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 mediated by the Hedgehog family 68.0 3561.0 52.0 -0.259 0.109 1000.0 -1000.0 -0.046 -1000.0 IL23-mediated signaling events 57.0 3425.0 60.0 -0.506 0.012 1000.0 -1000.0 -0.154 -1000.0 TCGA08_retinoblastoma 53.0 430.0 8.0 -0.105 0.051 1000.0 -1000.0 -0.011 -1000.0 Signaling mediated by p38-alpha and p38-beta 52.0 2315.0 44.0 -0.187 0.012 1000.0 -1000.0 -0.031 -1000.0 Ephrin A reverse signaling 51.0 360.0 7.0 -0.077 -0.0 1000.0 -1000.0 -0.02 -1000.0 IL4-mediated signaling events 50.0 4593.0 91.0 -0.703 0.55 1000.0 -1000.0 -0.152 -1000.0 Wnt signaling 48.0 339.0 7.0 -0.131 -0.014 1000.0 -1000.0 -0.03 -1000.0 FOXA2 and FOXA3 transcription factor networks 47.0 2189.0 46.0 -0.434 0.014 1000.0 -1000.0 -0.116 -1000.0 Syndecan-1-mediated signaling events 44.0 1528.0 34.0 -0.169 0.012 1000.0 -1000.0 -0.046 -1000.0 Glypican 1 network 41.0 1994.0 48.0 -0.135 0.023 1000.0 -1000.0 -0.032 -1000.0 TCR signaling in naïve CD8+ T cells 39.0 3643.0 93.0 -0.134 0.077 1000.0 -1000.0 -0.067 -1000.0 p75(NTR)-mediated signaling 38.0 4772.0 125.0 -0.246 0.032 1000.0 -1000.0 -0.085 -1000.0 BMP receptor signaling 37.0 3025.0 81.0 -0.213 0.04 1000.0 -1000.0 -0.087 -1000.0 Class IB PI3K non-lipid kinase events 37.0 111.0 3.0 -0.038 -1000.0 1000.0 -1000.0 -0.008 -1000.0 EPHB forward signaling 36.0 3108.0 85.0 -0.134 0.105 1000.0 -1000.0 -0.074 -1000.0 Glypican 2 network 35.0 140.0 4.0 -0.039 -0.03 1000.0 -1000.0 -0.016 -1000.0 Noncanonical Wnt signaling pathway 33.0 859.0 26.0 -0.131 0.012 1000.0 -1000.0 -0.045 -1000.0 TCGA08_p53 32.0 227.0 7.0 -0.077 0.046 1000.0 -1000.0 -0.015 -1000.0 IL12-mediated signaling events 31.0 2702.0 87.0 -0.23 0.04 1000.0 -1000.0 -0.128 -1000.0 Reelin signaling pathway 31.0 1764.0 56.0 -0.144 0.03 1000.0 -1000.0 -0.061 -1000.0 Signaling events regulated by Ret tyrosine kinase 31.0 2604.0 82.0 -0.155 0.012 1000.0 -1000.0 -0.076 -1000.0 Ephrin B reverse signaling 31.0 1497.0 48.0 -0.102 0.061 1000.0 -1000.0 -0.053 -1000.0 Syndecan-4-mediated signaling events 31.0 2101.0 67.0 -0.165 0.016 1000.0 -1000.0 -0.058 -1000.0 HIF-1-alpha transcription factor network 30.0 2338.0 76.0 -0.318 0.019 1000.0 -1000.0 -0.166 -1000.0 amb2 Integrin signaling 29.0 2434.0 82.0 -0.25 0.017 1000.0 -1000.0 -0.063 -1000.0 Glucocorticoid receptor regulatory network 29.0 3384.0 114.0 -0.467 0.247 1000.0 -1000.0 -0.06 -1000.0 Endothelins 29.0 2830.0 96.0 -0.236 0.028 1000.0 -1000.0 -0.076 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 27.0 1872.0 68.0 -0.253 0.087 1000.0 -1000.0 -0.116 -1000.0 BCR signaling pathway 26.0 2641.0 99.0 -0.154 0.018 1000.0 -1000.0 -0.077 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 26.0 3189.0 120.0 -0.154 0.119 1000.0 -1000.0 -0.063 -1000.0 LPA receptor mediated events 25.0 2592.0 102.0 -0.125 0.014 1000.0 -1000.0 -0.078 -1000.0 IGF1 pathway 25.0 1480.0 57.0 -0.075 0.025 1000.0 -1000.0 -0.082 -1000.0 Caspase cascade in apoptosis 24.0 1818.0 74.0 -0.102 0.029 1000.0 -1000.0 -0.039 