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 FOXM1 transcription factor network 155.0 7954.0 51.0 -0.873 0.016 1000.0 -1000.0 -0.13 -1000.0 Glypican 2 network 116.0 465.0 4.0 -0.164 -0.126 1000.0 -1000.0 -0.011 -1000.0 Aurora B signaling 108.0 7288.0 67.0 -0.512 0.016 1000.0 -1000.0 -0.052 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 86.0 5895.0 68.0 -0.726 0.359 1000.0 -1000.0 -0.09 -1000.0 Signaling events regulated by Ret tyrosine kinase 80.0 6583.0 82.0 -0.312 0.016 1000.0 -1000.0 -0.072 -1000.0 Signaling mediated by p38-alpha and p38-beta 72.0 3210.0 44.0 -0.248 0.016 1000.0 -1000.0 -0.044 -1000.0 Nongenotropic Androgen signaling 72.0 3780.0 52.0 -0.258 0.145 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by the Hedgehog family 71.0 3702.0 52.0 -0.184 0.183 1000.0 -1000.0 -0.039 -1000.0 IL4-mediated signaling events 67.0 6124.0 91.0 -0.781 0.553 1000.0 -1000.0 -0.112 -1000.0 Endothelins 67.0 6474.0 96.0 -0.337 0.04 1000.0 -1000.0 -0.061 -1000.0 Reelin signaling pathway 59.0 3326.0 56.0 -0.236 0.041 1000.0 -1000.0 -0.068 -1000.0 TCGA08_p53 59.0 416.0 7.0 -0.178 0.081 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 58.0 4545.0 78.0 -0.258 0.088 1000.0 -1000.0 -0.056 -1000.0 Thromboxane A2 receptor signaling 56.0 5953.0 105.0 -0.209 0.038 1000.0 -1000.0 -0.057 -1000.0 Aurora C signaling 56.0 392.0 7.0 -0.22 0.0 1000.0 -1000.0 -0.026 -1000.0 PLK1 signaling events 56.0 4827.0 85.0 -0.368 0.051 1000.0 -1000.0 -0.033 -1000.0 IGF1 pathway 55.0 3142.0 57.0 -0.251 0.047 1000.0 -1000.0 -0.077 -1000.0 TCGA08_retinoblastoma 54.0 433.0 8.0 -0.255 0.069 1000.0 -1000.0 -0.014 -1000.0 IL23-mediated signaling events 52.0 3155.0 60.0 -0.608 0.016 1000.0 -1000.0 -0.106 -1000.0 Ephrin A reverse signaling 50.0 350.0 7.0 -0.071 -0.0 1000.0 -1000.0 -0.018 -1000.0 p75(NTR)-mediated signaling 50.0 6318.0 125.0 -0.172 0.047 1000.0 -1000.0 -0.085 -1000.0 Plasma membrane estrogen receptor signaling 50.0 4313.0 86.0 -0.258 0.129 1000.0 -1000.0 -0.071 -1000.0 Fc-epsilon receptor I signaling in mast cells 49.0 4811.0 97.0 -0.197 0.041 1000.0 -1000.0 -0.076 -1000.0 HIF-1-alpha transcription factor network 48.0 3712.0 76.0 -0.35 0.035 1000.0 -1000.0 -0.056 -1000.0 Rapid glucocorticoid signaling 47.0 957.0 20.0 -0.239 0.037 1000.0 -1000.0 -0.015 -1000.0 Integrins in angiogenesis 46.0 3877.0 84.0 -0.275 0.033 1000.0 -1000.0 -0.076 -1000.0 Syndecan-1-mediated signaling events 44.0 1526.0 34.0 -0.28 0.016 1000.0 -1000.0 -0.04 -1000.0 Glypican 1 network 44.0 2117.0 48.0 -0.25 0.036 1000.0 -1000.0 -0.021 -1000.0 IL6-mediated signaling events 44.0 3321.0 75.0 -0.245 0.069 1000.0 -1000.0 -0.055 -1000.0 Ras signaling in the CD4+ TCR pathway 44.0 760.0 17.0 -0.157 0.021 1000.0 -1000.0 -0.022 -1000.0 Glucocorticoid receptor regulatory network 43.0 4986.0 114.0 -0.602 0.269 1000.0 -1000.0 -0.061 -1000.0 Calcium signaling in the CD4+ TCR pathway 43.0 1361.0 31.0 -0.294 0.016 1000.0 -1000.0 -0.067 -1000.0 BMP receptor signaling 42.0 3415.0 81.0 -0.323 