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 Syndecan-1-mediated signaling events 57.0 1948.0 34.0 -0.698 0.014 1000.0 -1000.0 -0.055 -1000.0 TCGA08_retinoblastoma 48.0 391.0 8.0 -0.187 0.081 1000.0 -1000.0 -0.018 -1000.0 Reelin signaling pathway 39.0 2230.0 56.0 -0.484 0.035 1000.0 -1000.0 -0.07 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 24.0 1313.0 54.0 -0.479 0.021 1000.0 -1000.0 -0.084 -1000.0 Glypican 1 network 20.0 1007.0 48.0 -0.34 0.024 1000.0 -1000.0 -0.041 -1000.0 Osteopontin-mediated events 17.0 651.0 38.0 -0.177 0.019 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by the Hedgehog family 17.0 888.0 52.0 -0.178 0.164 1000.0 -1000.0 -0.048 -1000.0 Syndecan-4-mediated signaling events 17.0 1151.0 67.0 -0.33 0.048 1000.0 -1000.0 -0.055 -1000.0 IL23-mediated signaling events 17.0 1046.0 60.0 -0.461 0.018 1000.0 -1000.0 -0.183 -1000.0 IL4-mediated signaling events 16.0 1528.0 91.0 -0.633 0.476 1000.0 -1000.0 -0.211 -1000.0 FOXA2 and FOXA3 transcription factor networks 16.0 754.0 46.0 -0.566 0.017 1000.0 -1000.0 -0.163 -1000.0 Caspase cascade in apoptosis 14.0 1100.0 74.0 -0.129 0.092 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 14.0 1116.0 78.0 -0.127 0.044 1000.0 -1000.0 -0.079 -1000.0 TCGA08_p53 12.0 86.0 7.0 -0.138 0.07 1000.0 -1000.0 -0.011 -1000.0 Presenilin action in Notch and Wnt signaling 11.0 677.0 61.0 -0.432 0.186 1000.0 -1000.0 -0.054 -1000.0 BMP receptor signaling 11.0 899.0 81.0 -0.25 0.036 1000.0 -1000.0 -0.081 -1000.0 Glucocorticoid receptor regulatory network 11.0 1339.0 114.0 -0.554 0.241 1000.0 -1000.0 -0.068 -1000.0 Endothelins 11.0 1123.0 96.0 -0.373 0.124 1000.0 -1000.0 -0.082 -1000.0 Canonical Wnt signaling pathway 10.0 523.0 51.0 -0.433 0.199 1000.0 -1000.0 -0.062 -1000.0 Calcium signaling in the CD4+ TCR pathway 10.0 314.0 31.0 -0.418 0.012 1000.0 -1000.0 -0.061 -1000.0 Visual signal transduction: Rods 10.0 545.0 52.0 -0.266 0.012 1000.0 -1000.0 -0.075 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 182.0 17.0 -0.061 0.023 1000.0 -1000.0 -0.038 -1000.0 Ephrin A reverse signaling 9.0 68.0 7.0 -0.079 0.0 1000.0 -1000.0 -0.019 -1000.0 Syndecan-2-mediated signaling events 9.0 628.0 69.0 -0.348 0.033 1000.0 -1000.0 -0.028 -1000.0 IL1-mediated signaling events 9.0 597.0 62.0 -0.166 0.016 1000.0 -1000.0 -0.087 -1000.0 BCR signaling pathway 9.0 973.0 99.0 -0.125 0.015 1000.0 -1000.0 -0.082 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 149.0 17.0 -0.114 0.017 1000.0 -1000.0 -0.044 -1000.0 HIF-1-alpha transcription factor network 8.0 656.0 76.0 -0.733 0.019 1000.0 -1000.0 -0.192 -1000.0 Fc-epsilon receptor I signaling in mast cells 8.0 816.0 97.0 -0.129 0.028 1000.0 -1000.0 -0.082 -1000.0 S1P5 pathway 8.0 149.0 17.0 -0.126 0.065 1000.0 -1000.0 -0.029 -1000.0 Angiopoietin receptor Tie2-mediated signaling 8.0 784.0 88.0 -0.246 0.067 1000.0 -1000.0 -0.088 -1000.0 amb2 Integrin signaling 7.0 585.0 82.0 -0.19 0.017 