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 HIF-1-alpha transcription factor network 196.0 14968.0 76.0 -0.757 0.026 1000.0 -1000.0 -0.133 -1000.0 VEGFR1 specific signals 188.0 10531.0 56.0 -0.4 0.016 1000.0 -1000.0 -0.095 -1000.0 Endothelins 187.0 18031.0 96.0 -0.423 0.016 1000.0 -1000.0 -0.09 -1000.0 FOXA2 and FOXA3 transcription factor networks 178.0 8225.0 46.0 -0.74 0.025 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 158.0 19773.0 125.0 -0.484 0.016 1000.0 -1000.0 -0.131 -1000.0 Syndecan-1-mediated signaling events 142.0 4854.0 34.0 -0.291 0.016 1000.0 -1000.0 -0.078 -1000.0 Syndecan-4-mediated signaling events 140.0 9439.0 67.0 -0.393 0.087 1000.0 -1000.0 -0.12 -1000.0 Angiopoietin receptor Tie2-mediated signaling 131.0 11552.0 88.0 -0.41 0.038 1000.0 -1000.0 -0.135 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 130.0 4431.0 34.0 -0.25 0.016 1000.0 -1000.0 -0.088 -1000.0 Ephrin A reverse signaling 130.0 910.0 7.0 -0.134 -0.0 1000.0 -1000.0 -0.048 -1000.0 IL4-mediated signaling events 130.0 11856.0 91.0 -0.79 0.544 1000.0 -1000.0 -0.146 -1000.0 IL23-mediated signaling events 129.0 7755.0 60.0 -0.476 0.017 1000.0 -1000.0 -0.163 -1000.0 HIF-2-alpha transcription factor network 128.0 5517.0 43.0 -0.441 0.314 1000.0 -1000.0 -0.112 -1000.0 PDGFR-alpha signaling pathway 125.0 5514.0 44.0 -0.214 0.032 1000.0 -1000.0 -0.091 -1000.0 S1P1 pathway 118.0 4266.0 36.0 -0.322 0.016 1000.0 -1000.0 -0.077 -1000.0 p75(NTR)-mediated signaling 111.0 13898.0 125.0 -0.416 0.016 1000.0 -1000.0 -0.138 -1000.0 Signaling events mediated by the Hedgehog family 108.0 5654.0 52.0 -0.399 0.147 1000.0 -1000.0 -0.104 -1000.0 LPA4-mediated signaling events 105.0 1270.0 12.0 -0.168 0.023 1000.0 -1000.0 -0.033 -1000.0 TCR signaling in naïve CD8+ T cells 98.0 9170.0 93.0 -0.231 0.052 1000.0 -1000.0 -0.11 -1000.0 amb2 Integrin signaling 96.0 7952.0 82.0 -0.278 0.016 1000.0 -1000.0 -0.11 -1000.0 EGFR-dependent Endothelin signaling events 96.0 2021.0 21.0 -0.279 0.016 1000.0 -1000.0 -0.098 -1000.0 IL12-mediated signaling events 95.0 8312.0 87.0 -0.343 0.097 1000.0 -1000.0 -0.138 -1000.0 Glypican 2 network 92.0 370.0 4.0 -0.081 -0.028 1000.0 -1000.0 -0.051 -1000.0 BMP receptor signaling 91.0 7382.0 81.0 -0.405 0.034 1000.0 -1000.0 -0.114 -1000.0 Thromboxane A2 receptor signaling 89.0 9434.0 105.0 -0.15 0.054 1000.0 -1000.0 -0.096 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 88.0 5993.0 68.0 -0.389 0.111 1000.0 -1000.0 -0.144 -1000.0 Integrins in angiogenesis 85.0 7149.0 84.0 -0.321 0.026 1000.0 -1000.0 -0.137 -1000.0 Wnt signaling 85.0 597.0 7.0 -0.114 -0.072 1000.0 -1000.0 -0.042 -1000.0 Glypican 1 network 79.0 3818.0 48.0 -0.293 0.036 1000.0 -1000.0 -0.06 -1000.0 PDGFR-beta signaling pathway 77.0 7472.0 97.0 -0.162 0.016 1000.0 -1000.0 -0.119 -1000.0 Class IB PI3K non-lipid kinase events 74.0 222.0 3.0 -0.045 -1000.0 1000.0 -1000.0 -0.015 -1000.0 IL6-mediated signaling events 70.0 5298.0 75.0 -0.376 0.064 1000.0 -1000.0 -0.109 -1000.0 Reelin signaling pathway 69.0 3877.0 56.0 -0.348 