 LPA receptor mediated events 7.0 777.0 102.0 -0.069 0.043 1000.0 -1000.0 -0.066 -1000.0 BCR signaling pathway 7.0 785.0 99.0 -0.064 0.055 1000.0 -1000.0 -0.056 -1000.0 Syndecan-4-mediated signaling events 7.0 473.0 67.0 -0.033 0.089 1000.0 -1000.0 -0.045 -1000.0 ErbB2/ErbB3 signaling events 6.0 419.0 65.0 -0.056 0.034 1000.0 -1000.0 -0.049 -1000.0 Syndecan-2-mediated signaling events 6.0 469.0 69.0 -0.046 0.089 1000.0 -1000.0 -0.043 -1000.0 Retinoic acid receptors-mediated signaling 6.0 355.0 58.0 -0.178 0.047 1000.0 -1000.0 -0.059 -1000.0 IL27-mediated signaling events 6.0 333.0 51.0 -0.102 0.032 1000.0 -1000.0 -0.048 -1000.0 Insulin Pathway 6.0 445.0 74.0 -0.096 0.061 1000.0 -1000.0 -0.06 -1000.0 Cellular roles of Anthrax toxin 5.0 215.0 39.0 -0.061 0.026 1000.0 -1000.0 -0.021 -1000.0 IFN-gamma pathway 5.0 358.0 68.0 -0.028 0.068 1000.0 -1000.0 -0.058 -1000.0 HIF-2-alpha transcription factor network 5.0 252.0 43.0 -0.08 0.082 1000.0 -1000.0 -0.068 -1000.0 TCGA08_rtk_signaling 5.0 141.0 26.0 -0.061 0.082 1000.0 -1000.0 -0.01 -1000.0 IL2 signaling events mediated by STAT5 5.0 127.0 22.0 0.009 0.077 1000.0 -1000.0 -0.04 -1000.0 PDGFR-beta signaling pathway 5.0 494.0 97.0 -0.056 0.064 1000.0 -1000.0 -0.061 -1000.0 E-cadherin signaling in keratinocytes 5.0 215.0 43.0 -0.051 0.063 1000.0 -1000.0 -0.042 -1000.0 Ephrin A reverse signaling 4.0 29.0 7.0 -0.0 0.031 1000.0 -1000.0 -0.016 -1000.0 Ceramide signaling pathway 4.0 377.0 76.0 -0.007 0.06 1000.0 -1000.0 -0.037 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 403.0 83.0 -0.094 0.041 1000.0 -1000.0 -0.029 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 182.0 45.0 -0.016 0.053 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 4.0 413.0 85.0 -0.042 0.086 1000.0 -1000.0 -0.07 -1000.0 Regulation of p38-alpha and p38-beta 4.0 258.0 54.0 -0.06 0.055 1000.0 -1000.0 -0.051 -1000.0 Class I PI3K signaling events 4.0 306.0 73.0 -0.025 0.043 1000.0 -1000.0 -0.048 -1000.0 IGF1 pathway 4.0 271.0 57.0 -0.063 0.065 1000.0 -1000.0 -0.042 -1000.0 S1P3 pathway 4.0 193.0 42.0 -0.114 0.044 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by PRL 4.0 137.0 34.0 -0.025 0.065 1000.0 -1000.0 -0.048 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 3.0 106.0 34.0 -0.035 0.056 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class II 3.0 226.0 75.0 -0.043 0.059 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class III 3.0 130.0 40.0 -0.074 0.042 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 3.0 202.0 62.0 -0.008 0.043 1000.0 -1000.0 -0.057 -1000.0 ceramide signaling pathway 3.0 153.0 49.0 -0.0 0.039 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class I 3.0 386.0 104.0 -0.043 0.057 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by PI3K 3.0 207.0 58.0 -0.021 0.104 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 263.0 76.0 -0.019 0.058 1000.0 -1000.0 -0.062 -1000.0 BARD1 signaling events 2.0 167.0 57.0 -0.044 0.089 1000.0 -1000.0 -0.045 -1000.0 EPO signaling pathway 2.0 159.0 55.0 0.004 0.064 1000.0 -1000.0 -0.048 -1000.0 Insulin-mediated glucose transport 2.0 64.0 32.0 -0.0 0.044 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 137.0 68.0 -0.037 0.049 1000.0 -1000.0 -0.034 -1000.0 TRAIL signaling pathway 2.0 138.0 48.0 -0.018 0.066 1000.0 -1000.0 -0.036 -1000.0 FoxO family signaling 2.0 141.0 64.0 -0.015 0.074 1000.0 -1000.0 -0.052 -1000.0 Regulation of Telomerase 2.0 286.0 102.0 -0.069 0.058 1000.0 -1000.0 -0.067 -1000.0 VEGFR1 specific signals 2.0 163.0 56.0 -0.14 0.062 1000.0 -1000.0 -0.057 -1000.0 p38 MAPK signaling pathway 2.0 106.0 44.0 -0.004 0.056 1000.0 -1000.0 -0.033 -1000.0 Canonical NF-kappaB pathway 1.0 74.0 39.0 -0.0 0.047 1000.0 -1000.0 -0.039 -1000.0 Circadian rhythm pathway 1.0 24.0 22.0 -0.006 0.05 1000.0 -1000.0 -0.04 -1000.0 Arf6 downstream pathway 1.0 45.0 43.0 -0.047 0.048 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 43.0 37.0 -0.009 0.056 1000.0 -1000.0 -0.035 -1000.0 S1P5 pathway 1.0 20.0 17.0 -0.016 0.03 1000.0 -1000.0 -0.02 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 25.0 15.0 -0.01 0.023 1000.0 -1000.0 -0.04 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 50.0 36.0 -0.045 0.047 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 1.0 91.0 71.0 -0.058 0.042 1000.0 -1000.0 -0.034 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.021 0.021 1000.0 -1000.0 -0.019 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 8.0 23.0 0.003 0.043 1000.0 -1000.0 -0.029 -1000.0 PLK2 and PLK4 events 0.0 1.0 3.0 0.009 0.023 1000.0 -1000.0 -0.016 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.02 0.033 1000.0 -1000.0 0.012 -1000.0 Atypical NF-kappaB pathway 0.0 11.0 31.0 -0.0 0.026 1000.0 -1000.0 -0.02 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.008 0.054 1000.0 -1000.0 -0.05 -1000.0 Rapid glucocorticoid signaling 0.0 16.0 20.0 -0.008 0.027 1000.0 -1000.0 -0.005 -1000.0 E-cadherin signaling events 0.0 3.0 5.0 0.021 0.041 1000.0 -1000.0 0.013 -1000.0 Arf1 pathway 0.0 46.0 54.0 -0.002 0.032 1000.0 -1000.0 -0.017 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 0.0 0.062 1000.0 -1000.0 -0.0 -1000.0 Total 1685 110403 7203 -14.8827528018 9.54882067284 131000 -131000 -5.55998693313 -131000