0.053 1000.0 -1000.0 -0.08 -1000.0 amb2 Integrin signaling 41.0 3441.0 82.0 -0.329 0.021 1000.0 -1000.0 -0.07 -1000.0 TCR signaling in naïve CD8+ T cells 41.0 3828.0 93.0 -0.14 0.063 1000.0 -1000.0 -0.071 -1000.0 LPA receptor mediated events 40.0 4095.0 102.0 -0.241 0.029 1000.0 -1000.0 -0.073 -1000.0 S1P1 pathway 39.0 1405.0 36.0 -0.307 0.016 1000.0 -1000.0 -0.048 -1000.0 PDGFR-alpha signaling pathway 38.0 1688.0 44.0 -0.34 0.033 1000.0 -1000.0 -0.049 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 38.0 4577.0 120.0 -0.322 0.185 1000.0 -1000.0 -0.067 -1000.0 S1P5 pathway 37.0 633.0 17.0 -0.169 0.114 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Cones 35.0 1361.0 38.0 -0.123 0.019 1000.0 -1000.0 -0.046 -1000.0 JNK signaling in the CD4+ TCR pathway 35.0 598.0 17.0 -0.154 0.022 1000.0 -1000.0 -0.017 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 35.0 1826.0 52.0 -0.314 0.028 1000.0 -1000.0 -0.037 -1000.0 Osteopontin-mediated events 34.0 1315.0 38.0 -0.191 0.017 1000.0 -1000.0 -0.074 -1000.0 LPA4-mediated signaling events 32.0 393.0 12.0 -0.165 0.022 1000.0 -1000.0 -0.017 -1000.0 Aurora A signaling 32.0 1947.0 60.0 -0.36 0.031 1000.0 -1000.0 -0.035 -1000.0 S1P4 pathway 32.0 822.0 25.0 -0.169 0.032 1000.0 -1000.0 -0.03 -1000.0 Coregulation of Androgen receptor activity 31.0 2376.0 76.0 -0.244 0.032 1000.0 -1000.0 -0.034 -1000.0 IL12-mediated signaling events 31.0 2730.0 87.0 -0.417 0.037 1000.0 -1000.0 -0.103 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 31.0 1690.0 54.0 -0.197 0.031 1000.0 -1000.0 -0.083 -1000.0 Angiopoietin receptor Tie2-mediated signaling 31.0 2806.0 88.0 -0.234 0.041 1000.0 -1000.0 -0.093 -1000.0 BCR signaling pathway 30.0 3065.0 99.0 -0.176 0.038 1000.0 -1000.0 -0.078 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 28.0 981.0 34.0 -0.053 0.016 1000.0 -1000.0 -0.049 -1000.0 S1P3 pathway 28.0 1180.0 42.0 -0.168 0.032 1000.0 -1000.0 -0.024 -1000.0 Syndecan-2-mediated signaling events 27.0 1904.0 69.0 -0.091 0.03 1000.0 -1000.0 -0.032 -1000.0 Arf6 signaling events 27.0 1705.0 62.0 -0.236 0.03 1000.0 -1000.0 -0.044 -1000.0 Class IB PI3K non-lipid kinase events 26.0 78.0 3.0 -0.022 -1000.0 1000.0 -1000.0 -0.008 -1000.0 Wnt signaling 25.0 178.0 7.0 -0.06 0.016 1000.0 -1000.0 -0.019 -1000.0 Presenilin action in Notch and Wnt signaling 24.0 1469.0 61.0 -0.187 0.045 1000.0 -1000.0 -0.064 -1000.0 FAS signaling pathway (CD95) 24.0 1152.0 47.0 -0.561 0.02 1000.0 -1000.0 -0.023 -1000.0 Canonical Wnt signaling pathway 22.0 1158.0 51.0 -0.187 0.081 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 22.0 1531.0 67.0 -0.188 0.017 1000.0 -1000.0 -0.074 -1000.0 Visual signal transduction: Rods 22.0 1185.0 52.0 -0.208 0.016 1000.0 -1000.0 -0.076 -1000.0 ErbB4 signaling events 20.0 1439.0 69.0 -0.232 0.039 1000.0 -1000.0 -0.072 -1000.0 Noncanonical Wnt signaling pathway 20.0 535.0 26.0 -0.092 0.016 1000.0 -1000.0 -0.04 -1000.0 ErbB2/ErbB3 signaling events 19.0 1276.0 65.0 -0.232 0.027 1000.0 -1000.0 -0.056 -1000.0 Sphingosine 1-phosphate (S1P) pathway 19.0 533.0 28.0 -0.169 0.029 1000.0 -1000.0 -0.026 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 19.0 1693.0 85.0 -0.224 0.024 1000.0 -1000.0 -0.064 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 19.0 643.0 33.0 -0.28 0.047 1000.0 -1000.0 -0.041 -1000.0 FOXA2 and FOXA3 transcription factor networks 18.0 832.0 46.0 -0.191 0.096 1000.0 -1000.0 -0.034 -1000.0 Effects of Botulinum toxin 18.0 475.0 26.0 -0.076 0.016 1000.0 -1000.0 -0.053 -1000.0 Regulation of Androgen receptor activity 16.0 1140.0 70.0 -0.211 0.03 1000.0 -1000.0 -0.049 -1000.0 Caspase cascade in apoptosis 15.0 1157.0 74.0 -0.055 0.044 1000.0 -1000.0 -0.028 -1000.0 Cellular roles of Anthrax toxin 15.0 592.0 39.0 -0.101 0.017 1000.0 -1000.0 -0.021 -1000.0 Hedgehog signaling events mediated by Gli proteins 15.0 1002.0 65.0 -0.169 0.066 1000.0 -1000.0 -0.046 -1000.0 IL27-mediated signaling events 15.0 794.0 51.0 -0.245 0.027 1000.0 -1000.0 -0.058 -1000.0 EGFR-dependent Endothelin signaling events 15.0 334.0 21.0 -0.069 0.023 1000.0 -1000.0 -0.061 -1000.0 Nectin adhesion pathway 14.0 922.0 63.0 -0.05 0.03 1000.0 -1000.0 -0.065 -1000.0 IL2 signaling events mediated by STAT5 14.0 317.0 22.0 -0.12 0.069 1000.0 -1000.0 -0.028 -1000.0 Regulation of nuclear SMAD2/3 signaling 12.0 1763.0 136.0 -0.198 0.069 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by PTP1B 12.0 926.0 76.0 -0.135 0.035 1000.0 -1000.0 -0.066 -1000.0 IL2 signaling events mediated by PI3K 12.0 742.0 58.0 -0.21 0.058 1000.0 -1000.0 -0.063 -1000.0 Regulation of p38-alpha and p38-beta 12.0 677.0 54.0 -0.155 0.042 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class III 11.0 459.0 40.0 -0.229 0.026 1000.0 -1000.0 -0.034 -1000.0 IL1-mediated signaling events 11.0 700.0 62.0 -0.094 0.075 1000.0 -1000.0 -0.084 -1000.0 Syndecan-3-mediated signaling events 11.0 385.0 35.0 -0.129 0.047 1000.0 -1000.0 -0.032 -1000.0 Regulation of Telomerase 11.0 1125.0 102.0 -0.172 0.039 1000.0 -1000.0 -0.083 -1000.0 Insulin Pathway 11.0 875.0 74.0 -0.255 0.042 1000.0 -1000.0 -0.076 -1000.0 Ceramide signaling pathway 10.0 776.0 76.0 -0.245 0.046 1000.0 -1000.0 -0.028 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 10.0 878.0 83.0 -0.275 0.043 1000.0 -1000.0 -0.063 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 49.0 5.0 -0.003 0.01 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events mediated by Akt 9.0 645.0 68.0 -0.206 0.061 1000.0 -1000.0 -0.039 -1000.0 Ephrin B reverse signaling 9.0 465.0 48.0 -0.053 0.02 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by PRL 9.0 319.0 34.0 -0.099 0.026 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling events 9.0 45.0 5.0 -0.004 0.018 1000.0 -1000.0 -0.021 -1000.0 BARD1 signaling events 8.0 506.0 57.0 -0.17 0.045 1000.0 -1000.0 -0.053 -1000.0 IFN-gamma pathway 8.0 561.0 68.0 -0.171 0.054 1000.0 -1000.0 -0.073 -1000.0 Signaling mediated by p38-gamma and p38-delta 8.0 127.0 15.0 0.0 0.032 1000.0 -1000.0 -0.019 -1000.0 EPHB forward signaling 8.0 761.0 85.0 -0.047 0.04 1000.0 -1000.0 -0.085 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 8.0 642.0 74.0 -0.245 0.077 1000.0 -1000.0 -0.078 -1000.0 PDGFR-beta signaling pathway 8.0 843.0 97.0 -0.062 0.054 1000.0 -1000.0 -0.078 -1000.0 PLK2 and PLK4 events 7.0 22.0 3.0 0.003 0.016 1000.0 -1000.0 -0.013 -1000.0 EPO signaling pathway 7.0 423.0 55.0 -0.046 0.059 1000.0 -1000.0 -0.08 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 7.0 292.0 37.0 -0.027 0.036 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 7.0 341.0 45.0 -0.03 0.068 1000.0 -1000.0 -0.07 -1000.0 Arf6 trafficking events 7.0 518.0 71.0 -0.406 0.05 1000.0 -1000.0 -0.063 -1000.0 TRAIL signaling pathway 6.0 328.0 48.0 -0.01 0.051 1000.0 -1000.0 -0.048 -1000.0 Retinoic acid receptors-mediated signaling 6.0 401.0 58.0 -0.079 0.033 1000.0 -1000.0 -0.061 -1000.0 TCGA08_rtk_signaling 5.0 155.0 26.0 -0.065 0.048 1000.0 -1000.0 -0.016 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 388.0 76.0 -0.02 0.058 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by HDAC Class II 4.0 317.0 75.0 -0.089 0.039 1000.0 -1000.0 -0.037 -1000.0 p38 MAPK signaling pathway 4.0 176.0 44.0 -0.04 0.046 1000.0 -1000.0 -0.053 -1000.0 FoxO family signaling 3.0 206.0 64.0 -0.06 0.097 1000.0 -1000.0 -0.04 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 115.0 36.0 -0.036 0.037 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 414.0 125.0 -0.05 0.097 1000.0 -1000.0 -0.08 -1000.0 Class I PI3K signaling events 3.0 288.0 73.0 -0.06 0.042 1000.0 -1000.0 -0.055 -1000.0 Canonical NF-kappaB pathway 2.0 105.0 39.0 -0.019 0.091 1000.0 -1000.0 -0.069 -1000.0 Circadian rhythm pathway 2.0 54.0 22.0 -0.016 0.053 1000.0 -1000.0 -0.029 -1000.0 Insulin-mediated glucose transport 2.0 66.0 32.0 -0.138 0.042 1000.0 -1000.0 -0.05 -1000.0 mTOR signaling pathway 2.0 109.0 53.0 -0.008 0.04 1000.0 -1000.0 -0.054 -1000.0 ceramide signaling pathway 2.0 115.0 49.0 -0.02 0.051 1000.0 -1000.0 -0.033 -1000.0 HIF-2-alpha transcription factor network 2.0 122.0 43.0 -0.155 0.158 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in keratinocytes 2.0 101.0 43.0 -0.046 0.048 1000.0 -1000.0 -0.057 -1000.0 Atypical NF-kappaB pathway 1.0 47.0 31.0 -0.0 0.055 1000.0 -1000.0 -0.022 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 39.0 27.0 -0.001 0.039 1000.0 -1000.0 -0.047 -1000.0 VEGFR1 specific signals 1.0 102.0 56.0 -0.05 0.072 1000.0 -1000.0 -0.04 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 14.0 23.0 0.008 0.054 1000.0 -1000.0 -0.04 -1000.0 Arf6 downstream pathway 0.0 17.0 43.0 -0.038 0.039 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class I 0.0 84.0 104.0 -0.032 0.066 1000.0 -1000.0 -0.058 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.0 0.04 1000.0 -1000.0 -0.03 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.047 1000.0 -1000.0 -0.018 -1000.0 Total 3562 205923 7203 -24.4503619578 -993.201552468 131000 -131000 -6.73115960291 -131000