0.016 1000.0 -1000.0 -0.109 -1000.0 Calcium signaling in the CD4+ TCR pathway 68.0 2122.0 31.0 -0.273 0.016 1000.0 -1000.0 -0.114 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 68.0 8248.0 120.0 -0.265 0.183 1000.0 -1000.0 -0.101 -1000.0 Signaling events regulated by Ret tyrosine kinase 63.0 5208.0 82.0 -0.213 0.016 1000.0 -1000.0 -0.112 -1000.0 Arf6 signaling events 62.0 3864.0 62.0 -0.215 0.016 1000.0 -1000.0 -0.082 -1000.0 Effects of Botulinum toxin 59.0 1544.0 26.0 -0.206 0.016 1000.0 -1000.0 -0.082 -1000.0 Signaling mediated by p38-alpha and p38-beta 58.0 2592.0 44.0 -0.229 0.016 1000.0 -1000.0 -0.066 -1000.0 TCGA08_retinoblastoma 58.0 464.0 8.0 -0.041 0.023 1000.0 -1000.0 -0.02 -1000.0 Visual signal transduction: Rods 58.0 3032.0 52.0 -0.171 0.016 1000.0 -1000.0 -0.101 -1000.0 BCR signaling pathway 57.0 5673.0 99.0 -0.19 0.042 1000.0 -1000.0 -0.119 -1000.0 Noncanonical Wnt signaling pathway 55.0 1440.0 26.0 -0.15 0.016 1000.0 -1000.0 -0.115 -1000.0 Fc-epsilon receptor I signaling in mast cells 55.0 5418.0 97.0 -0.198 0.037 1000.0 -1000.0 -0.116 -1000.0 Caspase cascade in apoptosis 54.0 4005.0 74.0 -0.103 0.043 1000.0 -1000.0 -0.073 -1000.0 Glucocorticoid receptor regulatory network 54.0 6189.0 114.0 -0.453 0.125 1000.0 -1000.0 -0.093 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 54.0 2015.0 37.0 -0.216 0.016 1000.0 -1000.0 -0.077 -1000.0 S1P3 pathway 54.0 2299.0 42.0 -0.295 0.018 1000.0 -1000.0 -0.076 -1000.0 a4b1 and a4b7 Integrin signaling 52.0 263.0 5.0 -0.066 0.008 1000.0 -1000.0 -0.048 -1000.0 Ephrin B reverse signaling 52.0 2521.0 48.0 -0.127 0.122 1000.0 -1000.0 -0.096 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 52.0 4071.0 78.0 -0.216 0.069 1000.0 -1000.0 -0.111 -1000.0 E-cadherin signaling events 50.0 251.0 5.0 -0.054 0.016 1000.0 -1000.0 -0.052 -1000.0 FOXM1 transcription factor network 49.0 2545.0 51.0 -0.157 0.154 1000.0 -1000.0 -0.192 -1000.0 Nongenotropic Androgen signaling 48.0 2512.0 52.0 -0.097 0.016 1000.0 -1000.0 -0.081 -1000.0 EPHB forward signaling 47.0 4077.0 85.0 -0.135 0.103 1000.0 -1000.0 -0.12 -1000.0 Plasma membrane estrogen receptor signaling 47.0 4075.0 86.0 -0.138 0.027 1000.0 -1000.0 -0.113 -1000.0 Visual signal transduction: Cones 46.0 1750.0 38.0 -0.125 0.015 1000.0 -1000.0 -0.085 -1000.0 JNK signaling in the CD4+ TCR pathway 46.0 789.0 17.0 -0.116 0.016 1000.0 -1000.0 -0.1 -1000.0 IL27-mediated signaling events 46.0 2361.0 51.0 -0.19 0.064 1000.0 -1000.0 -0.111 -1000.0 Syndecan-2-mediated signaling events 44.0 3063.0 69.0 -0.182 0.042 1000.0 -1000.0 -0.082 -1000.0 LPA receptor mediated events 44.0 4538.0 102.0 -0.147 0.021 1000.0 -1000.0 -0.12 -1000.0 EPO signaling pathway 41.0 2255.0 55.0 -0.21 0.016 1000.0 -1000.0 -0.126 -1000.0 Osteopontin-mediated events 40.0 1524.0 38.0 -0.123 0.016 1000.0 -1000.0 -0.141 -1000.0 Signaling events mediated by PTP1B 40.0 3110.0 76.0 -0.148 0.025 1000.0 -1000.0 -0.102 -1000.0 IL2 signaling events mediated by STAT5 40.0 880.0 22.0 -0.097 0.017 1000.0 -1000.0 -0.052 -1000.0 Canonical