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 Ephrin A reverse signaling 245.0 1721.0 7.0 -0.418 -0.0 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 166.0 12971.0 78.0 -0.744 0.236 1000.0 -1000.0 -0.043 -1000.0 Signaling events regulated by Ret tyrosine kinase 144.0 11833.0 82.0 -0.365 0.027 1000.0 -1000.0 -0.057 -1000.0 Reelin signaling pathway 128.0 7220.0 56.0 -0.455 0.061 1000.0 -1000.0 -0.038 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 110.0 7501.0 68.0 -0.731 0.352 1000.0 -1000.0 -0.066 -1000.0 Noncanonical Wnt signaling pathway 101.0 2650.0 26.0 -0.322 0.027 1000.0 -1000.0 -0.038 -1000.0 Wnt signaling 101.0 709.0 7.0 -0.322 0.014 1000.0 -1000.0 -0.016 -1000.0 PDGFR-alpha signaling pathway 94.0 4146.0 44.0 -0.398 0.043 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by the Hedgehog family 86.0 4515.0 52.0 -0.291 0.137 1000.0 -1000.0 -0.032 -1000.0 Nongenotropic Androgen signaling 86.0 4517.0 52.0 -0.262 0.191 1000.0 -1000.0 -0.029 -1000.0 FOXA2 and FOXA3 transcription factor networks 83.0 3837.0 46.0 -0.841 0.031 1000.0 -1000.0 -0.076 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 72.0 3920.0 54.0 -0.455 0.039 1000.0 -1000.0 -0.056 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 67.0 2306.0 34.0 -0.103 0.027 1000.0 -1000.0 -0.031 -1000.0 Calcium signaling in the CD4+ TCR pathway 65.0 2039.0 31.0 -0.348 0.027 1000.0 -1000.0 -0.036 -1000.0 Endothelins 63.0 6142.0 96.0 -0.317 0.031 1000.0 -1000.0 -0.048 -1000.0 IGF1 pathway 63.0 3628.0 57.0 -0.139 0.064 1000.0 -1000.0 -0.041 -1000.0 Glypican 1 network 62.0 2985.0 48.0 -0.294 0.052 1000.0 -1000.0 -0.023 -1000.0 IL4-mediated signaling events 59.0 5432.0 91.0 -1.176 0.57 1000.0 -1000.0 -0.07 -1000.0 HIF-1-alpha transcription factor network 57.0 4341.0 76.0 -0.472 0.041 1000.0 -1000.0 -0.052 -1000.0 Ephrin B reverse signaling 53.0 2564.0 48.0 -0.233 0.115 1000.0 -1000.0 -0.028 -1000.0 EPHB forward signaling 53.0 4573.0 85.0 -0.232 0.109 1000.0 -1000.0 -0.061 -1000.0 IL23-mediated signaling events 52.0 3156.0 60.0 -0.265 0.027 1000.0 -1000.0 -0.038 -1000.0 BMP receptor signaling 51.0 4185.0 81.0 -0.441 0.052 1000.0 -1000.0 -0.053 -1000.0 TCR signaling in naïve CD8+ T cells 49.0 4603.0 93.0 -0.153 0.045 1000.0 -1000.0 -0.05 -1000.0 Coregulation of Androgen receptor activity 47.0 3638.0 76.0 -0.664 0.076 1000.0 -1000.0 -0.022 -1000.0 Glucocorticoid receptor regulatory network 47.0 5468.0 114.0 -0.45 0.249 1000.0 -1000.0 -0.057 -1000.0 Arf6 signaling events 44.0 2779.0 62.0 -0.255 0.061 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-alpha and p38-beta 38.0 1681.0 44.0 -0.222 0.027 1000.0 -1000.0 -0.036 -1000.0 Thromboxane A2 receptor signaling 37.0 3899.0 105.0 -0.164 0.047 1000.0 -1000.0 -0.04 -1000.0 Hedgehog signaling events mediated by Gli proteins 36.0 2376.0 65.0 -0.582 0.064 1000.0 -1000.0 -0.04 -1000.0 IL12-mediated signaling events 34.0 2985.0 87.0 -0.362 0.028 1000.0 -1000.0 -0.06 -1000.0 Ras signaling in