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 HIF-1-alpha transcription factor network 194.0 14818.0 76.0 -1.331 0.026 1000.0 -1000.0 -0.164 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 187.0 6365.0 34.0 -0.623 0.016 1000.0 -1000.0 -0.082 -1000.0 TCR signaling in naïve CD8+ T cells 136.0 12666.0 93.0 -0.672 0.334 1000.0 -1000.0 -0.12 -1000.0 TCGA08_p53 132.0 927.0 7.0 -0.656 0.314 1000.0 -1000.0 -0.022 -1000.0 FOXA2 and FOXA3 transcription factor networks 114.0 5248.0 46.0 -1.26 0.025 1000.0 -1000.0 -0.085 -1000.0 Syndecan-4-mediated signaling events 110.0 7420.0 67.0 -0.65 0.11 1000.0 -1000.0 -0.13 -1000.0 Aurora B signaling 110.0 7416.0 67.0 -0.417 0.016 1000.0 -1000.0 -0.098 -1000.0 IL12-mediated signaling events 106.0 9274.0 87.0 -0.719 0.168 1000.0 -1000.0 -0.152 -1000.0 FOXM1 transcription factor network 100.0 5141.0 51.0 -0.827 0.04 1000.0 -1000.0 -0.196 -1000.0 PDGFR-alpha signaling pathway 90.0 3963.0 44.0 -0.279 0.034 1000.0 -1000.0 -0.084 -1000.0 JNK signaling in the CD4+ TCR pathway 79.0 1347.0 17.0 -0.429 0.016 1000.0 -1000.0 -0.091 -1000.0 amb2 Integrin signaling 75.0 6164.0 82.0 -0.573 0.016 1000.0 -1000.0 -0.135 -1000.0 IL4-mediated signaling events 72.0 6604.0 91.0 -0.839 0.544 1000.0 -1000.0 -0.165 -1000.0 Glypican 1 network 67.0 3227.0 48.0 -0.573 0.045 1000.0 -1000.0 -0.078 -1000.0 EGFR-dependent Endothelin signaling events 67.0 1420.0 21.0 -0.681 0.016 1000.0 -1000.0 -0.098 -1000.0 Aurora C signaling 65.0 460.0 7.0 -0.404 0.014 1000.0 -1000.0 -0.072 -1000.0 IL23-mediated signaling events 63.0 3796.0 60.0 -0.407 0.021 1000.0 -1000.0 -0.166 -1000.0 Caspase cascade in apoptosis 62.0 4654.0 74.0 -0.327 0.162 1000.0 -1000.0 -0.084 -1000.0 Glypican 2 network 62.0 251.0 4.0 -0.124 -1000.0 1000.0 -1000.0 -0.048 -1000.0 TCGA08_retinoblastoma 61.0 494.0 8.0 -0.846 0.217 1000.0 -1000.0 -0.043 -1000.0 Syndecan-1-mediated signaling events 59.0 2028.0 34.0 -0.413 0.016 1000.0 -1000.0 -0.097 -1000.0 HIF-2-alpha transcription factor network 55.0 2386.0 43.0 -0.765 0.331 1000.0 -1000.0 -0.12 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 54.0 1807.0 33.0 -0.834 0.016 1000.0 -1000.0 -0.098 -1000.0 BMP receptor signaling 53.0 4339.0 81.0 -0.704 0.016 1000.0 -1000.0 -0.145 -1000.0 Signaling events mediated by the Hedgehog family 45.0 2372.0 52.0 -0.449 0.121 1000.0 -1000.0 -0.122 -1000.0 Fc-epsilon receptor I signaling in mast cells 44.0 4345.0 97.0 -0.351 0.042 1000.0 -1000.0 -0.135 -1000.0 IL27-mediated signaling events 40.0 2052.0 51.0 -0.606 0.074 1000.0 -1000.0 -0.121 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 39.0 2697.0 68.0 -0.548 0.067 1000.0 -1000.0 -0.154 -1000.0 Effects of Botulinum toxin 38.0 999.0 26.0 -0.374 0.016 1000.0 -1000.0 -0.095 -1000.0 Ephrin A reverse signaling 36.0 257.0 7.0 -0.058 0.0 1000.0 -1000.0 -0.048 -1000.0 Calcium signaling in the CD4+ TCR pathway 36.0 1125.0 31.0 -0.478 0.016 1000.0 -1000.0 -0.158 -1000.0 Arf6 signaling events 35.0 2201.0 62.0 -0.681 0.016 