1000.0 -1000.0 -0.051 -1000.0 Ephrin B reverse signaling 7.0 351.0 48.0 -0.098 0.039 1000.0 -1000.0 -0.053 -1000.0 Syndecan-3-mediated signaling events 7.0 277.0 35.0 -0.348 0.035 1000.0 -1000.0 -0.034 -1000.0 Effects of Botulinum toxin 7.0 202.0 26.0 -0.085 0.021 1000.0 -1000.0 -0.043 -1000.0 Wnt signaling 7.0 55.0 7.0 -0.147 0.012 1000.0 -1000.0 -0.032 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 229.0 34.0 -0.04 0.012 1000.0 -1000.0 -0.046 -1000.0 Visual signal transduction: Cones 6.0 252.0 38.0 -0.113 0.016 1000.0 -1000.0 -0.033 -1000.0 p75(NTR)-mediated signaling 6.0 839.0 125.0 -0.861 0.035 1000.0 -1000.0 -0.083 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 6.0 421.0 68.0 -0.418 0.035 1000.0 -1000.0 -0.111 -1000.0 Plasma membrane estrogen receptor signaling 6.0 546.0 86.0 -0.269 0.066 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by PRL 6.0 206.0 34.0 -0.119 0.038 1000.0 -1000.0 -0.03 -1000.0 S1P4 pathway 6.0 161.0 25.0 -0.126 0.023 1000.0 -1000.0 -0.035 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 151.0 28.0 -0.126 0.023 1000.0 -1000.0 -0.029 -1000.0 Nectin adhesion pathway 5.0 348.0 63.0 -0.656 0.038 1000.0 -1000.0 -0.067 -1000.0 Retinoic acid receptors-mediated signaling 5.0 347.0 58.0 -0.248 0.024 1000.0 -1000.0 -0.064 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 244.0 44.0 -0.033 0.017 1000.0 -1000.0 -0.042 -1000.0 EPHB forward signaling 5.0 476.0 85.0 -0.098 0.05 1000.0 -1000.0 -0.074 -1000.0 Nongenotropic Androgen signaling 5.0 264.0 52.0 -0.126 0.022 1000.0 -1000.0 -0.051 -1000.0 LPA receptor mediated events 5.0 559.0 102.0 -0.163 0.024 1000.0 -1000.0 -0.078 -1000.0 IL12-mediated signaling events 4.0 370.0 87.0 -0.131 0.038 1000.0 -1000.0 -0.147 -1000.0 ErbB4 signaling events 4.0 296.0 69.0 -0.286 0.068 1000.0 -1000.0 -0.085 -1000.0 Thromboxane A2 receptor signaling 4.0 422.0 105.0 -0.182 0.072 1000.0 -1000.0 -0.07 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 230.0 52.0 -0.133 0.028 1000.0 -1000.0 -0.046 -1000.0 HIF-2-alpha transcription factor network 4.0 211.0 43.0 -0.219 0.105 1000.0 -1000.0 -0.077 -1000.0 S1P1 pathway 4.0 162.0 36.0 -0.126 0.013 1000.0 -1000.0 -0.06 -1000.0 TCR signaling in naïve CD8+ T cells 4.0 380.0 93.0 -0.038 0.028 1000.0 -1000.0 -0.081 -1000.0 IL27-mediated signaling events 4.0 218.0 51.0 -0.231 0.067 1000.0 -1000.0 -0.067 -1000.0 EGFR-dependent Endothelin signaling events 4.0 89.0 21.0 -0.066 0.018 1000.0 -1000.0 -0.058 -1000.0 S1P3 pathway 4.0 208.0 42.0 -0.125 0.024 1000.0 -1000.0 -0.032 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 463.0 136.0 -0.258 0.071 1000.0 -1000.0 -0.059 -1000.0 Noncanonical Wnt signaling pathway 3.0 87.0 26.0 -0.147 0.012 1000.0 -1000.0 -0.056 -1000.0 Arf6 signaling events 3.0 198.0 62.0 -0.126 0.028 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by PTP1B 3.0 255.0 76.0 -0.273 0.042 1000.0 -1000.0 -0.066 -1000.0 IFN-gamma pathway 3.0 219.0 