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 BCR signaling pathway 125.0 12407.0 99.0 -0.714 0.043 1000.0 -1000.0 -0.049 -1000.0 IL4-mediated signaling events 120.0 10991.0 91.0 -1.251 1.002 1000.0 -1000.0 -0.062 -1000.0 TCR signaling in naïve CD8+ T cells 105.0 9767.0 93.0 -0.559 0.123 1000.0 -1000.0 -0.034 -1000.0 IL23-mediated signaling events 105.0 6315.0 60.0 -0.762 0.034 1000.0 -1000.0 -0.011 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 81.0 2783.0 34.0 -0.148 0.035 1000.0 -1000.0 -0.024 -1000.0 IL12-mediated signaling events 76.0 6689.0 87.0 -0.674 0.113 1000.0 -1000.0 -0.029 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 61.0 4214.0 68.0 -0.575 0.12 1000.0 -1000.0 -0.037 -1000.0 Caspase cascade in apoptosis 59.0 4407.0 74.0 -0.161 0.124 1000.0 -1000.0 -0.022 -1000.0 Calcium signaling in the CD4+ TCR pathway 56.0 1761.0 31.0 -0.347 0.035 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling events 56.0 282.0 5.0 -0.082 0.035 1000.0 -1000.0 0.017 -1000.0 IL27-mediated signaling events 55.0 2841.0 51.0 -0.262 0.173 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 54.0 934.0 17.0 -0.22 0.033 1000.0 -1000.0 -0.02 -1000.0 Ras signaling in the CD4+ TCR pathway 51.0 876.0 17.0 -0.139 0.063 1000.0 -1000.0 -0.008 -1000.0 FAS signaling pathway (CD95) 50.0 2395.0 47.0 -0.094 0.076 1000.0 -1000.0 -0.025 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 47.0 3484.0 74.0 -0.082 0.08 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in the nascent adherens junction 46.0 3531.0 76.0 -0.095 0.051 1000.0 -1000.0 -0.034 -1000.0 a4b1 and a4b7 Integrin signaling 42.0 210.0 5.0 -0.031 0.01 1000.0 -1000.0 0.016 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 40.0 1825.0 45.0 -0.171 0.072 1000.0 -1000.0 -0.017 -1000.0 Thromboxane A2 receptor signaling 39.0 4147.0 105.0 -0.121 0.057 1000.0 -1000.0 -0.025 -1000.0 IL2 signaling events mediated by PI3K 39.0 2303.0 58.0 -0.15 0.06 1000.0 -1000.0 -0.028 -1000.0 amb2 Integrin signaling 38.0 3163.0 82.0 -0.183 0.044 1000.0 -1000.0 -0.013 -1000.0 Glucocorticoid receptor regulatory network 38.0 4378.0 114.0 -0.42 0.234 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 38.0 3187.0 82.0 -0.068 0.035 1000.0 -1000.0 -0.027 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 37.0 1375.0 37.0 -0.219 0.049 1000.0 -1000.0 -0.018 -1000.0 Class I PI3K signaling events 37.0 2736.0 73.0 -0.376 0.069 1000.0 -1000.0 -0.021 -1000.0 Angiopoietin receptor Tie2-mediated signaling 37.0 3280.0 88.0 -0.209 0.046 1000.0 -1000.0 -0.052 -1000.0 IL2 signaling events mediated by STAT5 36.0 799.0 22.0 -0.164 0.036 1000.0 -1000.0 -0.018 -1000.0 S1P4 pathway 35.0 892.0 25.0 -0.111 0.045 1000.0 -1000.0 -0.009 -1000.0 IFN-gamma pathway 34.0 2379.0 68.0 -0.121 0.045 1000.0 -1000.0 -0.033 -1000.0 Endothelins 33.0 3185.0 96.0 -0.146 0.036 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling in keratinocytes 33.0 1454.0 43.0 -0.082 0.037 1000.0 -1000.0 -0.012 -1000.0 