1000.0 -1000.0 -0.094 -1000.0 p75(NTR)-mediated signaling 35.0 4498.0 125.0 -0.434 0.016 1000.0 -1000.0 -0.154 -1000.0 IL2 signaling events mediated by STAT5 33.0 747.0 22.0 -0.466 0.038 1000.0 -1000.0 -0.064 -1000.0 VEGFR1 specific signals 33.0 1866.0 56.0 -0.476 0.049 1000.0 -1000.0 -0.121 -1000.0 S1P1 pathway 31.0 1142.0 36.0 -0.379 0.018 1000.0 -1000.0 -0.108 -1000.0 LPA4-mediated signaling events 30.0 360.0 12.0 -0.166 0.028 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by PI3K 30.0 1797.0 58.0 -0.463 0.033 1000.0 -1000.0 -0.112 -1000.0 BCR signaling pathway 30.0 3014.0 99.0 -0.346 0.034 1000.0 -1000.0 -0.131 -1000.0 PLK1 signaling events 29.0 2513.0 85.0 -0.403 0.016 1000.0 -1000.0 -0.089 -1000.0 Integrins in angiogenesis 29.0 2447.0 84.0 -0.379 0.04 1000.0 -1000.0 -0.143 -1000.0 Coregulation of Androgen receptor activity 27.0 2103.0 76.0 -0.936 0.033 1000.0 -1000.0 -0.076 -1000.0 Glucocorticoid receptor regulatory network 27.0 3123.0 114.0 -0.406 0.151 1000.0 -1000.0 -0.092 -1000.0 Regulation of Telomerase 27.0 2788.0 102.0 -0.681 0.045 1000.0 -1000.0 -0.139 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 25.0 1398.0 54.0 -0.656 0.031 1000.0 -1000.0 -0.138 -1000.0 Reelin signaling pathway 25.0 1401.0 56.0 -0.242 0.016 1000.0 -1000.0 -0.131 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 25.0 2004.0 78.0 -0.321 0.046 1000.0 -1000.0 -0.097 -1000.0 IL6-mediated signaling events 24.0 1855.0 75.0 -0.278 0.078 1000.0 -1000.0 -0.133 -1000.0 Aurora A signaling 22.0 1354.0 60.0 -0.241 0.054 1000.0 -1000.0 -0.091 -1000.0 Visual signal transduction: Rods 21.0 1111.0 52.0 -0.282 0.016 1000.0 -1000.0 -0.128 -1000.0 Signaling events mediated by PTP1B 20.0 1591.0 76.0 -0.684 0.048 1000.0 -1000.0 -0.118 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 20.0 932.0 45.0 -0.593 0.061 1000.0 -1000.0 -0.128 -1000.0 Angiopoietin receptor Tie2-mediated signaling 20.0 1824.0 88.0 -0.324 0.079 1000.0 -1000.0 -0.162 -1000.0 EPO signaling pathway 19.0 1090.0 55.0 -0.294 0.018 1000.0 -1000.0 -0.144 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2315.0 120.0 -0.172 0.149 1000.0 -1000.0 -0.113 -1000.0 Syndecan-2-mediated signaling events 18.0 1298.0 69.0 -0.573 0.056 1000.0 -1000.0 -0.105 -1000.0 Regulation of nuclear SMAD2/3 signaling 15.0 2145.0 136.0 -0.461 0.091 1000.0 -1000.0 -0.119 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 15.0 562.0 37.0 -0.301 0.022 1000.0 -1000.0 -0.137 -1000.0 Endothelins 15.0 1533.0 96.0 -0.352 0.089 1000.0 -1000.0 -0.112 -1000.0 Wnt signaling 15.0 111.0 7.0 -0.073 0.016 1000.0 -1000.0 -0.077 -1000.0 S1P3 pathway 15.0 649.0 42.0 -0.375 0.062 1000.0 -1000.0 -0.084 -1000.0 Presenilin action in Notch and Wnt signaling 14.0 908.0 61.0 -0.19 0.092 1000.0 -1000.0 -0.099 -1000.0 FoxO family signaling 14.0 913.0 64.0 -0.57 0.122 1000.0 -1000.0 -0.106 -1000.0 LPA receptor mediated events 14.0 1444.0 102.0 -0.394 0.062 1000.0 -1000.0 -0.129 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 