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 24.0 821.0 34.0 -0.047 0.012 1000.0 -1000.0 -0.034 -1000.0 PDGFR-alpha signaling pathway 24.0 1067.0 44.0 -0.056 0.019 1000.0 -1000.0 -0.046 -1000.0 Integrins in angiogenesis 24.0 2020.0 84.0 -0.128 0.021 1000.0 -1000.0 -0.075 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2085.0 86.0 -0.092 0.077 1000.0 -1000.0 -0.069 -1000.0 Visual signal transduction: Rods 24.0 1297.0 52.0 -0.14 0.012 1000.0 -1000.0 -0.069 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 24.0 1881.0 78.0 -0.12 0.06 1000.0 -1000.0 -0.084 -1000.0 Syndecan-2-mediated signaling events 23.0 1610.0 69.0 -0.135 0.023 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 23.0 1477.0 63.0 -0.068 0.027 1000.0 -1000.0 -0.064 -1000.0 Canonical Wnt signaling pathway 23.0 1211.0 51.0 -0.251 0.105 1000.0 -1000.0 -0.059 -1000.0 Effects of Botulinum toxin 23.0 604.0 26.0 -0.108 0.012 1000.0 -1000.0 -0.05 -1000.0 Angiopoietin receptor Tie2-mediated signaling 23.0 2034.0 88.0 -0.121 0.016 1000.0 -1000.0 -0.1 -1000.0 LPA4-mediated signaling events 21.0 256.0 12.0 -0.042 0.015 1000.0 -1000.0 -0.025 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 21.0 1131.0 52.0 -0.116 0.023 1000.0 -1000.0 -0.041 -1000.0 Thromboxane A2 receptor signaling 20.0 2139.0 105.0 -0.11 0.032 1000.0 -1000.0 -0.06 -1000.0 Retinoic acid receptors-mediated signaling 20.0 1171.0 58.0 -0.142 0.024 1000.0 -1000.0 -0.065 -1000.0 Presenilin action in Notch and Wnt signaling 19.0 1182.0 61.0 -0.251 0.038 1000.0 -1000.0 -0.056 -1000.0 Nongenotropic Androgen signaling 19.0 1038.0 52.0 -0.068 0.012 1000.0 -1000.0 -0.043 -1000.0 Calcium signaling in the CD4+ TCR pathway 18.0 581.0 31.0 -0.163 0.012 1000.0 -1000.0 -0.056 -1000.0 Coregulation of Androgen receptor activity 17.0 1323.0 76.0 -0.106 0.029 1000.0 -1000.0 -0.032 -1000.0 Osteopontin-mediated events 17.0 659.0 38.0 -0.065 0.012 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by PTP1B 17.0 1362.0 76.0 -0.141 0.018 1000.0 -1000.0 -0.071 -1000.0 FAS signaling pathway (CD95) 17.0 838.0 47.0 -0.071 0.024 1000.0 -1000.0 -0.04 -1000.0 FOXM1 transcription factor network 17.0 875.0 51.0 -0.163 0.029 1000.0 -1000.0 -0.183 -1000.0 Visual signal transduction: Cones 16.0 624.0 38.0 -0.054 0.007 1000.0 -1000.0 -0.035 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 16.0 871.0 54.0 -0.144 0.024 1000.0 -1000.0 -0.081 -1000.0 Arf6 signaling events 16.0 996.0 62.0 -0.075 0.016 1000.0 -1000.0 -0.044 -1000.0 Fc-epsilon receptor I signaling in mast cells 16.0 1567.0 97.0 -0.068 0.025 1000.0 -1000.0 -0.071 -1000.0 IL1-mediated signaling events 16.0 1026.0 62.0 -0.076 0.031 1000.0 -1000.0 -0.081 -1000.0 IL6-mediated signaling events 16.0 1270.0 75.0 -0.172 0.036 1000.0 -1000.0 -0.064 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 15.0 1335.0 85.0 -0.051 0.012 1000.0 -1000.0 -0.06 -1000.0 Cellular roles of Anthrax toxin 14.0 574.0 39.0 -0.074 0.012 1000.0 -1000.0 -0.019 -1000.0 S1P1 pathway 14.0 512.0 36.0 -0.146 