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 73.0 3759.0 51.0 -0.754 0.015 1000.0 -1000.0 -0.127 -1000.0 Glypican 2 network 52.0 211.0 4.0 -0.116 -0.091 1000.0 -1000.0 -0.014 -1000.0 Aurora B signaling 52.0 3542.0 67.0 -0.493 0.015 1000.0 -1000.0 -0.052 -1000.0 Signaling events regulated by Ret tyrosine kinase 48.0 3941.0 82.0 -0.274 0.015 1000.0 -1000.0 -0.066 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 43.0 2933.0 68.0 -0.678 0.339 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by the Hedgehog family 39.0 2075.0 52.0 -0.181 0.179 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-alpha and p38-beta 37.0 1639.0 44.0 -0.201 0.015 1000.0 -1000.0 -0.043 -1000.0 IL4-mediated signaling events 36.0 3332.0 91.0 -0.816 0.565 1000.0 -1000.0 -0.109 -1000.0 Nongenotropic Androgen signaling 36.0 1906.0 52.0 -0.239 0.132 1000.0 -1000.0 -0.046 -1000.0 IGF1 pathway 36.0 2094.0 57.0 -0.258 0.052 1000.0 -1000.0 -0.075 -1000.0 Reelin signaling pathway 34.0 1905.0 56.0 -0.214 0.037 1000.0 -1000.0 -0.072 -1000.0 Endothelins 32.0 3150.0 96.0 -0.316 0.063 1000.0 -1000.0 -0.056 -1000.0 TCGA08_retinoblastoma 32.0 258.0 8.0 -0.228 0.062 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 32.0 2562.0 78.0 -0.263 0.091 1000.0 -1000.0 -0.067 -1000.0 p75(NTR)-mediated signaling 31.0 3875.0 125.0 -0.167 0.044 1000.0 -1000.0 -0.075 -1000.0 TCGA08_p53 31.0 222.0 7.0 -0.157 0.072 1000.0 -1000.0 -0.016 -1000.0 Aurora C signaling 29.0 203.0 7.0 -0.189 0.0 1000.0 -1000.0 -0.025 -1000.0 Thromboxane A2 receptor signaling 28.0 2952.0 105.0 -0.19 0.034 1000.0 -1000.0 -0.055 -1000.0 Fc-epsilon receptor I signaling in mast cells 28.0 2722.0 97.0 -0.187 0.039 1000.0 -1000.0 -0.069 -1000.0 HIF-1-alpha transcription factor network 27.0 2068.0 76.0 -0.322 0.03 1000.0 -1000.0 -0.056 -1000.0 IL23-mediated signaling events 27.0 1678.0 60.0 -0.612 0.015 1000.0 -1000.0 -0.114 -1000.0 Ephrin A reverse signaling 26.0 188.0 7.0 -0.075 -0.0 1000.0 -1000.0 -0.026 -1000.0 PLK1 signaling events 26.0 2255.0 85.0 -0.33 0.048 1000.0 -1000.0 -0.031 -1000.0 Calcium signaling in the CD4+ TCR pathway 26.0 819.0 31.0 -0.271 0.015 1000.0 -1000.0 -0.064 -1000.0 Plasma membrane estrogen receptor signaling 25.0 2202.0 86.0 -0.252 0.114 1000.0 -1000.0 -0.065 -1000.0 Ras signaling in the CD4+ TCR pathway 25.0 430.0 17.0 -0.152 0.02 1000.0 -1000.0 -0.021 -1000.0 amb2 Integrin signaling 24.0 2045.0 82.0 -0.333 0.02 1000.0 -1000.0 -0.058 -1000.0 Integrins in angiogenesis 24.0 2025.0 84.0 -0.265 0.03 1000.0 -1000.0 -0.077 -1000.0 BMP receptor signaling 23.0 1935.0 81.0 -0.305 0.048 1000.0 -1000.0 -0.074 -1000.0 Glypican 1 network 23.0 1124.0 48.0 -0.258 0.034 1000.0 -1000.0 -0.037 -1000.0 PDGFR-alpha signaling pathway 23.0 1051.0 44.0 -0.326 0.031 1000.0 -1000.0 -0.042 -1000.0 Rapid glucocorticoid signaling 23.0 471.0 20.0 -0.213 0.033 1000.0 -1000.0 -0.019 -1000.0 TCR signaling in naïve CD8+ T cells 22.0 2071.0 93.0 -0.127 0.065 1000.0 -1000.0 -0.059 