68.0 -0.05 0.028 1000.0 -1000.0 -0.092 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 258.0 82.0 -0.116 0.012 1000.0 -1000.0 -0.075 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 48.0 15.0 -0.044 0.023 1000.0 -1000.0 -0.031 -1000.0 Integrins in angiogenesis 3.0 293.0 84.0 -0.18 0.029 1000.0 -1000.0 -0.075 -1000.0 Regulation of Telomerase 3.0 330.0 102.0 -0.373 0.037 1000.0 -1000.0 -0.1 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 129.0 33.0 -0.18 0.032 1000.0 -1000.0 -0.036 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 360.0 120.0 -0.084 0.07 1000.0 -1000.0 -0.069 -1000.0 Regulation of Androgen receptor activity 3.0 247.0 70.0 -0.217 0.023 1000.0 -1000.0 -0.069 -1000.0 Aurora B signaling 3.0 227.0 67.0 -0.378 0.075 1000.0 -1000.0 -0.048 -1000.0 ErbB2/ErbB3 signaling events 2.0 153.0 65.0 -0.045 0.039 1000.0 -1000.0 -0.068 -1000.0 Coregulation of Androgen receptor activity 2.0 196.0 76.0 -0.174 0.042 1000.0 -1000.0 -0.034 -1000.0 Aurora A signaling 2.0 169.0 60.0 -0.133 0.031 1000.0 -1000.0 -0.03 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 78.0 37.0 -0.107 0.035 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class III 2.0 85.0 40.0 -0.049 0.022 1000.0 -1000.0 -0.019 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 185.0 83.0 -0.25 0.058 1000.0 -1000.0 -0.056 -1000.0 Glypican 2 network 2.0 9.0 4.0 0.002 0.007 1000.0 -1000.0 -0.021 -1000.0 IL6-mediated signaling events 2.0 153.0 75.0 -0.051 0.045 1000.0 -1000.0 -0.086 -1000.0 VEGFR1 specific signals 2.0 119.0 56.0 -0.016 0.036 1000.0 -1000.0 -0.05 -1000.0 PDGFR-beta signaling pathway 2.0 195.0 97.0 -0.151 0.038 1000.0 -1000.0 -0.072 -1000.0 Cellular roles of Anthrax toxin 1.0 50.0 39.0 -0.029 0.012 1000.0 -1000.0 -0.02 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 107.0 65.0 -0.125 0.046 1000.0 -1000.0 -0.071 -1000.0 EPO signaling pathway 1.0 68.0 55.0 -0.008 0.041 1000.0 -1000.0 -0.087 -1000.0 PLK1 signaling events 1.0 90.0 85.0 -0.04 0.029 1000.0 -1000.0 -0.043 -1000.0 Ceramide signaling pathway 1.0 112.0 76.0 -0.066 0.037 1000.0 -1000.0 -0.042 -1000.0 FAS signaling pathway (CD95) 1.0 56.0 47.0 -0.029 0.022 1000.0 -1000.0 -0.046 -1000.0 Regulation of p38-alpha and p38-beta 1.0 62.0 54.0 -0.089 0.031 1000.0 -1000.0 -0.058 -1000.0 TCGA08_rtk_signaling 1.0 39.0 26.0 -0.028 0.036 1000.0 -1000.0 -0.02 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 77.0 74.0 -0.066 0.053 1000.0 -1000.0 -0.075 -1000.0 Class I PI3K signaling events 1.0 95.0 73.0 -0.089 0.029 1000.0 -1000.0 -0.056 -1000.0 Arf6 trafficking events 1.0 72.0 71.0 -0.031 0.031 1000.0 -1000.0 -0.054 -1000.0 Insulin Pathway 1.0 107.0 74.0 -0.044 0.031 1000.0 -1000.0 -0.075 -1000.0 Rapid glucocorticoid signaling 1.0 24.0 20.0 -0.001 0.013 1000.0 -1000.0 -0.019 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.01 0.01 1000.0 -1000.0 -0.012 -1000.0 FOXM1 transcription factor network 1.0 73.0 51.0 -0.183 0.069 