0.012 1000.0 -1000.0 -0.048 -1000.0 IL27-mediated signaling events 14.0 739.0 51.0 -0.086 0.025 1000.0 -1000.0 -0.073 -1000.0 Regulation of nuclear SMAD2/3 signaling 13.0 1801.0 136.0 -0.256 0.053 1000.0 -1000.0 -0.06 -1000.0 a4b1 and a4b7 Integrin signaling 13.0 69.0 5.0 -0.013 0.001 1000.0 -1000.0 -0.013 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 13.0 496.0 37.0 -0.049 0.018 1000.0 -1000.0 -0.037 -1000.0 EGFR-dependent Endothelin signaling events 13.0 284.0 21.0 -0.065 0.018 1000.0 -1000.0 -0.058 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 13.0 440.0 33.0 -0.156 0.036 1000.0 -1000.0 -0.035 -1000.0 Regulation of Androgen receptor activity 13.0 954.0 70.0 -0.154 0.024 1000.0 -1000.0 -0.055 -1000.0 Ceramide signaling pathway 12.0 925.0 76.0 -0.069 0.035 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class III 12.0 498.0 40.0 -0.133 0.024 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 12.0 594.0 48.0 -0.041 0.025 1000.0 -1000.0 -0.059 -1000.0 Syndecan-3-mediated signaling events 12.0 423.0 35.0 -0.094 0.032 1000.0 -1000.0 -0.038 -1000.0 IL2 signaling events mediated by PI3K 12.0 753.0 58.0 -0.083 0.019 1000.0 -1000.0 -0.072 -1000.0 IL2 signaling events mediated by STAT5 12.0 271.0 22.0 -0.022 0.013 1000.0 -1000.0 -0.047 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 214.0 17.0 -0.026 0.019 1000.0 -1000.0 -0.036 -1000.0 ErbB4 signaling events 11.0 805.0 69.0 -0.107 0.033 1000.0 -1000.0 -0.084 -1000.0 PLK2 and PLK4 events 11.0 34.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.015 -1000.0 JNK signaling in the CD4+ TCR pathway 11.0 195.0 17.0 -0.028 0.012 1000.0 -1000.0 -0.038 -1000.0 Regulation of Telomerase 11.0 1173.0 102.0 -0.176 0.035 1000.0 -1000.0 -0.098 -1000.0 Hedgehog signaling events mediated by Gli proteins 10.0 652.0 65.0 -0.236 0.041 1000.0 -1000.0 -0.06 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 10.0 474.0 45.0 -0.069 0.025 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by PRL 10.0 370.0 34.0 -0.115 0.02 1000.0 -1000.0 -0.031 -1000.0 EPO signaling pathway 9.0 502.0 55.0 -0.038 0.025 1000.0 -1000.0 -0.077 -1000.0 S1P5 pathway 9.0 164.0 17.0 -0.029 0.012 1000.0 -1000.0 -0.025 -1000.0 TCGA08_rtk_signaling 9.0 248.0 26.0 -0.041 0.033 1000.0 -1000.0 -0.017 -1000.0 S1P4 pathway 9.0 243.0 25.0 -0.029 0.018 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 8.0 573.0 65.0 -0.048 0.02 1000.0 -1000.0 -0.055 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 701.0 83.0 -0.143 0.058 1000.0 -1000.0 -0.058 -1000.0 Signaling mediated by p38-gamma and p38-delta 8.0 130.0 15.0 -0.012 0.014 1000.0 -1000.0 -0.028 -1000.0 Paxillin-dependent events mediated by a4b1 8.0 298.0 36.0 -0.044 0.024 1000.0 -1000.0 -0.064 -1000.0 Class I PI3K signaling events 8.0 598.0 73.0 -0.071 0.03 1000.0 -1000.0 -0.055 -1000.0 p38 MAPK signaling pathway 8.0 362.0 44.0 -0.113 0.024 1000.0 -1000.0 -0.062 -1000.0 Aurora B signaling 8.0 545.0 67.0 -0.158 0.016 1000.0 -1000.0 -0.057 -1000.0 BARD1 signaling events 