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 Signaling events regulated by Ret tyrosine kinase 90.0 7435.0 82.0 -0.239 0.031 1000.0 -1000.0 -0.041 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 88.0 6014.0 68.0 -0.679 0.351 1000.0 -1000.0 -0.042 -1000.0 Signaling mediated by p38-alpha and p38-beta 82.0 3618.0 44.0 -0.228 0.027 1000.0 -1000.0 -0.021 -1000.0 Endothelins 80.0 7767.0 96.0 -0.382 0.089 1000.0 -1000.0 -0.037 -1000.0 IGF1 pathway 80.0 4589.0 57.0 -0.195 0.05 1000.0 -1000.0 -0.024 -1000.0 Nongenotropic Androgen signaling 74.0 3861.0 52.0 -0.262 0.15 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by the Hedgehog family 68.0 3579.0 52.0 -0.14 0.139 1000.0 -1000.0 -0.019 -1000.0 IL4-mediated signaling events 66.0 6095.0 91.0 -0.714 0.508 1000.0 -1000.0 -0.045 -1000.0 Reelin signaling pathway 65.0 3648.0 56.0 -0.147 0.062 1000.0 -1000.0 -0.027 -1000.0 Aurora B signaling 62.0 4156.0 67.0 -0.315 0.239 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 61.0 4799.0 78.0 -0.279 0.101 1000.0 -1000.0 -0.041 -1000.0 Thromboxane A2 receptor signaling 59.0 6224.0 105.0 -0.221 0.049 1000.0 -1000.0 -0.032 -1000.0 p75(NTR)-mediated signaling 55.0 6876.0 125.0 -0.113 0.078 1000.0 -1000.0 -0.039 -1000.0 Fc-epsilon receptor I signaling in mast cells 50.0 4861.0 97.0 -0.132 0.029 1000.0 -1000.0 -0.042 -1000.0 Glypican 2 network 50.0 200.0 4.0 0.037 0.093 1000.0 -1000.0 0.013 -1000.0 TCGA08_retinoblastoma 50.0 402.0 8.0 -0.025 0.107 1000.0 -1000.0 -0.001 -1000.0 Plasma membrane estrogen receptor signaling 50.0 4353.0 86.0 -0.269 0.146 1000.0 -1000.0 -0.035 -1000.0 Ephrin A reverse signaling 47.0 332.0 7.0 -0.057 0.011 1000.0 -1000.0 -0.002 -1000.0 TCR signaling in naïve CD8+ T cells 47.0 4448.0 93.0 -0.122 0.05 1000.0 -1000.0 -0.032 -1000.0 S1P4 pathway 46.0 1162.0 25.0 -0.125 0.046 1000.0 -1000.0 -0.013 -1000.0 Ras signaling in the CD4+ TCR pathway 46.0 790.0 17.0 -0.121 0.037 1000.0 -1000.0 -0.009 -1000.0 LPA receptor mediated events 45.0 4610.0 102.0 -0.237 0.068 1000.0 -1000.0 -0.064 -1000.0 IL23-mediated signaling events 45.0 2748.0 60.0 -0.467 0.037 1000.0 -1000.0 -0.021 -1000.0 S1P5 pathway 44.0 761.0 17.0 -0.125 0.078 1000.0 -1000.0 -0.005 -1000.0 Integrins in angiogenesis 44.0 3745.0 84.0 -0.232 0.101 1000.0 -1000.0 -0.03 -1000.0 Calcium signaling in the CD4+ TCR pathway 42.0 1310.0 31.0 -0.202 0.026 1000.0 -1000.0 -0.03 -1000.0 S1P1 pathway 41.0 1508.0 36.0 -0.301 0.026 1000.0 -1000.0 -0.018 -1000.0 Rapid glucocorticoid signaling 40.0 801.0 20.0 -0.174 0.059 1000.0 -1000.0 -0.002 -1000.0 BMP receptor signaling 39.0 3234.0 81.0 -0.259 0.071 1000.0 -1000.0 -0.027 -1000.0 IL6-mediated signaling events 39.0 2976.0 75.0 -0.202 0.062 1000.0 -1000.0 -0.031 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 38.0 1977.0 52.0 -0.247 0.038 1000.0 -1000.0 -0.024 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 38.0 4617.0 120.0 -0.236 0.167 1000.0 -1000.0 -0.033 -1000.0 PDGFR-alpha signaling pathway 