ceramide signaling pathway 32.0 1590.0 49.0 -0.102 0.05 1000.0 -1000.0 -0.023 -1000.0 Syndecan-1-mediated signaling events 31.0 1083.0 34.0 -0.095 0.035 1000.0 -1000.0 -0.014 -1000.0 Fc-epsilon receptor I signaling in mast cells 31.0 3050.0 97.0 -0.104 0.06 1000.0 -1000.0 -0.032 -1000.0 HIF-1-alpha transcription factor network 28.0 2190.0 76.0 -0.082 0.107 1000.0 -1000.0 -0.001 -1000.0 LPA receptor mediated events 28.0 2916.0 102.0 -0.072 0.045 1000.0 -1000.0 -0.06 -1000.0 Syndecan-4-mediated signaling events 28.0 1922.0 67.0 -0.172 0.046 1000.0 -1000.0 -0.026 -1000.0 Visual signal transduction: Cones 26.0 988.0 38.0 -0.145 0.043 1000.0 -1000.0 -0.007 -1000.0 FOXA2 and FOXA3 transcription factor networks 25.0 1189.0 46.0 -0.419 0.04 1000.0 -1000.0 -0.032 -1000.0 Atypical NF-kappaB pathway 25.0 801.0 31.0 -0.135 0.049 1000.0 -1000.0 -0.007 -1000.0 Glypican 1 network 24.0 1175.0 48.0 -0.215 0.038 1000.0 -1000.0 -0.023 -1000.0 Osteopontin-mediated events 23.0 892.0 38.0 -0.036 0.049 1000.0 -1000.0 -0.013 -1000.0 TRAIL signaling pathway 23.0 1116.0 48.0 -0.031 0.052 1000.0 -1000.0 -0.015 -1000.0 Regulation of p38-alpha and p38-beta 23.0 1265.0 54.0 -0.234 0.072 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Rods 23.0 1227.0 52.0 -0.145 0.047 1000.0 -1000.0 -0.012 -1000.0 Aurora C signaling 21.0 149.0 7.0 -0.056 0.032 1000.0 -1000.0 -0.005 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 21.0 1105.0 52.0 -0.176 0.079 1000.0 -1000.0 -0.016 -1000.0 Ephrin A reverse signaling 20.0 141.0 7.0 -0.0 0.025 1000.0 -1000.0 -0.0 -1000.0 Ceramide signaling pathway 20.0 1525.0 76.0 -0.102 0.079 1000.0 -1000.0 -0.028 -1000.0 Paxillin-dependent events mediated by a4b1 20.0 732.0 36.0 -0.04 0.059 1000.0 -1000.0 -0.026 -1000.0 Arf6 signaling events 19.0 1194.0 62.0 -0.104 0.073 1000.0 -1000.0 -0.037 -1000.0 EPO signaling pathway 18.0 1018.0 55.0 -0.038 0.053 1000.0 -1000.0 -0.014 -1000.0 IL6-mediated signaling events 18.0 1424.0 75.0 -0.187 0.056 1000.0 -1000.0 -0.027 -1000.0 Plasma membrane estrogen receptor signaling 18.0 1602.0 86.0 -0.055 0.062 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PTP1B 17.0 1316.0 76.0 -0.24 0.063 1000.0 -1000.0 -0.036 -1000.0 Nectin adhesion pathway 17.0 1096.0 63.0 -0.174 0.072 1000.0 -1000.0 -0.025 -1000.0 EPHB forward signaling 17.0 1522.0 85.0 -0.053 0.067 1000.0 -1000.0 -0.038 -1000.0 Integrins in angiogenesis 16.0 1409.0 84.0 -0.136 0.076 1000.0 -1000.0 -0.025 -1000.0 PDGFR-beta signaling pathway 15.0 1483.0 97.0 -0.298 0.087 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 14.0 1098.0 78.0 -0.074 0.09 1000.0 -1000.0 -0.032 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 376.0 28.0 -0.111 0.065 1000.0 -1000.0 -0.009 -1000.0 Signaling events mediated by the Hedgehog family 13.0 709.0 52.0 -0.204 0.058 1000.0 -1000.0 -0.018 -1000.0 Cellular roles of Anthrax toxin 13.0 544.0 39.0 -0.122 0.041 1000.0 -1000.0 -0.015 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1179.0 