7.0 425.0 57.0 -0.014 0.039 1000.0 -1000.0 -0.056 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 223.0 28.0 -0.029 0.03 1000.0 -1000.0 -0.029 -1000.0 ceramide signaling pathway 7.0 366.0 49.0 -0.069 0.018 1000.0 -1000.0 -0.049 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 7.0 557.0 74.0 -0.079 0.05 1000.0 -1000.0 -0.077 -1000.0 IFN-gamma pathway 6.0 423.0 68.0 -0.113 0.035 1000.0 -1000.0 -0.087 -1000.0 HIF-2-alpha transcription factor network 6.0 298.0 43.0 -0.046 0.046 1000.0 -1000.0 -0.076 -1000.0 Regulation of p38-alpha and p38-beta 6.0 326.0 54.0 -0.071 0.032 1000.0 -1000.0 -0.057 -1000.0 Insulin Pathway 6.0 514.0 74.0 -0.106 0.032 1000.0 -1000.0 -0.079 -1000.0 S1P3 pathway 6.0 262.0 42.0 -0.013 0.021 1000.0 -1000.0 -0.031 -1000.0 Rapid glucocorticoid signaling 6.0 121.0 20.0 -0.01 0.012 1000.0 -1000.0 -0.012 -1000.0 PDGFR-beta signaling pathway 6.0 602.0 97.0 -0.056 0.034 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by HDAC Class II 5.0 430.0 75.0 -0.059 0.033 1000.0 -1000.0 -0.04 -1000.0 mTOR signaling pathway 5.0 297.0 53.0 -0.022 0.016 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by HDAC Class I 5.0 547.0 104.0 -0.069 0.046 1000.0 -1000.0 -0.058 -1000.0 E-cadherin signaling events 5.0 26.0 5.0 0.002 0.016 1000.0 -1000.0 -0.019 -1000.0 Canonical NF-kappaB pathway 4.0 185.0 39.0 -0.069 0.059 1000.0 -1000.0 -0.075 -1000.0 Aurora C signaling 4.0 32.0 7.0 -0.004 0.011 1000.0 -1000.0 -0.023 -1000.0 Atypical NF-kappaB pathway 4.0 139.0 31.0 -0.018 0.029 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 516.0 125.0 -0.068 0.047 1000.0 -1000.0 -0.08 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 314.0 76.0 -0.023 0.041 1000.0 -1000.0 -0.072 -1000.0 E-cadherin signaling in keratinocytes 4.0 194.0 43.0 -0.018 0.024 1000.0 -1000.0 -0.044 -1000.0 Aurora A signaling 3.0 207.0 60.0 -0.03 0.031 1000.0 -1000.0 -0.03 -1000.0 Insulin-mediated glucose transport 3.0 97.0 32.0 -0.056 0.025 1000.0 -1000.0 -0.05 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 205.0 68.0 -0.056 0.039 1000.0 -1000.0 -0.042 -1000.0 FoxO family signaling 3.0 207.0 64.0 -0.076 0.097 1000.0 -1000.0 -0.07 -1000.0 VEGFR1 specific signals 3.0 197.0 56.0 -0.018 0.037 1000.0 -1000.0 -0.051 -1000.0 Circadian rhythm pathway 2.0 47.0 22.0 -0.012 0.039 1000.0 -1000.0 -0.035 -1000.0 Arf6 downstream pathway 2.0 100.0 43.0 -0.022 0.023 1000.0 -1000.0 -0.036 -1000.0 PLK1 signaling events 2.0 248.0 85.0 -0.017 0.03 1000.0 -1000.0 -0.037 -1000.0 Arf6 trafficking events 1.0 125.0 71.0 -0.035 0.035 1000.0 -1000.0 -0.063 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 21.0 23.0 0.003 0.04 1000.0 -1000.0 -0.044 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 15.0 27.0 -0.001 0.029 1000.0 -1000.0 -0.048 -1000.0 Arf1 pathway 0.0 35.0 54.0 -0.004 0.024 1000.0 -1000.0 -0.027 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.037 1000.0 -1000.0 -0.025 -1000.0 Total 2322 134131 7203 -14.1963064308 -995.40630311 131000 -131000 -7.44225957701 -131000