the CD4+ TCR pathway 33.0 571.0 17.0 -0.105 0.035 1000.0 -1000.0 -0.025 -1000.0 IL6-mediated signaling events 31.0 2390.0 75.0 -0.148 0.054 1000.0 -1000.0 -0.039 -1000.0 EGFR-dependent Endothelin signaling events 31.0 669.0 21.0 -0.076 0.038 1000.0 -1000.0 -0.045 -1000.0 Syndecan-1-mediated signaling events 28.0 985.0 34.0 -0.075 0.027 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 27.0 2385.0 86.0 -0.133 0.049 1000.0 -1000.0 -0.052 -1000.0 Regulation of p38-alpha and p38-beta 26.0 1419.0 54.0 -0.354 0.065 1000.0 -1000.0 -0.046 -1000.0 Regulation of Androgen receptor activity 26.0 1832.0 70.0 -0.441 0.036 1000.0 -1000.0 -0.044 -1000.0 Osteopontin-mediated events 25.0 969.0 38.0 -0.148 0.043 1000.0 -1000.0 -0.039 -1000.0 ErbB2/ErbB3 signaling events 24.0 1616.0 65.0 -0.167 0.037 1000.0 -1000.0 -0.049 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 24.0 2087.0 85.0 -0.218 0.134 1000.0 -1000.0 -0.043 -1000.0 FAS signaling pathway (CD95) 24.0 1167.0 47.0 -0.195 0.044 1000.0 -1000.0 -0.029 -1000.0 LPA receptor mediated events 23.0 2363.0 102.0 -0.151 0.035 1000.0 -1000.0 -0.058 -1000.0 BCR signaling pathway 22.0 2196.0 99.0 -0.099 0.048 1000.0 -1000.0 -0.06 -1000.0 Syndecan-4-mediated signaling events 22.0 1500.0 67.0 -0.155 0.039 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 22.0 1263.0 56.0 -0.043 0.058 1000.0 -1000.0 -0.048 -1000.0 IFN-gamma pathway 21.0 1459.0 68.0 -0.167 0.035 1000.0 -1000.0 -0.054 -1000.0 Ceramide signaling pathway 21.0 1600.0 76.0 -0.149 0.075 1000.0 -1000.0 -0.031 -1000.0 Fc-epsilon receptor I signaling in mast cells 19.0 1923.0 97.0 -0.148 0.044 1000.0 -1000.0 -0.056 -1000.0 ceramide signaling pathway 18.0 923.0 49.0 -0.055 0.039 1000.0 -1000.0 -0.032 -1000.0 Angiopoietin receptor Tie2-mediated signaling 18.0 1623.0 88.0 -0.253 0.039 1000.0 -1000.0 -0.063 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 17.0 886.0 52.0 -0.178 0.059 1000.0 -1000.0 -0.026 -1000.0 Integrins in angiogenesis 17.0 1453.0 84.0 -0.138 0.055 1000.0 -1000.0 -0.047 -1000.0 IL27-mediated signaling events 17.0 889.0 51.0 -0.104 0.044 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by PTP1B 16.0 1264.0 76.0 -0.186 0.039 1000.0 -1000.0 -0.03 -1000.0 amb2 Integrin signaling 16.0 1355.0 82.0 -0.185 0.036 1000.0 -1000.0 -0.035 -1000.0 Insulin Pathway 16.0 1238.0 74.0 -0.056 0.066 1000.0 -1000.0 -0.046 -1000.0 JNK signaling in the CD4+ TCR pathway 15.0 258.0 17.0 -0.083 0.028 1000.0 -1000.0 -0.034 -1000.0 mTOR signaling pathway 15.0 804.0 53.0 -0.044 0.03 1000.0 -1000.0 -0.037 -1000.0 LPA4-mediated signaling events 14.0 176.0 12.0 -0.053 0.004 1000.0 -1000.0 -0.019 -1000.0 Regulation of nuclear SMAD2/3 signaling 14.0 1948.0 136.0 -0.261 0.052 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Cones 14.0 546.0 38.0 -0.043 0.043 1000.0 -1000.0 -0.013 -1000.0 p75(NTR)-mediated signaling 14.0 1801.0 125.0 -0.277 0.07 1000.0 -1000.0 -0.066 -1000.0 Caspase cascade in apoptosis 13.0 984.0 74.0 -0.056 