85.0 -0.037 0.073 1000.0 -1000.0 -0.042 -1000.0 p75(NTR)-mediated signaling 13.0 1673.0 125.0 -0.102 0.088 1000.0 -1000.0 -0.031 -1000.0 BMP receptor signaling 13.0 1128.0 81.0 -0.138 0.074 1000.0 -1000.0 -0.02 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1089.0 83.0 -0.097 0.066 1000.0 -1000.0 -0.011 -1000.0 LPA4-mediated signaling events 12.0 144.0 12.0 -0.048 0.01 1000.0 -1000.0 -0.011 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1480.0 120.0 -0.074 0.084 1000.0 -1000.0 -0.031 -1000.0 Syndecan-2-mediated signaling events 11.0 821.0 69.0 -0.172 0.058 1000.0 -1000.0 -0.028 -1000.0 Ephrin B reverse signaling 11.0 549.0 48.0 -0.101 0.048 1000.0 -1000.0 -0.029 -1000.0 Noncanonical Wnt signaling pathway 10.0 277.0 26.0 -0.001 0.052 1000.0 -1000.0 -0.025 -1000.0 IL1-mediated signaling events 10.0 673.0 62.0 -0.032 0.089 1000.0 -1000.0 -0.021 -1000.0 Canonical Wnt signaling pathway 10.0 518.0 51.0 -0.027 0.073 1000.0 -1000.0 -0.022 -1000.0 EGFR-dependent Endothelin signaling events 10.0 225.0 21.0 -0.02 0.055 1000.0 -1000.0 -0.029 -1000.0 ErbB2/ErbB3 signaling events 9.0 640.0 65.0 -0.023 0.06 1000.0 -1000.0 -0.043 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 606.0 61.0 -0.067 0.088 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class I 8.0 836.0 104.0 -0.064 0.081 1000.0 -1000.0 -0.036 -1000.0 TCGA08_retinoblastoma 8.0 68.0 8.0 -0.002 0.027 1000.0 -1000.0 -0.001 -1000.0 Aurora B signaling 8.0 544.0 67.0 -0.097 0.089 1000.0 -1000.0 -0.025 -1000.0 Canonical NF-kappaB pathway 7.0 300.0 39.0 -0.054 0.073 1000.0 -1000.0 -0.009 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 392.0 54.0 -0.078 0.065 1000.0 -1000.0 -0.017 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 114.0 15.0 -0.004 0.034 1000.0 -1000.0 -0.019 -1000.0 Effects of Botulinum toxin 7.0 187.0 26.0 -0.026 0.045 1000.0 -1000.0 -0.001 -1000.0 mTOR signaling pathway 6.0 326.0 53.0 -0.022 0.057 1000.0 -1000.0 -0.025 -1000.0 HIF-2-alpha transcription factor network 6.0 276.0 43.0 -0.165 0.169 1000.0 -1000.0 -0.052 -1000.0 Glypican 2 network 6.0 27.0 4.0 0.025 0.036 1000.0 -1000.0 0.017 -1000.0 TCGA08_rtk_signaling 6.0 172.0 26.0 -0.039 0.082 1000.0 -1000.0 -0.02 -1000.0 Insulin Pathway 6.0 458.0 74.0 -0.06 0.083 1000.0 -1000.0 -0.021 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 207.0 33.0 -0.009 0.077 1000.0 -1000.0 -0.026 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.027 0.027 1000.0 -1000.0 -0.02 -1000.0 PLK1 signaling events 5.0 466.0 85.0 -0.007 0.068 1000.0 -1000.0 -0.025 -1000.0 S1P1 pathway 5.0 180.0 36.0 -0.0 0.051 1000.0 -1000.0 -0.011 -1000.0 FoxO family signaling 5.0 351.0 64.0 -0.409 0.095 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 232.0 44.0 -0.006 0.061 1000.0 -1000.0 -0.013 -1000.0 Wnt signaling 5.0 41.0 7.0 0.007 0.033 1000.0 -1000.0 -0.001 -1000.0 Regulation of Telomerase 5.0 585.0 102.0 -0.112 0.077 1000.0 -1000.0 -0.024 -1000.0 VEGFR1 specific signals 5.0 289.0 56.0 -0.047 0.083 