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 36.0 3190.0 88.0 -0.612 0.102 1000.0 -1000.0 -0.068 -1000.0 Class IB PI3K non-lipid kinase events 34.0 102.0 3.0 -0.194 -1000.0 1000.0 -1000.0 -0.012 -1000.0 Signaling mediated by p38-alpha and p38-beta 33.0 1481.0 44.0 -0.459 0.015 1000.0 -1000.0 -0.022 -1000.0 Nongenotropic Androgen signaling 31.0 1650.0 52.0 -0.488 0.305 1000.0 -1000.0 -0.035 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 28.0 972.0 34.0 -0.243 0.015 1000.0 -1000.0 -0.019 -1000.0 PDGFR-alpha signaling pathway 28.0 1273.0 44.0 -0.711 0.042 1000.0 -1000.0 -0.035 -1000.0 IL4-mediated signaling events 25.0 2338.0 91.0 -0.925 0.572 1000.0 -1000.0 -0.098 -1000.0 Endothelins 23.0 2283.0 96.0 -0.621 0.065 1000.0 -1000.0 -0.061 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 696.0 31.0 -0.503 0.015 1000.0 -1000.0 -0.052 -1000.0 IL6-mediated signaling events 22.0 1673.0 75.0 -0.373 0.041 1000.0 -1000.0 -0.051 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 22.0 1512.0 68.0 -0.599 0.11 1000.0 -1000.0 -0.082 -1000.0 Reelin signaling pathway 21.0 1231.0 56.0 -0.3 0.027 1000.0 -1000.0 -0.054 -1000.0 Thromboxane A2 receptor signaling 20.0 2164.0 105.0 -0.282 0.081 1000.0 -1000.0 -0.05 -1000.0 Signaling events regulated by Ret tyrosine kinase 19.0 1604.0 82.0 -0.385 0.015 1000.0 -1000.0 -0.066 -1000.0 IL23-mediated signaling events 17.0 1049.0 60.0 -0.622 0.022 1000.0 -1000.0 -0.111 -1000.0 Osteopontin-mediated events 16.0 643.0 38.0 -0.373 0.017 1000.0 -1000.0 -0.057 -1000.0 TCGA08_retinoblastoma 15.0 127.0 8.0 -0.074 0.04 1000.0 -1000.0 -0.009 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 13.0 709.0 54.0 -0.3 0.028 1000.0 -1000.0 -0.073 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 13.0 678.0 52.0 -0.298 0.048 1000.0 -1000.0 -0.041 -1000.0 FOXM1 transcription factor network 13.0 701.0 51.0 -0.558 0.018 1000.0 -1000.0 -0.123 -1000.0 Coregulation of Androgen receptor activity 12.0 931.0 76.0 -0.424 0.031 1000.0 -1000.0 -0.025 -1000.0 JNK signaling in the CD4+ TCR pathway 12.0 208.0 17.0 -0.146 0.015 1000.0 -1000.0 -0.017 -1000.0 Fc-epsilon receptor I signaling in mast cells 12.0 1167.0 97.0 -0.373 0.033 1000.0 -1000.0 -0.063 -1000.0 amb2 Integrin signaling 12.0 1015.0 82.0 -0.328 0.016 1000.0 -1000.0 -0.045 -1000.0 Glucocorticoid receptor regulatory network 12.0 1419.0 114.0 -0.61 0.216 1000.0 -1000.0 -0.056 -1000.0 Wnt signaling 12.0 85.0 7.0 -0.213 0.014 1000.0 -1000.0 -0.015 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 220.0 17.0 -0.235 0.013 1000.0 -1000.0 -0.024 -1000.0 Noncanonical Wnt signaling pathway 11.0 305.0 26.0 -0.214 0.015 1000.0 -1000.0 -0.024 -1000.0 HIF-1-alpha transcription factor network 11.0 882.0 76.0 -0.429 0.025 1000.0 -1000.0 -0.063 -1000.0 S1P1 pathway 11.0 418.0 36.0 -0.376 0.015 1000.0 -1000.0 -0.042 -1000.0 Arf6 signaling events 10.0 627.0 62.0 -0.355 0.024 1000.0 -1000.0 -0.021 -1000.0 Integrins