1000.0 -1000.0 -0.229 -1000.0 LPA4-mediated signaling events 0.0 5.0 12.0 -0.014 0.013 1000.0 -1000.0 -0.027 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 0.009 0.036 1000.0 -1000.0 -0.043 -1000.0 Canonical NF-kappaB pathway 0.0 14.0 39.0 -0.004 0.059 1000.0 -1000.0 -0.074 -1000.0 Signaling events mediated by HDAC Class II 0.0 60.0 75.0 -0.024 0.031 1000.0 -1000.0 -0.039 -1000.0 BARD1 signaling events 0.0 14.0 57.0 -0.029 0.048 1000.0 -1000.0 -0.065 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.007 0.013 1000.0 -1000.0 -0.012 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.01 0.037 1000.0 -1000.0 -0.047 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 3.0 5.0 0.008 0.015 1000.0 -1000.0 -0.013 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 30.0 85.0 -0.014 0.046 1000.0 -1000.0 -0.066 -1000.0 Arf6 downstream pathway 0.0 36.0 43.0 -0.021 0.024 1000.0 -1000.0 -0.048 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.0 0.023 1000.0 -1000.0 -0.026 -1000.0 Insulin-mediated glucose transport 0.0 7.0 32.0 -0.007 0.034 1000.0 -1000.0 -0.049 -1000.0 PDGFR-alpha signaling pathway 0.0 30.0 44.0 -0.003 0.03 1000.0 -1000.0 -0.042 -1000.0 mTOR signaling pathway 0.0 1.0 53.0 -0.001 0.029 1000.0 -1000.0 -0.055 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 7.0 68.0 -0.032 0.043 1000.0 -1000.0 -0.044 -1000.0 TRAIL signaling pathway 0.0 39.0 48.0 -0.04 0.034 1000.0 -1000.0 -0.045 -1000.0 ceramide signaling pathway 0.0 12.0 49.0 -0.0 0.038 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class I 0.0 29.0 104.0 -0.024 0.041 1000.0 -1000.0 -0.046 -1000.0 FoxO family signaling 0.0 42.0 64.0 -0.1 0.099 1000.0 -1000.0 -0.081 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 6.0 36.0 -0.031 0.033 1000.0 -1000.0 -0.053 -1000.0 Atypical NF-kappaB pathway 0.0 2.0 31.0 0.0 0.038 1000.0 -1000.0 -0.041 -1000.0 IL2 signaling events mediated by PI3K 0.0 57.0 58.0 -0.063 0.054 1000.0 -1000.0 -0.076 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 21.0 45.0 -0.006 0.051 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 66.0 125.0 -0.002 0.063 1000.0 -1000.0 -0.081 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 28.0 76.0 -0.011 0.045 1000.0 -1000.0 -0.078 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.001 0.031 1000.0 -1000.0 -0.05 -1000.0 IL2 signaling events mediated by STAT5 0.0 11.0 22.0 0.004 0.055 1000.0 -1000.0 -0.066 -1000.0 IGF1 pathway 0.0 27.0 57.0 -0.02 0.024 1000.0 -1000.0 -0.076 -1000.0 E-cadherin signaling in keratinocytes 0.0 32.0 43.0 -0.048 0.039 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.024 1000.0 -1000.0 -0.025 -1000.0 p38 MAPK signaling pathway 0.0 34.0 44.0 -0.029 0.028 1000.0 -1000.0 -0.059 -1000.0 Arf1 pathway 0.0 17.0 54.0 -0.0 0.025 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.035 1000.0 -1000.0 -0.027 -1000.0 Total 714 40870 7203 -20.3090971853 5.79053101845 131000 -131000 -7.91332642475 -131000