365.0 28.0 -0.135 0.024 1000.0 -1000.0 -0.088 -1000.0 Thromboxane A2 receptor signaling 13.0 1400.0 105.0 -0.681 0.069 1000.0 -1000.0 -0.105 -1000.0 Ceramide signaling pathway 13.0 1032.0 76.0 -0.681 0.234 1000.0 -1000.0 -0.098 -1000.0 Class I PI3K signaling events 13.0 964.0 73.0 -0.483 0.036 1000.0 -1000.0 -0.107 -1000.0 PLK2 and PLK4 events 12.0 38.0 3.0 -0.014 0.01 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 12.0 818.0 68.0 -0.383 0.017 1000.0 -1000.0 -0.139 -1000.0 FAS signaling pathway (CD95) 12.0 604.0 47.0 -0.447 0.031 1000.0 -1000.0 -0.06 -1000.0 Canonical Wnt signaling pathway 12.0 630.0 51.0 -0.189 0.096 1000.0 -1000.0 -0.078 -1000.0 E-cadherin signaling events 12.0 62.0 5.0 -0.023 0.016 1000.0 -1000.0 -0.066 -1000.0 ErbB4 signaling events 11.0 777.0 69.0 -0.184 0.106 1000.0 -1000.0 -0.118 -1000.0 Regulation of Androgen receptor activity 11.0 801.0 70.0 -0.974 0.04 1000.0 -1000.0 -0.093 -1000.0 Noncanonical Wnt signaling pathway 10.0 270.0 26.0 -0.122 0.016 1000.0 -1000.0 -0.123 -1000.0 S1P5 pathway 10.0 174.0 17.0 -0.135 0.045 1000.0 -1000.0 -0.081 -1000.0 Nongenotropic Androgen signaling 10.0 551.0 52.0 -0.171 0.074 1000.0 -1000.0 -0.094 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 10.0 1340.0 125.0 -0.401 0.044 1000.0 -1000.0 -0.148 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 762.0 74.0 -0.681 0.1 1000.0 -1000.0 -0.14 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 -0.022 0.016 1000.0 -1000.0 -0.061 -1000.0 S1P4 pathway 9.0 249.0 25.0 -0.135 0.035 1000.0 -1000.0 -0.085 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 692.0 82.0 -0.059 0.032 1000.0 -1000.0 -0.119 -1000.0 TCGA08_rtk_signaling 8.0 213.0 26.0 -0.281 0.041 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 7.0 296.0 38.0 -0.036 0.016 1000.0 -1000.0 -0.1 -1000.0 Canonical NF-kappaB pathway 6.0 256.0 39.0 -0.201 0.074 1000.0 -1000.0 -0.121 -1000.0 Signaling events mediated by PRL 6.0 219.0 34.0 -0.056 0.049 1000.0 -1000.0 -0.089 -1000.0 ErbB2/ErbB3 signaling events 5.0 368.0 65.0 -0.132 0.061 1000.0 -1000.0 -0.1 -1000.0 Insulin-mediated glucose transport 5.0 166.0 32.0 -0.079 0.067 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by HDAC Class III 5.0 208.0 40.0 -0.065 0.032 1000.0 -1000.0 -0.069 -1000.0 IL1-mediated signaling events 5.0 355.0 62.0 -0.096 0.062 1000.0 -1000.0 -0.137 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 76.0 15.0 0.0 0.037 1000.0 -1000.0 -0.056 -1000.0 Syndecan-3-mediated signaling events 5.0 187.0 35.0 -0.04 0.016 1000.0 -1000.0 -0.099 -1000.0 Arf6 trafficking events 5.0 366.0 71.0 -0.129 0.05 1000.0 -1000.0 -0.113 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.02 -1000.0 Arf6 downstream pathway 4.0 198.0 43.0 -0.034 0.034 1000.0 -1000.0 -0.065 -1000.0 Ephrin B reverse signaling 4.0 215.0 48.0 -0.022 0.034 1000.0 -1000.0 -0.11 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 357.0 76.0 -0.026 0.068 1000.0 -1000.0 -0.135 -1000.0 p38 MAPK signaling pathway 4.0 