in angiogenesis 10.0 909.0 84.0 -0.169 0.022 1000.0 -1000.0 -0.064 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 965.0 93.0 -0.162 0.026 1000.0 -1000.0 -0.06 -1000.0 PDGFR-beta signaling pathway 10.0 1039.0 97.0 -0.161 0.015 1000.0 -1000.0 -0.059 -1000.0 ErbB2/ErbB3 signaling events 9.0 586.0 65.0 -0.266 0.022 1000.0 -1000.0 -0.049 -1000.0 BARD1 signaling events 9.0 516.0 57.0 -0.127 0.086 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PTP1B 9.0 746.0 76.0 -0.32 0.025 1000.0 -1000.0 -0.061 -1000.0 BMP receptor signaling 9.0 780.0 81.0 -0.324 0.044 1000.0 -1000.0 -0.073 -1000.0 Glypican 1 network 9.0 432.0 48.0 -0.222 0.022 1000.0 -1000.0 -0.026 -1000.0 BCR signaling pathway 9.0 973.0 99.0 -0.262 0.028 1000.0 -1000.0 -0.07 -1000.0 FAS signaling pathway (CD95) 8.0 383.0 47.0 -0.497 0.04 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 8.0 516.0 58.0 -0.282 0.031 1000.0 -1000.0 -0.059 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 1058.0 120.0 -0.563 0.252 1000.0 -1000.0 -0.052 -1000.0 Regulation of Androgen receptor activity 8.0 614.0 70.0 -0.3 0.03 1000.0 -1000.0 -0.05 -1000.0 IL12-mediated signaling events 7.0 629.0 87.0 -0.69 0.032 1000.0 -1000.0 -0.101 -1000.0 Insulin Pathway 7.0 574.0 74.0 -0.483 0.039 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by the Hedgehog family 6.0 358.0 52.0 -0.406 0.065 1000.0 -1000.0 -0.025 -1000.0 Syndecan-2-mediated signaling events 6.0 414.0 69.0 -0.307 0.023 1000.0 -1000.0 -0.023 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 30.0 5.0 -0.04 0.003 1000.0 -1000.0 -0.011 -1000.0 Presenilin action in Notch and Wnt signaling 6.0 383.0 61.0 -0.373 0.046 1000.0 -1000.0 -0.042 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 281.0 46.0 -0.833 0.023 1000.0 -1000.0 -0.02 -1000.0 Glypican 2 network 6.0 24.0 4.0 -0.034 -0.032 1000.0 -1000.0 -0.011 -1000.0 Syndecan-4-mediated signaling events 6.0 451.0 67.0 -0.307 0.025 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by PRL 6.0 224.0 34.0 -0.16 0.023 1000.0 -1000.0 -0.015 -1000.0 Aurora B signaling 6.0 453.0 67.0 -0.482 0.026 1000.0 -1000.0 -0.038 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 729.0 136.0 -0.418 0.051 1000.0 -1000.0 -0.027 -1000.0 Nectin adhesion pathway 5.0 362.0 63.0 -0.128 0.034 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by PI3K 5.0 299.0 58.0 -0.204 0.023 1000.0 -1000.0 -0.055 -1000.0 LPA receptor mediated events 5.0 579.0 102.0 -0.373 0.028 1000.0 -1000.0 -0.061 -1000.0 LPA4-mediated signaling events 4.0 56.0 12.0 -0.166 0.019 1000.0 -1000.0 -0.011 -1000.0 Syndecan-1-mediated signaling events 4.0 153.0 34.0 -0.211 0.015 1000.0 -1000.0 -0.025 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 368.0 85.0 -0.415 0.038 1000.0 -1000.0 -0.05 -1000.0 Ephrin B reverse signaling 4.0 212.0 48.0 -0.128 0.019 1000.0 -1000.0 -0.042 -1000.0 IL27-mediated signaling events 4.0 219.0 51.0 -0.3 0.099 1000.0 -1000.0 -0.064 -1000.0 IGF1 pathway 4.0 280.0 57.0 -0.031 0.031 1000.0 -1000.0 -0.061 -1000.0 Plasma membrane estrogen receptor signaling 4.0 359.0 86.0 -0.077 0.034 1000.0 -1000.0 -0.052 -1000.0 ErbB4 signaling events 3.0 239.0 69.0 -0.197 0.04 1000.0 -1000.0 -0.056 -1000.0 p75(NTR)-mediated signaling 3.0 489.0 125.0 -0.211 0.045 1000.0 -1000.0 -0.074 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 129.0 37.0 -0.04 0.026 1000.0 -1000.0 -0.018 -1000.0 IL1-mediated signaling events 3.0 207.0 62.0 -0.084 0.063 1000.0 -1000.0 -0.062 -1000.0 HIF-2-alpha transcription factor network 3.0 149.0 43.0 -0.099 0.101 1000.0 -1000.0 -0.049 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 128.0 36.0 -0.04 0.027 1000.0 -1000.0 -0.045 -1000.0 Regulation of p38-alpha and p38-beta 3.0 172.0 54.0 -0.096 0.039 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 397.0 125.0 -0.128 0.059 1000.0 -1000.0 -0.063 -1000.0 IL2 signaling events mediated by STAT5 3.0 86.0 22.0 -0.067 0.019 1000.0 -1000.0 -0.026 -1000.0 Visual signal transduction: Rods 3.0 186.0 52.0 -0.268 0.019 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 309.0 78.0 -0.102 0.042 1000.0 -1000.0 -0.048 -1000.0 Cellular roles of Anthrax toxin 2.0 86.0 39.0 -0.163 0.02 1000.0 -1000.0 -0.016 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 150.0 65.0 -0.034 0.059 1000.0 -1000.0 -0.05 -1000.0 Aurora C signaling 2.0 20.0 7.0 -0.047 0.0 1000.0 -1000.0 -0.024 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 205.0 83.0 -0.165 0.061 1000.0 -1000.0 -0.049 -1000.0 Atypical NF-kappaB pathway 2.0 81.0 31.0 -0.053 0.03 1000.0 -1000.0 -0.015 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 111.0 45.0 -0.072 0.061 1000.0 -1000.0 -0.06 -1000.0 Canonical Wnt signaling pathway 2.0 134.0 51.0 -0.131 0.05 1000.0 -1000.0 -0.037 -1000.0 EPHB forward signaling 2.0 190.0 85.0 -0.216 0.04 1000.0 -1000.0 -0.064 -1000.0 TCGA08_rtk_signaling 2.0 74.0 26.0 -0.25 0.034 1000.0 -1000.0 -0.014 -1000.0 Class I PI3K signaling events 2.0 179.0 73.0 -0.096 0.04 1000.0 -1000.0 -0.044 -1000.0 Regulation of Telomerase 2.0 230.0 102.0 -0.372 0.052 1000.0 -1000.0 -0.075 -1000.0 S1P3 pathway 2.0 108.0 42.0 -0.09 0.043 1000.0 -1000.0 -0.03 -1000.0 Rapid glucocorticoid signaling 2.0 58.0 20.0 -0.048 0.015 1000.0 -1000.0 -0.012 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 43.0 23.0 -0.108 0.045 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class II 1.0 77.0 75.0 -0.108 0.045 1000.0 -1000.0 -0.03 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 46.0 28.0 -0.022 0.037 1000.0 -1000.0 -0.017 -1000.0 Aurora A signaling 1.0 73.0 60.0 -0.038 0.047 1000.0 -1000.0 -0.017 -1000.0 PLK1 signaling events 1.0 163.0 85.0 -0.035 0.033 1000.0 -1000.0 -0.025 -1000.0 mTOR signaling pathway 1.0 84.0 53.0 -0.026 0.028 1000.0 -1000.0 -0.045 -1000.0 Ceramide signaling pathway 1.0 107.0 76.0 -0.071 0.044 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class