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 159.0 14023.0 88.0 -0.685 0.075 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by the Hedgehog family 109.0 5683.0 52.0 -0.412 0.214 1000.0 -1000.0 -0.048 -1000.0 Endothelins 92.0 8871.0 96.0 -0.371 0.102 1000.0 -1000.0 -0.057 -1000.0 Aurora B signaling 75.0 5055.0 67.0 -0.3 0.28 1000.0 -1000.0 -0.035 -1000.0 Fc-epsilon receptor I signaling in mast cells 66.0 6459.0 97.0 -0.14 0.023 1000.0 -1000.0 -0.064 -1000.0 Thromboxane A2 receptor signaling 62.0 6589.0 105.0 -0.206 0.057 1000.0 -1000.0 -0.049 -1000.0 IL4-mediated signaling events 58.0 5307.0 91.0 -0.807 0.499 1000.0 -1000.0 -0.138 -1000.0 Signaling mediated by p38-alpha and p38-beta 57.0 2544.0 44.0 -0.103 0.022 1000.0 -1000.0 -0.025 -1000.0 amb2 Integrin signaling 56.0 4665.0 82.0 -0.477 0.036 1000.0 -1000.0 -0.039 -1000.0 TCGA08_retinoblastoma 56.0 453.0 8.0 -0.009 0.092 1000.0 -1000.0 -0.004 -1000.0 Aurora C signaling 53.0 376.0 7.0 -0.004 0.148 1000.0 -1000.0 -0.015 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 53.0 2783.0 52.0 -0.25 0.047 1000.0 -1000.0 -0.042 -1000.0 Signaling events regulated by Ret tyrosine kinase 48.0 3944.0 82.0 -0.107 0.054 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 40.0 3151.0 78.0 -0.158 0.051 1000.0 -1000.0 -0.044 -1000.0 BMP receptor signaling 38.0 3089.0 81.0 -0.262 0.146 1000.0 -1000.0 -0.04 -1000.0 Nongenotropic Androgen signaling 37.0 1969.0 52.0 -0.115 0.076 1000.0 -1000.0 -0.034 -1000.0 Calcium signaling in the CD4+ TCR pathway 36.0 1120.0 31.0 -0.161 0.024 1000.0 -1000.0 -0.051 -1000.0 Arf6 signaling events 35.0 2189.0 62.0 -0.131 0.043 1000.0 -1000.0 -0.035 -1000.0 Integrins in angiogenesis 35.0 2967.0 84.0 -0.314 0.121 1000.0 -1000.0 -0.047 -1000.0 PLK1 signaling events 34.0 2905.0 85.0 -0.026 0.157 1000.0 -1000.0 -0.04 -1000.0 Canonical Wnt signaling pathway 31.0 1581.0 51.0 -0.322 0.151 1000.0 -1000.0 -0.059 -1000.0 Coregulation of Androgen receptor activity 28.0 2179.0 76.0 -0.32 0.091 1000.0 -1000.0 -0.027 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 28.0 2430.0 85.0 -0.107 0.031 1000.0 -1000.0 -0.044 -1000.0 Presenilin action in Notch and Wnt signaling 28.0 1733.0 61.0 -0.322 0.151 1000.0 -1000.0 -0.047 -1000.0 Reelin signaling pathway 28.0 1582.0 56.0 -0.065 0.059 1000.0 -1000.0 -0.042 -1000.0 IL6-mediated signaling events 28.0 2170.0 75.0 -0.461 0.048 1000.0 -1000.0 -0.059 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 28.0 1961.0 68.0 -0.173 0.039 1000.0 -1000.0 -0.088 -1000.0 TCR signaling in naïve CD8+ T cells 26.0 2465.0 93.0 -0.061 0.032 1000.0 -1000.0 -0.042 -1000.0 Glypican 2 network 26.0 106.0 4.0 0.027 0.056 1000.0 -1000.0 0.009 -1000.0 IL23-mediated signaling events 26.0 1574.0 60.0 -0.195 0.025 1000.0 -1000.0 -0.103 -1000.0 Visual signal transduction: Cones 25.0 985.0 38.0 -0.036 0.125 1000.0 -1000.0 -0.027 -1000.0 Syndecan-3-mediated signaling events 25.0 906.0 35.0 -0.235 0.055 1000.0 -1000.0 -0.022 -1000.0 LPA4-mediated signaling events 24.0 297.0 12.0 -0.093 0.0 1000.0 -1000.0 -0.024 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 24.0 794.0 33.0 -0.159 0.091 1000.0 -1000.0 -0.032 -1000.0 IL12-mediated signaling events 23.0 2017.0 87.0 -0.163 0.044 1000.0 -1000.0 -0.087 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 23.0 2905.0 125.0 -0.12 0.05 1000.0 -1000.0 -0.055 -1000.0 Plasma membrane estrogen receptor signaling 23.0 2036.0 86.0 -0.109 0.037 1000.0 -1000.0 -0.054 -1000.0 Regulation of Androgen receptor activity 23.0 1621.0 70.0 -0.35 0.14 1000.0 -1000.0 -0.048 -1000.0 Syndecan-1-mediated signaling events 22.0 768.0 34.0 -0.09 0.148 1000.0 -1000.0 -0.043 -1000.0 HIF-1-alpha transcription factor network 22.0 1743.0 76.0 -0.118 0.116 1000.0 -1000.0 -0.125 -1000.0 Glucocorticoid receptor regulatory network 22.0 2572.0 114.0 -0.33 0.063 1000.0 -1000.0 -0.055 -1000.0 Nectin adhesion pathway 21.0 1331.0 63.0 -0.031 0.12 1000.0 -1000.0 -0.043 -1000.0 Wnt signaling 21.0 149.0 7.0 0.007 0.054 1000.0 -1000.0 -0.019 -1000.0 Glypican 1 network 20.0 977.0 48.0 -0.135 0.082 1000.0 -1000.0 -0.032 -1000.0 FOXM1 transcription factor network 20.0 1034.0 51.0 0.022 0.309 1000.0 -1000.0 -0.132 -1000.0 ErbB4 signaling events 19.0 1333.0 69.0 -0.127 0.161 1000.0 -1000.0 -0.047 -1000.0 IGF1 pathway 19.0 1089.0 57.0 -0.053 0.056 1000.0 -1000.0 -0.045 -1000.0 Caspase cascade in apoptosis 18.0 1335.0 74.0 -0.063 0.082 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 18.0 656.0 36.0 -0.104 0.022 1000.0 -1000.0 -0.042 -1000.0 FAS signaling pathway (CD95) 18.0 866.0 47.0 -0.193 0.059 1000.0 -1000.0 -0.042 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 18.0 2201.0 120.0 -0.135 0.06 1000.0 -1000.0 -0.051 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 17.0 944.0 54.0 -0.065 0.072 1000.0 -1000.0 -0.057 -1000.0 JNK signaling in the CD4+ TCR pathway 17.0 296.0 17.0 -0.037 0.032 1000.0 -1000.0 -0.034 -1000.0 TCGA08_p53 17.0 123.0 7.0 -0.032 0.022 1000.0 -1000.0 -0.016 -1000.0 Visual signal transduction: Rods 16.0 834.0 52.0 -0.036 0.092 1000.0 -1000.0 -0.038 -1000.0 p75(NTR)-mediated signaling 15.0 1908.0 125.0 -0.046 0.143 1000.0 -1000.0 -0.075 -1000.0 PDGFR-alpha signaling pathway 15.0 669.0 44.0 -0.12 0.044 1000.0 -1000.0 -0.041 -1000.0 Ephrin B reverse signaling 14.0 715.0 48.0 -0.057 0.062 1000.0 -1000.0 -0.028 -1000.0 BCR signaling pathway 14.0 1482.0 99.0 -0.093 0.052 1000.0 -1000.0 -0.05 -1000.0 Osteopontin-mediated events 13.0 496.0 38.0 -0.048 0.124 1000.0 -1000.0 -0.054 -1000.0 Noncanonical Wnt signaling pathway 13.0 353.0 26.0 -0.051 0.054 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by PTP1B 13.0 1047.0 76.0 -0.044 0.058 1000.0 -1000.0 -0.034 -1000.0 Aurora A signaling 13.0 782.0 60.0 -0.037 0.201 1000.0 -1000.0 -0.035 -1000.0 Effects of Botulinum toxin 13.0 341.0 26.0 -0.031 0.029 1000.0 -1000.0 -0.015 -1000.0 EGFR-dependent Endothelin signaling events 13.0 276.0 