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 22.0 2645.0 120.0 -0.327 0.191 1000.0 -1000.0 -0.059 -1000.0 Syndecan-1-mediated signaling events 21.0 746.0 34.0 -0.261 0.015 1000.0 -1000.0 -0.049 -1000.0 Glucocorticoid receptor regulatory network 21.0 2396.0 114.0 -0.6 0.269 1000.0 -1000.0 -0.061 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 21.0 1119.0 52.0 -0.297 0.028 1000.0 -1000.0 -0.031 -1000.0 LPA receptor mediated events 21.0 2158.0 102.0 -0.217 0.034 1000.0 -1000.0 -0.067 -1000.0 Visual signal transduction: Cones 20.0 776.0 38.0 -0.123 0.017 1000.0 -1000.0 -0.048 -1000.0 IL6-mediated signaling events 19.0 1425.0 75.0 -0.246 0.067 1000.0 -1000.0 -0.055 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 18.0 989.0 54.0 -0.179 0.029 1000.0 -1000.0 -0.081 -1000.0 S1P5 pathway 18.0 322.0 17.0 -0.152 0.106 1000.0 -1000.0 -0.024 -1000.0 S1P1 pathway 18.0 669.0 36.0 -0.259 0.016 1000.0 -1000.0 -0.047 -1000.0 LPA4-mediated signaling events 17.0 206.0 12.0 -0.165 0.021 1000.0 -1000.0 -0.011 -1000.0 Wnt signaling 17.0 123.0 7.0 -0.057 0.015 1000.0 -1000.0 -0.018 -1000.0 IL12-mediated signaling events 16.0 1428.0 87.0 -0.399 0.025 1000.0 -1000.0 -0.099 -1000.0 JNK signaling in the CD4+ TCR pathway 16.0 277.0 17.0 -0.155 0.016 1000.0 -1000.0 -0.028 -1000.0 BCR signaling pathway 16.0 1678.0 99.0 -0.188 0.034 1000.0 -1000.0 -0.074 -1000.0 S1P3 pathway 16.0 673.0 42.0 -0.151 0.029 1000.0 -1000.0 -0.033 -1000.0 Class IB PI3K non-lipid kinase events 16.0 48.0 3.0 -0.028 -1000.0 1000.0 -1000.0 -0.01 -1000.0 S1P4 pathway 16.0 419.0 25.0 -0.152 0.029 1000.0 -1000.0 -0.045 -1000.0 Coregulation of Androgen receptor activity 15.0 1197.0 76.0 -0.235 0.031 1000.0 -1000.0 -0.035 -1000.0 Osteopontin-mediated events 15.0 572.0 38.0 -0.178 0.015 1000.0 -1000.0 -0.08 -1000.0 Arf6 signaling events 15.0 963.0 62.0 -0.245 0.029 1000.0 -1000.0 -0.048 -1000.0 Aurora A signaling 15.0 933.0 60.0 -0.332 0.028 1000.0 -1000.0 -0.043 -1000.0 FAS signaling pathway (CD95) 14.0 667.0 47.0 -0.564 0.019 1000.0 -1000.0 -0.031 -1000.0 Syndecan-2-mediated signaling events 13.0 953.0 69.0 -0.091 0.034 1000.0 -1000.0 -0.035 -1000.0 Presenilin action in Notch and Wnt signaling 12.0 766.0 61.0 -0.172 0.042 1000.0 -1000.0 -0.057 -1000.0 Angiopoietin receptor Tie2-mediated signaling 12.0 1090.0 88.0 -0.243 0.059 1000.0 -1000.0 -0.091 -1000.0 Visual signal transduction: Rods 12.0 636.0 52.0 -0.196 0.015 1000.0 -1000.0 -0.072 -1000.0 Sphingosine 1-phosphate (S1P) pathway 11.0 316.0 28.0 -0.152 0.029 1000.0 -1000.0 -0.021 -1000.0 Syndecan-4-mediated signaling events 11.0 790.0 67.0 -0.179 0.021 1000.0 -1000.0 -0.083 -1000.0 ErbB2/ErbB3 signaling events 10.0 666.0 65.0 -0.238 0.025 1000.0 -1000.0 -0.06 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 10.0 365.0 34.0 -0.039 0.015 1000.0 -1000.0 -0.048 -1000.0 ErbB4 signaling events 10.0 690.0 69.0 -0.238 0.033 1000.0 -1000.0 -0.076 -1000.0 Noncanonical Wnt signaling pathway 10.0 282.0 26.0 -0.088 