182.0 44.0 -0.107 0.051 1000.0 -1000.0 -0.091 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 71.0 17.0 -0.037 0.055 1000.0 -1000.0 -0.068 -1000.0 BARD1 signaling events 3.0 188.0 57.0 -0.177 0.044 1000.0 -1000.0 -0.107 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 314.0 85.0 -0.037 0.081 1000.0 -1000.0 -0.112 -1000.0 EPHB forward signaling 3.0 298.0 85.0 -0.073 0.075 1000.0 -1000.0 -0.146 -1000.0 Osteopontin-mediated events 2.0 87.0 38.0 -0.029 0.105 1000.0 -1000.0 -0.147 -1000.0 Cellular roles of Anthrax toxin 2.0 108.0 39.0 -0.023 0.028 1000.0 -1000.0 -0.046 -1000.0 ceramide signaling pathway 2.0 129.0 49.0 -0.12 0.054 1000.0 -1000.0 -0.081 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 125.0 52.0 -0.029 0.092 1000.0 -1000.0 -0.092 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 98.0 36.0 -0.031 0.031 1000.0 -1000.0 -0.102 -1000.0 Regulation of p38-alpha and p38-beta 2.0 136.0 54.0 -0.04 0.074 1000.0 -1000.0 -0.081 -1000.0 Insulin Pathway 2.0 168.0 74.0 -0.034 0.057 1000.0 -1000.0 -0.135 -1000.0 Plasma membrane estrogen receptor signaling 2.0 255.0 86.0 -0.158 0.076 1000.0 -1000.0 -0.128 -1000.0 PDGFR-beta signaling pathway 2.0 236.0 97.0 -0.057 0.09 1000.0 -1000.0 -0.13 -1000.0 E-cadherin signaling in keratinocytes 2.0 124.0 43.0 -0.299 0.056 1000.0 -1000.0 -0.11 -1000.0 Signaling events mediated by HDAC Class II 1.0 101.0 75.0 -0.026 0.051 1000.0 -1000.0 -0.099 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 110.0 65.0 -0.062 0.093 1000.0 -1000.0 -0.097 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 81.0 68.0 -0.079 0.061 1000.0 -1000.0 -0.103 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 154.0 83.0 -0.079 0.081 1000.0 -1000.0 -0.118 -1000.0 Signaling events mediated by HDAC Class I 1.0 146.0 104.0 -0.029 0.064 1000.0 -1000.0 -0.107 -1000.0 Retinoic acid receptors-mediated signaling 1.0 93.0 58.0 -0.022 0.065 1000.0 -1000.0 -0.104 -1000.0 Atypical NF-kappaB pathway 1.0 37.0 31.0 -0.024 0.036 1000.0 -1000.0 -0.102 -1000.0 IGF1 pathway 1.0 57.0 57.0 -0.068 0.073 1000.0 -1000.0 -0.152 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.0 0.063 1000.0 -1000.0 -0.118 -1000.0 Circadian rhythm pathway 0.0 16.0 22.0 -0.019 0.066 1000.0 -1000.0 -0.087 -1000.0 mTOR signaling pathway 0.0 52.0 53.0 -0.005 0.046 1000.0 -1000.0 -0.088 -1000.0 Nectin adhesion pathway 0.0 27.0 63.0 -0.015 0.082 1000.0 -1000.0 -0.103 -1000.0 TRAIL signaling pathway 0.0 21.0 48.0 -0.002 0.072 1000.0 -1000.0 -0.093 -1000.0 Signaling mediated by p38-alpha and p38-beta 0.0 42.0 44.0 -0.043 0.052 1000.0 -1000.0 -0.077 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.08 -1000.0 Rapid glucocorticoid signaling 0.0 10.0 20.0 -0.005 0.016 1000.0 -1000.0 -0.053 -1000.0 Arf1 pathway 0.0 25.0 54.0 -0.011 0.035 1000.0 -1000.0 -0.064 -1000.0 Alternative NF-kappaB pathway 0.0 8.0 13.0 -0.006 0.016 1000.0 -1000.0 -0.099 -1000.0 Total 3556 199670 7203 -40.6709050672 -991.758356315 131000 -131000 -13.6064090187 -131000