21.0 -0.025 0.049 1000.0 -1000.0 -0.041 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 12.0 909.0 74.0 -0.136 0.048 1000.0 -1000.0 -0.064 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 219.0 17.0 -0.02 0.03 1000.0 -1000.0 -0.028 -1000.0 Sphingosine 1-phosphate (S1P) pathway 11.0 314.0 28.0 -0.109 0.043 1000.0 -1000.0 -0.027 -1000.0 Hedgehog signaling events mediated by Gli proteins 11.0 736.0 65.0 -0.512 0.055 1000.0 -1000.0 -0.052 -1000.0 HIF-2-alpha transcription factor network 11.0 497.0 43.0 -0.07 0.064 1000.0 -1000.0 -0.074 -1000.0 Syndecan-2-mediated signaling events 10.0 708.0 69.0 -0.028 0.082 1000.0 -1000.0 -0.051 -1000.0 Syndecan-4-mediated signaling events 10.0 719.0 67.0 -0.032 0.082 1000.0 -1000.0 -0.044 -1000.0 S1P4 pathway 10.0 257.0 25.0 -0.026 0.032 1000.0 -1000.0 -0.029 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1265.0 136.0 -0.216 0.144 1000.0 -1000.0 -0.052 -1000.0 Cellular roles of Anthrax toxin 9.0 365.0 39.0 -0.059 0.023 1000.0 -1000.0 -0.022 -1000.0 ErbB2/ErbB3 signaling events 8.0 584.0 65.0 -0.036 0.033 1000.0 -1000.0 -0.053 -1000.0 FOXA2 and FOXA3 transcription factor networks 8.0 382.0 46.0 -0.227 0.045 1000.0 -1000.0 -0.092 -1000.0 mTOR signaling pathway 8.0 474.0 53.0 -0.017 0.092 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 8.0 517.0 58.0 -0.151 0.045 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 8.0 749.0 85.0 -0.043 0.07 1000.0 -1000.0 -0.065 -1000.0 LPA receptor mediated events 8.0 911.0 102.0 -0.06 0.041 1000.0 -1000.0 -0.072 -1000.0 IL2 signaling events mediated by STAT5 8.0 184.0 22.0 0.004 0.074 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in keratinocytes 8.0 344.0 43.0 -0.049 0.063 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by PI3K 7.0 461.0 58.0 -0.019 0.116 1000.0 -1000.0 -0.045 -1000.0 Regulation of p38-alpha and p38-beta 7.0 414.0 54.0 -0.035 0.052 1000.0 -1000.0 -0.05 -1000.0 IL27-mediated signaling events 7.0 386.0 51.0 -0.062 0.029 1000.0 -1000.0 -0.054 -1000.0 TCGA08_rtk_signaling 7.0 195.0 26.0 -0.063 0.081 1000.0 -1000.0 -0.012 -1000.0 Insulin Pathway 7.0 561.0 74.0 -0.082 0.059 1000.0 -1000.0 -0.059 -1000.0 PDGFR-beta signaling pathway 7.0 712.0 97.0 -0.045 0.064 1000.0 -1000.0 -0.06 -1000.0 Ephrin A reverse signaling 6.0 43.0 7.0 -0.011 0.029 1000.0 -1000.0 -0.023 -1000.0 IFN-gamma pathway 6.0 469.0 68.0 -0.03 0.064 1000.0 -1000.0 -0.055 -1000.0 Ceramide signaling pathway 6.0 474.0 76.0 -0.011 0.059 1000.0 -1000.0 -0.038 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 563.0 83.0 -0.063 0.041 1000.0 -1000.0 -0.04 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 298.0 45.0 -0.018 0.051 1000.0 -1000.0 -0.05 -1000.0 Class I PI3K signaling events 6.0 494.0 73.0 -0.029 0.042 1000.0 -1000.0 -0.041 -1000.0 S1P3 pathway 6.0 291.0 42.0 -0.109 0.042 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PRL 6.0 231.0 34.0 -0.034 0.064 1000.0 -1000.0 -0.048 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 