37.0 1670.0 44.0 -0.298 0.039 1000.0 -1000.0 -0.031 -1000.0 amb2 Integrin signaling 37.0 3090.0 82.0 -0.289 0.068 1000.0 -1000.0 -0.021 -1000.0 JNK signaling in the CD4+ TCR pathway 36.0 612.0 17.0 -0.169 0.03 1000.0 -1000.0 -0.027 -1000.0 Glypican 1 network 36.0 1731.0 48.0 -0.19 0.048 1000.0 -1000.0 -0.015 -1000.0 S1P3 pathway 36.0 1532.0 42.0 -0.125 0.041 1000.0 -1000.0 -0.018 -1000.0 IL12-mediated signaling events 35.0 3096.0 87.0 -0.403 0.057 1000.0 -1000.0 -0.057 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 34.0 1840.0 54.0 -0.147 0.062 1000.0 -1000.0 -0.023 -1000.0 PLK1 signaling events 34.0 2904.0 85.0 -0.028 0.159 1000.0 -1000.0 -0.027 -1000.0 Glucocorticoid receptor regulatory network 34.0 3978.0 114.0 -0.524 0.156 1000.0 -1000.0 -0.047 -1000.0 LPA4-mediated signaling events 32.0 391.0 12.0 -0.131 0.008 1000.0 -1000.0 -0.02 -1000.0 HIF-1-alpha transcription factor network 32.0 2457.0 76.0 -0.124 0.069 1000.0 -1000.0 -0.039 -1000.0 Angiopoietin receptor Tie2-mediated signaling 32.0 2875.0 88.0 -0.17 0.051 1000.0 -1000.0 -0.05 -1000.0 Coregulation of Androgen receptor activity 31.0 2392.0 76.0 -0.18 0.108 1000.0 -1000.0 -0.015 -1000.0 Syndecan-1-mediated signaling events 31.0 1059.0 34.0 -0.076 0.13 1000.0 -1000.0 -0.022 -1000.0 BCR signaling pathway 30.0 3058.0 99.0 -0.105 0.037 1000.0 -1000.0 -0.042 -1000.0 Osteopontin-mediated events 29.0 1128.0 38.0 -0.125 0.104 1000.0 -1000.0 -0.026 -1000.0 Syndecan-2-mediated signaling events 29.0 2043.0 69.0 -0.041 0.056 1000.0 -1000.0 -0.027 -1000.0 Arf6 signaling events 29.0 1804.0 62.0 -0.173 0.059 1000.0 -1000.0 -0.031 -1000.0 Aurora C signaling 28.0 198.0 7.0 -0.0 0.107 1000.0 -1000.0 -0.01 -1000.0 Wnt signaling 27.0 195.0 7.0 -0.01 0.03 1000.0 -1000.0 -0.006 -1000.0 FOXM1 transcription factor network 27.0 1404.0 51.0 -0.183 0.111 1000.0 -1000.0 -0.055 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 26.0 886.0 34.0 -0.022 0.039 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 25.0 1687.0 65.0 -0.177 0.039 1000.0 -1000.0 -0.039 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 25.0 2145.0 85.0 -0.226 0.039 1000.0 -1000.0 -0.045 -1000.0 FAS signaling pathway (CD95) 25.0 1177.0 47.0 -0.529 0.044 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Cones 24.0 937.0 38.0 -0.077 0.078 1000.0 -1000.0 -0.006 -1000.0 Presenilin action in Notch and Wnt signaling 23.0 1409.0 61.0 -0.125 0.111 1000.0 -1000.0 -0.045 -1000.0 Noncanonical Wnt signaling pathway 22.0 586.0 26.0 -0.072 0.03 1000.0 -1000.0 -0.03 -1000.0 Class IB PI3K non-lipid kinase events 21.0 63.0 3.0 -0.0 -1000.0 1000.0 -1000.0 -0.014 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 20.0 671.0 33.0 -0.217 0.106 1000.0 -1000.0 -0.023 -1000.0 Sphingosine 1-phosphate (S1P) pathway 19.0 549.0 28.0 -0.125 0.059 1000.0 -1000.0 -0.011 -1000.0 Aurora A signaling 19.0 1174.0 60.0 -0.214 0.16 1000.0 -1000.0 -0.013 -1000.0 Canonical Wnt signaling pathway 19.0 1004.0 51.0 -0.082 0.111 