0.015 1000.0 -1000.0 -0.043 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 904.0 85.0 -0.209 0.022 1000.0 -1000.0 -0.055 -1000.0 Canonical Wnt signaling pathway 10.0 522.0 51.0 -0.171 0.078 1000.0 -1000.0 -0.042 -1000.0 Effects of Botulinum toxin 10.0 272.0 26.0 -0.072 0.015 1000.0 -1000.0 -0.046 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 10.0 349.0 33.0 -0.279 0.043 1000.0 -1000.0 -0.045 -1000.0 Regulation of Androgen receptor activity 9.0 660.0 70.0 -0.251 0.029 1000.0 -1000.0 -0.05 -1000.0 Caspase cascade in apoptosis 8.0 626.0 74.0 -0.04 0.043 1000.0 -1000.0 -0.024 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 533.0 65.0 -0.152 0.061 1000.0 -1000.0 -0.07 -1000.0 Nectin adhesion pathway 8.0 517.0 63.0 -0.044 0.029 1000.0 -1000.0 -0.06 -1000.0 IL27-mediated signaling events 8.0 426.0 51.0 -0.247 0.018 1000.0 -1000.0 -0.06 -1000.0 IL2 signaling events mediated by STAT5 8.0 192.0 22.0 -0.124 0.062 1000.0 -1000.0 -0.02 -1000.0 EGFR-dependent Endothelin signaling events 8.0 177.0 21.0 -0.062 0.022 1000.0 -1000.0 -0.057 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 958.0 136.0 -0.179 0.065 1000.0 -1000.0 -0.055 -1000.0 IL1-mediated signaling events 7.0 450.0 62.0 -0.102 0.071 1000.0 -1000.0 -0.082 -1000.0 Cellular roles of Anthrax toxin 6.0 234.0 39.0 -0.093 0.019 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by PTP1B 6.0 481.0 76.0 -0.133 0.036 1000.0 -1000.0 -0.065 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 320.0 46.0 -0.197 0.112 1000.0 -1000.0 -0.041 -1000.0 Ephrin B reverse signaling 6.0 289.0 48.0 -0.041 0.019 1000.0 -1000.0 -0.057 -1000.0 IL2 signaling events mediated by PI3K 6.0 387.0 58.0 -0.18 0.05 1000.0 -1000.0 -0.062 -1000.0 Regulation of p38-alpha and p38-beta 6.0 329.0 54.0 -0.147 0.038 1000.0 -1000.0 -0.043 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 29.0 5.0 -0.003 0.009 1000.0 -1000.0 -0.016 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 365.0 68.0 -0.215 0.056 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by HDAC Class III 5.0 219.0 40.0 -0.213 0.024 1000.0 -1000.0 -0.037 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 464.0 83.0 -0.259 0.04 1000.0 -1000.0 -0.062 -1000.0 Regulation of Telomerase 5.0 512.0 102.0 -0.162 0.037 1000.0 -1000.0 -0.093 -1000.0 Insulin Pathway 5.0 380.0 74.0 -0.265 0.04 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by PRL 5.0 173.0 34.0 -0.097 0.025 1000.0 -1000.0 -0.021 -1000.0 BARD1 signaling events 4.0 282.0 57.0 -0.137 0.045 1000.0 -1000.0 -0.052 -1000.0 IFN-gamma pathway 4.0 278.0 68.0 -0.164 0.056 1000.0 -1000.0 -0.081 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 178.0 37.0 -0.031 0.036 1000.0 -1000.0 -0.047 -1000.0 TRAIL signaling pathway 4.0 195.0 48.0 -0.013 0.045 1000.0 -1000.0 -0.054 -1000.0 Syndecan-3-mediated signaling events 4.0 155.0 35.0 -0.134 0.044 1000.0 -1000.0 -0.04 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 194.0 45.0 -0.033 0.065 1000.0 -1000.0 -0.071 -1000.0 EPHB forward signaling 4.0 374.0 85.0 -0.038 0.042 1000.0 -1000.0 -0.074 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 366.0 74.0 -0.252 0.074 1000.0 -1000.0 -0.069 -1000.0 Arf6 trafficking events 4.0 295.0 71.0 -0.419 0.048 1000.0 -1000.0 -0.062 -1000.0 E-cadherin signaling events 4.0 22.0 5.0 -0.004 0.017 1000.0 -1000.0 -0.016 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 0.004 0.017 1000.0 -1000.0 -0.01 -1000.0 EPO signaling pathway 3.0 218.0 55.0 -0.046 0.05 1000.0 -1000.0 -0.076 -1000.0 Ceramide signaling pathway 3.0 250.0 76.0 -0.252 0.042 1000.0 -1000.0 -0.034 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 59.0 15.0 0.0 0.031 1000.0 -1000.0 -0.021 -1000.0 Retinoic acid receptors-mediated signaling 3.0 175.0 58.0 -0.078 0.033 1000.0 -1000.0 -0.063 -1000.0 TCGA08_rtk_signaling 3.0 86.0 26.0 -0.075 0.044 1000.0 -1000.0 -0.019 -1000.0 PDGFR-beta signaling pathway 3.0 369.0 97.0 -0.059 0.057 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by HDAC Class II 2.0 161.0 75.0 -0.08 0.037 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 199.0 76.0 -0.015 0.056 1000.0 -1000.0 -0.068 -1000.0 Class I PI3K signaling events 2.0 159.0 73.0 -0.056 0.037 1000.0 -1000.0 -0.055 -1000.0 E-cadherin signaling in keratinocytes 2.0 109.0 43.0 -0.044 0.046 1000.0 -1000.0 -0.05 -1000.0 p38 MAPK signaling pathway 2.0 97.0 44.0 -0.035 0.044 1000.0 -1000.0 -0.051 -1000.0 Canonical NF-kappaB pathway 1.0 64.0 39.0 -0.026 0.087 1000.0 -1000.0 -0.063 -1000.0 Insulin-mediated glucose transport 1.0 44.0 32.0 -0.145 0.038 1000.0 -1000.0 -0.048 -1000.0 ceramide signaling pathway 1.0 68.0 49.0 -0.024 0.048 1000.0 -1000.0 -0.032 -1000.0 HIF-2-alpha transcription factor network 1.0 44.0 43.0 -0.154 0.157 1000.0 -1000.0 -0.059 -1000.0 FoxO family signaling 1.0 95.0 64.0 -0.077 0.097 1000.0 -1000.0 -0.05 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 62.0 36.0 -0.033 0.035 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 130.0 125.0 -0.041 0.097 1000.0 -1000.0 -0.077 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 0.004 0.051 1000.0 -1000.0 -0.036 -1000.0 Circadian rhythm pathway 0.0 20.0 22.0 -0.015 0.049 1000.0 -1000.0 -0.032 -1000.0 Arf6 downstream pathway 0.0 8.0 43.0 -0.036 0.037 1000.0 -1000.0 -0.034 -1000.0 mTOR signaling pathway 0.0 50.0 53.0 -0.006 0.039 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by HDAC Class I 0.0 62.0 104.0 -0.009 0.063 1000.0 -1000.0 -0.055 -1000.0 Atypical NF-kappaB pathway 0.0 22.0 31.0 -0.0 0.052 1000.0 -1000.0 -0.03 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.0 0.036 1000.0 -1000.0 -0.043 -1000.0 VEGFR1 specific signals 0.0 48.0 56.0 -0.048 0.069 1000.0 -1000.0 -0.033 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.0 0.037 1000.0 -1000.0 -0.03 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.044 1000.0 -1000.0 -0.024 -1000.0 Total 1847 108365 7203 -23.4206656112 -993.409111654 131000 -131000 -6.67518914423 -131000