5.0 192.0 34.0 -0.031 0.05 1000.0 -1000.0 -0.034 -1000.0 EPO signaling pathway 5.0 306.0 55.0 -0.01 0.06 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class III 5.0 202.0 40.0 -0.076 0.041 1000.0 -1000.0 -0.029 -1000.0 IL1-mediated signaling events 5.0 311.0 62.0 -0.019 0.041 1000.0 -1000.0 -0.037 -1000.0 ceramide signaling pathway 5.0 265.0 49.0 -0.0 0.033 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class II 4.0 326.0 75.0 -0.034 0.054 1000.0 -1000.0 -0.036 -1000.0 BARD1 signaling events 4.0 257.0 57.0 -0.041 0.089 1000.0 -1000.0 -0.045 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 20.0 5.0 0.016 0.027 1000.0 -1000.0 0.008 -1000.0 TRAIL signaling pathway 4.0 206.0 48.0 -0.034 0.06 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class I 4.0 507.0 104.0 -0.042 0.055 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 330.0 76.0 -0.012 0.059 1000.0 -1000.0 -0.059 -1000.0 VEGFR1 specific signals 4.0 276.0 56.0 -0.12 0.054 1000.0 -1000.0 -0.054 -1000.0 Insulin-mediated glucose transport 3.0 103.0 32.0 -0.009 0.042 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 229.0 68.0 -0.033 0.047 1000.0 -1000.0 -0.034 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 139.0 37.0 -0.013 0.05 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 3.0 250.0 64.0 -0.021 0.07 1000.0 -1000.0 -0.068 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 114.0 36.0 -0.04 0.042 1000.0 -1000.0 -0.045 -1000.0 Regulation of Telomerase 3.0 377.0 102.0 -0.042 0.065 1000.0 -1000.0 -0.063 -1000.0 p38 MAPK signaling pathway 3.0 146.0 44.0 -0.002 0.054 1000.0 -1000.0 -0.031 -1000.0 Canonical NF-kappaB pathway 2.0 97.0 39.0 -0.006 0.046 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 2.0 203.0 71.0 -0.049 0.04 1000.0 -1000.0 -0.033 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.019 0.019 1000.0 -1000.0 -0.008 -1000.0 Circadian rhythm pathway 1.0 31.0 22.0 -0.006 0.047 1000.0 -1000.0 -0.033 -1000.0 Arf6 downstream pathway 1.0 68.0 43.0 -0.044 0.045 1000.0 -1000.0 -0.036 -1000.0 S1P5 pathway 1.0 24.0 17.0 -0.015 0.03 1000.0 -1000.0 -0.018 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 28.0 15.0 -0.011 0.022 1000.0 -1000.0 -0.04 -1000.0 Rapid glucocorticoid signaling 1.0 27.0 20.0 -0.01 0.024 1000.0 -1000.0 -0.014 -1000.0 Arf1 pathway 1.0 67.0 54.0 -0.005 0.03 1000.0 -1000.0 -0.015 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 16.0 23.0 0.003 0.042 1000.0 -1000.0 -0.022 -1000.0 PLK2 and PLK4 events 0.0 1.0 3.0 -0.01 0.022 1000.0 -1000.0 -0.027 -1000.0 Atypical NF-kappaB pathway 0.0 14.0 31.0 -0.008 0.023 1000.0 -1000.0 -0.032 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 10.0 27.0 -0.01 0.053 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.021 0.041 1000.0 -1000.0 0.007 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.06 1000.0 -1000.0 -0.0 -1000.0 Total 2472 160682 7203 -13.5052873821 9.25171486461 131000 -131000 -5.64747835538 -131000