0.045 1000.0 -1000.0 -0.034 -1000.0 Nectin adhesion pathway 13.0 867.0 63.0 -0.102 0.073 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by HDAC Class III 13.0 549.0 40.0 -0.279 0.046 1000.0 -1000.0 -0.019 -1000.0 IL1-mediated signaling events 13.0 865.0 62.0 -0.083 0.061 1000.0 -1000.0 -0.047 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 13.0 598.0 45.0 -0.056 0.076 1000.0 -1000.0 -0.042 -1000.0 Rapid glucocorticoid signaling 13.0 266.0 20.0 -0.061 0.034 1000.0 -1000.0 -0.006 -1000.0 Cellular roles of Anthrax toxin 12.0 475.0 39.0 -0.056 0.027 1000.0 -1000.0 -0.023 -1000.0 Presenilin action in Notch and Wnt signaling 12.0 777.0 61.0 -0.148 0.07 1000.0 -1000.0 -0.047 -1000.0 IL2 signaling events mediated by PI3K 12.0 733.0 58.0 -0.058 0.048 1000.0 -1000.0 -0.034 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1550.0 120.0 -0.239 0.074 1000.0 -1000.0 -0.047 -1000.0 FOXM1 transcription factor network 12.0 656.0 51.0 -0.211 0.053 1000.0 -1000.0 -0.071 -1000.0 ErbB4 signaling events 11.0 813.0 69.0 -0.05 0.037 1000.0 -1000.0 -0.044 -1000.0 Syndecan-3-mediated signaling events 11.0 396.0 35.0 -0.116 0.07 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Rods 11.0 588.0 52.0 -0.067 0.048 1000.0 -1000.0 -0.027 -1000.0 BARD1 signaling events 10.0 591.0 57.0 -0.04 0.05 1000.0 -1000.0 -0.037 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 297.0 28.0 -0.133 0.056 1000.0 -1000.0 -0.022 -1000.0 Syndecan-2-mediated signaling events 10.0 731.0 69.0 -0.155 0.05 1000.0 -1000.0 -0.025 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 743.0 74.0 -0.126 0.067 1000.0 -1000.0 -0.065 -1000.0 S1P3 pathway 10.0 425.0 42.0 -0.133 0.048 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 9.0 351.0 36.0 -0.054 0.027 1000.0 -1000.0 -0.043 -1000.0 Retinoic acid receptors-mediated signaling 9.0 537.0 58.0 -0.037 0.053 1000.0 -1000.0 -0.033 -1000.0 TCGA08_rtk_signaling 9.0 259.0 26.0 -0.182 0.045 1000.0 -1000.0 -0.006 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 695.0 83.0 -0.172 0.048 1000.0 -1000.0 -0.033 -1000.0 TCGA08_p53 8.0 61.0 7.0 -0.022 0.025 1000.0 -1000.0 -0.012 -1000.0 Class I PI3K signaling events 8.0 600.0 73.0 -0.186 0.05 1000.0 -1000.0 -0.038 -1000.0 Regulation of Telomerase 8.0 865.0 102.0 -0.187 0.071 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class I 7.0 735.0 104.0 -0.056 0.062 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 251.0 33.0 -0.112 0.055 1000.0 -1000.0 -0.033 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.015 0.015 1000.0 -1000.0 -0.003 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 33.0 5.0 0.004 0.034 1000.0 -1000.0 0.003 -1000.0 PLK1 signaling events 6.0 583.0 85.0 -0.006 0.049 1000.0 -1000.0 -0.032 -1000.0 IL2 signaling events mediated by STAT5 6.0 134.0 22.0 -0.033 0.033 1000.0 -1000.0 -0.046 -1000.0 Effects of Botulinum toxin 5.0 130.0 26.0 -0.064 0.048 1000.0 -1000.0 -0.01 -1000.0 PDGFR-beta signaling pathway 5.0 490.0 97.0 -0.143 