1000.0 -1000.0 -0.023 -1000.0 S1P3 pathway 5.0 235.0 42.0 -0.036 0.054 1000.0 -1000.0 -0.009 -1000.0 Regulation of Androgen receptor activity 5.0 416.0 70.0 -0.058 0.056 1000.0 -1000.0 -0.03 -1000.0 Arf6 downstream pathway 4.0 173.0 43.0 -0.051 0.063 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PRL 4.0 141.0 34.0 -0.054 0.077 1000.0 -1000.0 -0.022 -1000.0 p38 MAPK signaling pathway 4.0 185.0 44.0 -0.011 0.057 1000.0 -1000.0 -0.009 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 528.0 136.0 -0.112 0.128 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 3.0 275.0 69.0 -0.031 0.055 1000.0 -1000.0 -0.022 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 200.0 65.0 0.0 0.081 1000.0 -1000.0 -0.032 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 218.0 68.0 -0.054 0.065 1000.0 -1000.0 -0.023 -1000.0 Reelin signaling pathway 3.0 176.0 56.0 -0.002 0.078 1000.0 -1000.0 -0.014 -1000.0 Retinoic acid receptors-mediated signaling 3.0 209.0 58.0 -0.033 0.067 1000.0 -1000.0 -0.021 -1000.0 Syndecan-3-mediated signaling events 3.0 134.0 35.0 -0.017 0.088 1000.0 -1000.0 -0.011 -1000.0 Nongenotropic Androgen signaling 3.0 161.0 52.0 -0.041 0.056 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 497.0 125.0 -0.074 0.087 1000.0 -1000.0 -0.015 -1000.0 Arf6 trafficking events 3.0 218.0 71.0 -0.052 0.064 1000.0 -1000.0 -0.034 -1000.0 IGF1 pathway 3.0 180.0 57.0 -0.024 0.085 1000.0 -1000.0 -0.02 -1000.0 Arf1 pathway 3.0 204.0 54.0 -0.008 0.05 1000.0 -1000.0 -0.012 -1000.0 Coregulation of Androgen receptor activity 2.0 176.0 76.0 -0.015 0.06 1000.0 -1000.0 -0.009 -1000.0 Signaling events mediated by HDAC Class II 2.0 173.0 75.0 -0.039 0.089 1000.0 -1000.0 -0.017 -1000.0 PDGFR-alpha signaling pathway 2.0 118.0 44.0 -0.019 0.071 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class III 2.0 91.0 40.0 -0.056 0.057 1000.0 -1000.0 -0.028 -1000.0 FOXM1 transcription factor network 2.0 121.0 51.0 0.008 0.263 1000.0 -1000.0 -0.023 -1000.0 Aurora A signaling 1.0 95.0 60.0 -0.0 0.074 1000.0 -1000.0 -0.007 -1000.0 Insulin-mediated glucose transport 1.0 48.0 32.0 -0.0 0.064 1000.0 -1000.0 -0.017 -1000.0 S1P5 pathway 1.0 17.0 17.0 -0.039 0.041 1000.0 -1000.0 -0.009 -1000.0 Rapid glucocorticoid signaling 1.0 36.0 20.0 -0.009 0.041 1000.0 -1000.0 -0.002 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 5.0 23.0 0.007 0.069 1000.0 -1000.0 -0.012 -1000.0 BARD1 signaling events 0.0 56.0 57.0 -0.077 0.089 1000.0 -1000.0 -0.042 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.018 -1000.0 1000.0 -1000.0 -0.003 -1000.0 Circadian rhythm pathway 0.0 6.0 22.0 -0.012 0.08 1000.0 -1000.0 -0.017 -1000.0 TCGA08_p53 0.0 1.0 7.0 -0.0 0.031 1000.0 -1000.0 -0.002 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 5.0 27.0 0.0 0.082 1000.0 -1000.0 -0.019 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.089 1000.0 -1000.0 -0.0 -1000.0 Total 2740 171008 7203 -15.927319379 -990.376170274 131000 -131000 -2.80922833418 -131000