Wnt signaling pathway 39.0 1998.0 51.0 -0.164 0.04 1000.0 -1000.0 -0.074 -1000.0 Coregulation of Androgen receptor activity 38.0 2893.0 76.0 -0.29 0.034 1000.0 -1000.0 -0.063 -1000.0 IL2 signaling events mediated by PI3K 38.0 2211.0 58.0 -0.102 0.035 1000.0 -1000.0 -0.102 -1000.0 ErbB4 signaling events 36.0 2484.0 69.0 -0.168 0.088 1000.0 -1000.0 -0.111 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 36.0 1981.0 54.0 -0.268 0.034 1000.0 -1000.0 -0.134 -1000.0 Cellular roles of Anthrax toxin 36.0 1423.0 39.0 -0.105 0.019 1000.0 -1000.0 -0.05 -1000.0 IL1-mediated signaling events 35.0 2175.0 62.0 -0.177 0.077 1000.0 -1000.0 -0.132 -1000.0 Sphingosine 1-phosphate (S1P) pathway 34.0 969.0 28.0 -0.086 0.016 1000.0 -1000.0 -0.079 -1000.0 Paxillin-dependent events mediated by a4b1 33.0 1203.0 36.0 -0.11 0.045 1000.0 -1000.0 -0.092 -1000.0 Ras signaling in the CD4+ TCR pathway 33.0 561.0 17.0 -0.037 0.016 1000.0 -1000.0 -0.057 -1000.0 Aurora B signaling 33.0 2276.0 67.0 -0.169 0.016 1000.0 -1000.0 -0.095 -1000.0 Presenilin action in Notch and Wnt signaling 32.0 1978.0 61.0 -0.113 0.047 1000.0 -1000.0 -0.092 -1000.0 FAS signaling pathway (CD95) 32.0 1506.0 47.0 -0.228 0.017 1000.0 -1000.0 -0.069 -1000.0 Signaling mediated by p38-gamma and p38-delta 32.0 483.0 15.0 -0.031 0.02 1000.0 -1000.0 -0.038 -1000.0 TRAIL signaling pathway 30.0 1487.0 48.0 -0.076 0.028 1000.0 -1000.0 -0.105 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 29.0 2158.0 74.0 -0.148 0.066 1000.0 -1000.0 -0.126 -1000.0 S1P5 pathway 28.0 476.0 17.0 -0.057 0.055 1000.0 -1000.0 -0.071 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 27.0 908.0 33.0 -0.213 0.032 1000.0 -1000.0 -0.085 -1000.0 Regulation of p38-alpha and p38-beta 26.0 1427.0 54.0 -0.136 0.019 1000.0 -1000.0 -0.074 -1000.0 ErbB2/ErbB3 signaling events 24.0 1575.0 65.0 -0.1 0.032 1000.0 -1000.0 -0.087 -1000.0 Regulation of nuclear SMAD2/3 signaling 24.0 3295.0 136.0 -0.319 0.311 1000.0 -1000.0 -0.097 -1000.0 Nectin adhesion pathway 24.0 1535.0 63.0 -0.118 0.055 1000.0 -1000.0 -0.109 -1000.0 Syndecan-3-mediated signaling events 24.0 847.0 35.0 -0.162 0.016 1000.0 -1000.0 -0.09 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 24.0 1106.0 45.0 -0.144 0.042 1000.0 -1000.0 -0.118 -1000.0 Regulation of Androgen receptor activity 24.0 1686.0 70.0 -0.3 0.038 1000.0 -1000.0 -0.089 -1000.0 Signaling events mediated by PRL 23.0 790.0 34.0 -0.103 0.024 1000.0 -1000.0 -0.056 -1000.0 p38 MAPK signaling pathway 23.0 1014.0 44.0 -0.248 0.021 1000.0 -1000.0 -0.084 -1000.0 Insulin-mediated glucose transport 21.0 674.0 32.0 -0.231 0.039 1000.0 -1000.0 -0.081 -1000.0 Ceramide signaling pathway 21.0 1616.0 76.0 -0.148 0.039 1000.0 -1000.0 -0.087 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 21.0 1134.0 52.0 -0.118 0.051 1000.0 -1000.0 -0.089 -1000.0 S1P4 pathway 21.0 542.0 25.0 -0.052 0.02 1000.0 -1000.0 -0.071 -1000.0 BARD1 signaling events 20.0 1173.0 57.0 -0.043 0.055 1000.0 -1000.0 -0.098 -1000.0 Aurora A signaling 20.0 1215.0 60.0 -0.2 0.043 1000.0 -1000.0 -0.084 -1000.0 Class I PI3K signaling events 20.0 1501.0 73.0 -0.103 0.032 1000.0 -1000.0 -0.099 -1000.0 Regulation of Telomerase 20.0 2118.0 102.0 -0.256 0.048 1000.0 -1000.0 -0.134 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 19.0 1617.0 83.0 -0.231 0.064 1000.0 -1000.0 -0.096 -1000.0 IGF1 pathway 19.0 1139.0 57.0 -0.06 0.032 1000.0 -1000.0 -0.121 -1000.0 PLK2 and PLK4 events 18.0 56.0 3.0 -0.008 0.014 1000.0 -1000.0 -0.034 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 18.0 1565.0 85.0 -0.094 0.036 1000.0 -1000.0 -0.1 -1000.0 TCGA08_rtk_signaling 18.0 484.0 26.0 -0.181 0.042 1000.0 -1000.0 -0.026 -1000.0 E-cadherin signaling in keratinocytes 18.0 774.0 43.0 -0.094 0.035 1000.0 -1000.0 -0.089 -1000.0 IFN-gamma pathway 17.0 1217.0 68.0 -0.247 0.05 1000.0 -1000.0 -0.124 -1000.0 TCGA08_p53 17.0 122.0 7.0 -0.031 0.023 1000.0 -1000.0 -0.023 -1000.0 E-cadherin signaling in the nascent adherens junction 17.0 1330.0 76.0 -0.056 0.047 1000.0 -1000.0 -0.108 -1000.0 FoxO family signaling 16.0 1030.0 64.0 -0.306 0.135 1000.0 -1000.0 -0.073 -1000.0 Hedgehog signaling events mediated by Gli proteins 15.0 1010.0 65.0 -0.125 0.051 1000.0 -1000.0 -0.079 -1000.0 Insulin Pathway 15.0 1159.0 74.0 -0.119 0.042 1000.0 -1000.0 -0.12 -1000.0 Rapid glucocorticoid signaling 15.0 319.0 20.0 -0.031 0.016 1000.0 -1000.0 -0.05 -1000.0 Aurora C signaling 14.0 102.0 7.0 -0.036 0.001 1000.0 -1000.0 -0.06 -1000.0 PLK1 signaling events 14.0 1236.0 85.0 -0.038 0.038 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by HDAC Class III 14.0 571.0 40.0 -0.071 0.028 1000.0 -1000.0 -0.057 -1000.0 ceramide signaling pathway 14.0 734.0 49.0 -0.066 0.037 1000.0 -1000.0 -0.052 -1000.0 Atypical NF-kappaB pathway 14.0 434.0 31.0 -0.08 0.033 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by HDAC Class II 12.0 920.0 75.0 -0.07 0.037 1000.0 -1000.0 -0.082 -1000.0 Retinoic acid receptors-mediated signaling 12.0 721.0 58.0 -0.042 0.047 1000.0 -1000.0 -0.094 -1000.0 Circadian rhythm pathway 11.0 248.0 22.0 -0.05 0.041 1000.0 -1000.0 -0.076 -1000.0 Class I PI3K signaling events mediated by Akt 9.0 612.0 68.0 -0.231 0.06 1000.0 -1000.0 -0.087 -1000.0 Signaling events mediated by HDAC Class I 9.0 946.0 104.0 -0.07 0.069 1000.0 -1000.0 -0.082 -1000.0 Canonical NF-kappaB pathway 8.0 330.0 39.0 -0.062 0.095 1000.0 -1000.0 -0.105 -1000.0 Arf6 downstream pathway 8.0 374.0 43.0 -0.03 0.03 1000.0 -1000.0 -0.045 -1000.0 Arf6 trafficking events 8.0 621.0 71.0 -0.071 0.054 1000.0 -1000.0 -0.097 -1000.0 Alternative NF-kappaB pathway 7.0 92.0 13.0 -0.021 0.016 1000.0 -1000.0 -0.088 -1000.0 mTOR signaling pathway 6.0 333.0 53.0 -0.014 0.036 1000.0 -1000.0 -0.078 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 66.0 23.0 -0.018 0.058 1000.0 -1000.0 -0.094 -1000.0 Arf1 pathway 2.0 140.0 54.0 -0.016 0.036 1000.0 -1000.0 -0.063 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 12.0 27.0 -0.001 0.037 1000.0 -1000.0 -0.081 -1000.0 Total 6846 404941 7203 -24.7632832424 -993.937553334 131000 -131000 -11.9166662327 -131000