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 19.0 1332.0 67.0 -0.129 0.067 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Rods 19.0 1035.0 52.0 -0.077 0.105 1000.0 -1000.0 -0.012 -1000.0 Regulation of Androgen receptor activity 19.0 1370.0 70.0 -0.175 0.036 1000.0 -1000.0 -0.03 -1000.0 Hedgehog signaling events mediated by Gli proteins 18.0 1180.0 65.0 -0.125 0.065 1000.0 -1000.0 -0.029 -1000.0 Effects of Botulinum toxin 18.0 481.0 26.0 -0.01 0.056 1000.0 -1000.0 -0.001 -1000.0 Cellular roles of Anthrax toxin 17.0 673.0 39.0 -0.075 0.036 1000.0 -1000.0 -0.015 -1000.0 Ceramide signaling pathway 17.0 1293.0 76.0 -0.188 0.071 1000.0 -1000.0 -0.022 -1000.0 ceramide signaling pathway 17.0 843.0 49.0 -0.0 0.05 1000.0 -1000.0 -0.04 -1000.0 TCGA08_p53 17.0 125.0 7.0 -0.004 0.027 1000.0 -1000.0 -0.003 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 17.0 1273.0 74.0 -0.188 0.064 1000.0 -1000.0 -0.054 -1000.0 Ephrin B reverse signaling 16.0 799.0 48.0 -0.038 0.041 1000.0 -1000.0 -0.024 -1000.0 Insulin Pathway 16.0 1208.0 74.0 -0.194 0.066 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PTP1B 15.0 1149.0 76.0 -0.112 0.042 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 15.0 1000.0 63.0 -0.034 0.056 1000.0 -1000.0 -0.036 -1000.0 EPHB forward signaling 14.0 1233.0 85.0 -0.013 0.069 1000.0 -1000.0 -0.044 -1000.0 Caspase cascade in apoptosis 13.0 964.0 74.0 -0.049 0.05 1000.0 -1000.0 -0.03 -1000.0 ErbB4 signaling events 13.0 902.0 69.0 -0.177 0.047 1000.0 -1000.0 -0.03 -1000.0 IL2 signaling events mediated by PI3K 13.0 775.0 58.0 -0.063 0.115 1000.0 -1000.0 -0.031 -1000.0 Regulation of p38-alpha and p38-beta 13.0 713.0 54.0 -0.102 0.06 1000.0 -1000.0 -0.04 -1000.0 IL27-mediated signaling events 13.0 709.0 51.0 -0.181 0.047 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by STAT5 13.0 296.0 22.0 -0.037 0.076 1000.0 -1000.0 -0.019 -1000.0 EGFR-dependent Endothelin signaling events 13.0 273.0 21.0 -0.037 0.074 1000.0 -1000.0 -0.032 -1000.0 PDGFR-beta signaling pathway 13.0 1310.0 97.0 -0.078 0.058 1000.0 -1000.0 -0.036 -1000.0 Regulation of nuclear SMAD2/3 signaling 12.0 1761.0 136.0 -0.154 0.092 1000.0 -1000.0 -0.029 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 12.0 1005.0 83.0 -0.247 0.044 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events mediated by Akt 11.0 758.0 68.0 -0.144 0.064 1000.0 -1000.0 -0.022 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 479.0 46.0 -0.145 0.184 1000.0 -1000.0 -0.037 -1000.0 IFN-gamma pathway 10.0 703.0 68.0 -0.123 0.081 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class III 10.0 407.0 40.0 -0.177 0.051 1000.0 -1000.0 -0.032 -1000.0 IL1-mediated signaling events 10.0 649.0 62.0 -0.01 0.059 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 10.0 454.0 45.0 -0.007 0.065 1000.0 -1000.0 -0.037 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 47.0 5.0 0.013 0.027 1000.0 -1000.0 0.01 -1000.0 E-cadherin signaling in the nascent adherens junction 9.0 