0.079 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by PRL 5.0 175.0 34.0 -0.086 0.04 1000.0 -1000.0 -0.043 -1000.0 S1P4 pathway 5.0 135.0 25.0 -0.003 0.047 1000.0 -1000.0 -0.029 -1000.0 Aurora B signaling 5.0 393.0 67.0 -0.323 0.104 1000.0 -1000.0 -0.04 -1000.0 Insulin-mediated glucose transport 4.0 151.0 32.0 -0.08 0.05 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 298.0 68.0 -0.08 0.05 1000.0 -1000.0 -0.034 -1000.0 S1P5 pathway 4.0 84.0 17.0 -0.007 0.032 1000.0 -1000.0 -0.018 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 65.0 15.0 -0.002 0.027 1000.0 -1000.0 -0.027 -1000.0 Atypical NF-kappaB pathway 4.0 126.0 31.0 -0.018 0.04 1000.0 -1000.0 -0.025 -1000.0 Canonical Wnt signaling pathway 4.0 223.0 51.0 -0.034 0.065 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 616.0 125.0 -0.01 0.07 1000.0 -1000.0 -0.048 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 72.0 23.0 -0.016 0.049 1000.0 -1000.0 -0.027 -1000.0 Canonical NF-kappaB pathway 3.0 151.0 39.0 -0.056 0.061 1000.0 -1000.0 -0.033 -1000.0 Circadian rhythm pathway 3.0 83.0 22.0 -0.017 0.041 1000.0 -1000.0 -0.027 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 138.0 37.0 0.0 0.063 1000.0 -1000.0 -0.031 -1000.0 HIF-2-alpha transcription factor network 3.0 165.0 43.0 -0.159 0.162 1000.0 -1000.0 -0.042 -1000.0 FoxO family signaling 3.0 249.0 64.0 -0.08 0.102 1000.0 -1000.0 -0.04 -1000.0 TCGA08_retinoblastoma 3.0 31.0 8.0 -0.031 0.031 1000.0 -1000.0 -0.003 -1000.0 E-cadherin signaling in keratinocytes 3.0 131.0 43.0 -0.029 0.051 1000.0 -1000.0 -0.038 -1000.0 p38 MAPK signaling pathway 3.0 165.0 44.0 -0.031 0.049 1000.0 -1000.0 -0.022 -1000.0 Aurora A signaling 2.0 125.0 60.0 -0.023 0.055 1000.0 -1000.0 -0.022 -1000.0 EPO signaling pathway 2.0 162.0 55.0 -0.013 0.059 1000.0 -1000.0 -0.04 -1000.0 TRAIL signaling pathway 2.0 107.0 48.0 -0.012 0.074 1000.0 -1000.0 -0.038 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 99.0 36.0 -0.053 0.055 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class II 1.0 91.0 75.0 -0.036 0.074 1000.0 -1000.0 -0.025 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 143.0 76.0 -0.054 0.066 1000.0 -1000.0 -0.06 -1000.0 Arf6 trafficking events 1.0 103.0 71.0 -0.048 0.05 1000.0 -1000.0 -0.028 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.016 0.027 1000.0 -1000.0 -0.017 -1000.0 Arf6 downstream pathway 0.0 9.0 43.0 -0.055 0.046 1000.0 -1000.0 -0.025 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.005 0.046 1000.0 -1000.0 -0.012 -1000.0 Glypican 2 network 0.0 3.0 4.0 -0.018 0.017 1000.0 -1000.0 -0.001 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 12.0 27.0 -0.0 0.066 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.026 0.051 1000.0 -1000.0 0.003 -1000.0 Arf1 pathway 0.0 25.0 54.0 -0.001 0.052 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.072 1000.0 -1000.0 -0.006 -1000.0 Total 3473 200861 7203 -22.1320471339 8.03772207783 131000 -131000 -4.7090599522 -131000