III 1.0 60.0 40.0 -0.038 0.023 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class I 1.0 171.0 104.0 -0.056 0.057 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 16.0 15.0 -0.0 0.026 1000.0 -1000.0 -0.009 -1000.0 Syndecan-3-mediated signaling events 1.0 55.0 35.0 -0.076 0.045 1000.0 -1000.0 -0.026 -1000.0 Effects of Botulinum toxin 1.0 39.0 26.0 -0.061 0.026 1000.0 -1000.0 -0.044 -1000.0 VEGFR1 specific signals 1.0 70.0 56.0 -0.022 0.057 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 65.0 33.0 -0.092 0.035 1000.0 -1000.0 -0.018 -1000.0 E-cadherin signaling in keratinocytes 1.0 55.0 43.0 -0.035 0.043 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 1.0 47.0 25.0 -0.016 0.029 1000.0 -1000.0 -0.02 -1000.0 Caspase cascade in apoptosis 0.0 61.0 74.0 -0.047 0.04 1000.0 -1000.0 -0.022 -1000.0 Canonical NF-kappaB pathway 0.0 25.0 39.0 -0.047 0.085 1000.0 -1000.0 -0.067 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.008 0.014 1000.0 -1000.0 -0.006 -1000.0 Visual signal transduction: Cones 0.0 9.0 38.0 -0.02 0.015 1000.0 -1000.0 -0.018 -1000.0 Circadian rhythm pathway 0.0 7.0 22.0 -0.013 0.044 1000.0 -1000.0 -0.033 -1000.0 Ephrin A reverse signaling 0.0 0.0 7.0 -0.022 0.011 1000.0 -1000.0 -0.008 -1000.0 Arf6 downstream pathway 0.0 14.0 43.0 -0.028 0.029 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 0.0 39.0 55.0 -0.01 0.077 1000.0 -1000.0 -0.061 -1000.0 Insulin-mediated glucose transport 0.0 0.0 32.0 -0.01 0.042 1000.0 -1000.0 -0.031 -1000.0 IFN-gamma pathway 0.0 57.0 68.0 -0.034 0.075 1000.0 -1000.0 -0.067 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 21.0 68.0 -0.041 0.055 1000.0 -1000.0 -0.023 -1000.0 TRAIL signaling pathway 0.0 43.0 48.0 -0.003 0.045 1000.0 -1000.0 -0.056 -1000.0 S1P5 pathway 0.0 5.0 17.0 -0.033 0.034 1000.0 -1000.0 -0.018 -1000.0 ceramide signaling pathway 0.0 31.0 49.0 -0.046 0.041 1000.0 -1000.0 -0.031 -1000.0 TCGA08_p53 0.0 5.0 7.0 -0.005 0.015 1000.0 -1000.0 -0.007 -1000.0 FoxO family signaling 0.0 51.0 64.0 -0.041 0.129 1000.0 -1000.0 -0.042 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 72.0 74.0 -0.029 0.068 1000.0 -1000.0 -0.064 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 26.0 76.0 -0.007 0.057 1000.0 -1000.0 -0.058 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 0.0 0.039 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 0.0 51.0 71.0 -0.071 0.044 1000.0 -1000.0 -0.052 -1000.0 EGFR-dependent Endothelin signaling events 0.0 18.0 21.0 -0.006 0.031 1000.0 -1000.0 -0.048 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.007 0.024 1000.0 -1000.0 -0.012 -1000.0 p38 MAPK signaling pathway 0.0 21.0 44.0 -0.034 0.029 1000.0 -1000.0 -0.046 -1000.0 Arf1 pathway 0.0 21.0 54.0 -0.003 0.029 1000.0 -1000.0 -0.022 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.044 1000.0 -1000.0 -0.019 -1000.0 Total 885 56174 7203 -27.2438365615 -993.977340706 131000 -131000 -5.39000639696 -131000