698.0 76.0 -0.039 0.052 1000.0 -1000.0 -0.045 -1000.0 Arf6 trafficking events 9.0 639.0 71.0 -0.292 0.049 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PRL 9.0 306.0 34.0 -0.061 0.043 1000.0 -1000.0 -0.029 -1000.0 BARD1 signaling events 8.0 485.0 57.0 -0.049 0.093 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 8.0 476.0 55.0 -0.021 0.072 1000.0 -1000.0 -0.02 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 328.0 37.0 -0.014 0.052 1000.0 -1000.0 -0.024 -1000.0 TCGA08_rtk_signaling 8.0 213.0 26.0 -0.04 0.06 1000.0 -1000.0 -0.013 -1000.0 E-cadherin signaling events 8.0 42.0 5.0 0.01 0.037 1000.0 -1000.0 0.014 -1000.0 mTOR signaling pathway 7.0 404.0 53.0 -0.029 0.037 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 110.0 15.0 -0.012 0.026 1000.0 -1000.0 -0.023 -1000.0 Syndecan-3-mediated signaling events 7.0 257.0 35.0 -0.062 0.062 1000.0 -1000.0 -0.019 -1000.0 Class I PI3K signaling events 7.0 525.0 73.0 -0.023 0.049 1000.0 -1000.0 -0.027 -1000.0 Regulation of Telomerase 7.0 810.0 102.0 -0.123 0.083 1000.0 -1000.0 -0.051 -1000.0 Retinoic acid receptors-mediated signaling 6.0 393.0 58.0 -0.052 0.06 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 6.0 283.0 43.0 -0.029 0.041 1000.0 -1000.0 -0.02 -1000.0 Paxillin-dependent events mediated by a4b1 5.0 211.0 36.0 -0.043 0.045 1000.0 -1000.0 -0.025 -1000.0 Insulin-mediated glucose transport 4.0 150.0 32.0 -0.139 0.048 1000.0 -1000.0 -0.022 -1000.0 HIF-2-alpha transcription factor network 4.0 204.0 43.0 -0.115 0.118 1000.0 -1000.0 -0.048 -1000.0 VEGFR1 specific signals 4.0 248.0 56.0 -0.053 0.069 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class II 3.0 297.0 75.0 -0.054 0.061 1000.0 -1000.0 -0.019 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 0.015 0.032 1000.0 -1000.0 -0.002 -1000.0 TRAIL signaling pathway 3.0 154.0 48.0 -0.017 0.06 1000.0 -1000.0 -0.022 -1000.0 FoxO family signaling 3.0 255.0 64.0 -0.018 0.114 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 431.0 125.0 -0.039 0.072 1000.0 -1000.0 -0.022 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 3.0 82.0 27.0 -0.0 0.066 1000.0 -1000.0 -0.022 -1000.0 Canonical NF-kappaB pathway 2.0 87.0 39.0 -0.0 0.068 1000.0 -1000.0 -0.015 -1000.0 Arf6 downstream pathway 2.0 126.0 43.0 -0.051 0.052 1000.0 -1000.0 -0.026 -1000.0 p38 MAPK signaling pathway 2.0 125.0 44.0 -0.004 0.06 1000.0 -1000.0 -0.015 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 29.0 23.0 0.005 0.05 1000.0 -1000.0 -0.012 -1000.0 Circadian rhythm pathway 1.0 30.0 22.0 -0.01 0.058 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class I 1.0 120.0 104.0 -0.051 0.066 1000.0 -1000.0 -0.025 -1000.0 Atypical NF-kappaB pathway 1.0 51.0 31.0 -0.0 0.035 1000.0 -1000.0 -0.012 -1000.0 Arf1 pathway 1.0 54.0 54.0 -0.0 0.048 1000.0 -1000.0 -0.011 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.072 1000.0 -1000.0 0.0 -1000.0 Total 3327 201074 7203 -17.2546830412 -990.472850157 131000 -131000 -3.38675187115 -131000