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 185.0 9439.0 51.0 -0.04 0.813 1000.0 -1000.0 -0.097 -1000.0 Glypican 2 network 132.0 530.0 4.0 0.085 0.137 1000.0 -1000.0 0.018 -1000.0 Angiopoietin receptor Tie2-mediated signaling 107.0 9471.0 88.0 -0.534 0.106 1000.0 -1000.0 -0.056 -1000.0 Aurora B signaling 101.0 6781.0 67.0 -0.155 0.288 1000.0 -1000.0 -0.029 -1000.0 HIF-1-alpha transcription factor network 95.0 7246.0 76.0 -0.053 0.437 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by the Hedgehog family 83.0 4326.0 52.0 -0.222 0.105 1000.0 -1000.0 -0.026 -1000.0 PLK1 signaling events 63.0 5357.0 85.0 -0.053 0.204 1000.0 -1000.0 -0.025 -1000.0 Endothelins 63.0 6068.0 96.0 -0.296 0.199 1000.0 -1000.0 -0.031 -1000.0 Aurora C signaling 54.0 384.0 7.0 -0.0 0.172 1000.0 -1000.0 -0.01 -1000.0 Visual signal transduction: Cones 48.0 1839.0 38.0 -0.087 0.12 1000.0 -1000.0 -0.017 -1000.0 Signaling mediated by p38-alpha and p38-beta 48.0 2113.0 44.0 -0.098 0.021 1000.0 -1000.0 -0.016 -1000.0 Osteopontin-mediated events 44.0 1675.0 38.0 -0.004 0.251 1000.0 -1000.0 -0.018 -1000.0 Fc-epsilon receptor I signaling in mast cells 44.0 4272.0 97.0 -0.105 0.022 1000.0 -1000.0 -0.055 -1000.0 FOXA2 and FOXA3 transcription factor networks 43.0 1997.0 46.0 -0.205 0.154 1000.0 -1000.0 -0.08 -1000.0 Signaling events regulated by Ret tyrosine kinase 43.0 3549.0 82.0 -0.081 0.063 1000.0 -1000.0 -0.042 -1000.0 IL4-mediated signaling events 42.0 3865.0 91.0 -0.648 0.356 1000.0 -1000.0 -0.1 -1000.0 BMP receptor signaling 40.0 3308.0 81.0 -0.177 0.232 1000.0 -1000.0 -0.022 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 40.0 2088.0 52.0 -0.139 0.045 1000.0 -1000.0 -0.031 -1000.0 amb2 Integrin signaling 39.0 3228.0 82.0 -0.296 0.077 1000.0 -1000.0 -0.03 -1000.0 Visual signal transduction: Rods 37.0 1942.0 52.0 -0.087 0.102 1000.0 -1000.0 -0.033 -1000.0 Ephrin B reverse signaling 36.0 1751.0 48.0 -0.079 0.08 1000.0 -1000.0 -0.03 -1000.0 IL23-mediated signaling events 33.0 2011.0 60.0 -0.191 0.028 1000.0 -1000.0 -0.083 -1000.0 p75(NTR)-mediated signaling 31.0 3959.0 125.0 -0.139 0.14 1000.0 -1000.0 -0.043 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 31.0 2167.0 68.0 -0.149 0.064 1000.0 -1000.0 -0.049 -1000.0 Syndecan-1-mediated signaling events 29.0 993.0 34.0 -0.0 0.218 1000.0 -1000.0 -0.023 -1000.0 Integrins in angiogenesis 28.0 2422.0 84.0 -0.084 0.247 1000.0 -1000.0 -0.033 -1000.0 TCGA08_retinoblastoma 28.0 226.0 8.0 -0.022 0.1 1000.0 -1000.0 -0.002 -1000.0 LPA4-mediated signaling events 27.0 325.0 12.0 -0.073 0.0 1000.0 -1000.0 -0.015 -1000.0 HIF-2-alpha transcription factor network 27.0 1169.0 43.0 -0.135 0.148 1000.0 -1000.0 -0.031 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 27.0 3274.0 120.0 -0.164 0.143 1000.0 -1000.0 -0.04 -1000.0 Arf6 signaling events 26.0 1631.0 62.0 -0.106 0.075 1000.0 -1000.0 -0.017 -1000.0 TCGA08_p53 26.0 185.0 7.0 -0.021 0.02 1000.0 -1000.0 -0.01 -1000.0 Glucocorticoid receptor regulatory network 25.0 2857.0 114.0 -0.271 0.175 1000.0 -1000.0 -0.038 -1000.0 Thromboxane A2 receptor signaling 24.0 2559.0 105.0 -0.102 0.075 1000.0 -1000.0 -0.038 -1000.0 Aurora A signaling 24.0 1468.0 60.0 -0.029 0.191 1000.0 -1000.0 -0.02 -1000.0 Reelin signaling pathway 24.0 1380.0 56.0 -0.039 0.048 1000.0 -1000.0 -0.023 -1000.0 Canonical Wnt signaling pathway 24.0 1265.0 51.0 -0.206 0.095 1000.0 -1000.0 -0.036 -1000.0 EGFR-dependent Endothelin signaling events 24.0 513.0 21.0 -0.024 0.075 1000.0 -1000.0 -0.03 -1000.0 Presenilin action in Notch and Wnt signaling 23.0 1454.0 61.0 -0.206 0.095 1000.0 -1000.0 -0.034 -1000.0 IL6-mediated signaling events 23.0 1726.0 75.0 -0.149 0.053 1000.0 -1000.0 -0.047 -1000.0 FoxO family signaling 22.0 1469.0 64.0 0.0 0.209 1000.0 -1000.0 -0.041 -1000.0 Glypican 1 network 21.0 1030.0 48.0 -0.052 0.038 1000.0 -1000.0 -0.021 -1000.0 Effects of Botulinum toxin 21.0 560.0 26.0 -0.0 0.043 1000.0 -1000.0 -0.01 -1000.0 Nongenotropic Androgen signaling 20.0 1076.0 52.0 -0.069 0.049 1000.0 -1000.0 -0.019 -1000.0 S1P4 pathway 20.0 501.0 25.0 -0.028 0.028 1000.0 -1000.0 -0.014 -1000.0 ErbB4 signaling events 19.0 1315.0 69.0 -0.112 0.14 1000.0 -1000.0 -0.028 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 19.0 649.0 33.0 -0.077 0.098 1000.0 -1000.0 -0.017 -1000.0 Syndecan-4-mediated signaling events 18.0 1207.0 67.0 -0.045 0.135 1000.0 -1000.0 -0.026 -1000.0 ErbB2/ErbB3 signaling events 17.0 1139.0 65.0 -0.051 0.03 1000.0 -1000.0 -0.065 -1000.0 PDGFR-alpha signaling pathway 17.0 781.0 44.0 -0.184 0.038 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 17.0 1091.0 62.0 -0.076 0.043 1000.0 -1000.0 -0.038 -1000.0 Wnt signaling 17.0 125.0 7.0 -0.026 0.039 1000.0 -1000.0 -0.012 -1000.0 LPA receptor mediated events 17.0 1812.0 102.0 -0.055 0.072 1000.0 -1000.0 -0.048 -1000.0 Noncanonical Wnt signaling pathway 16.0 424.0 26.0 -0.048 0.039 1000.0 -1000.0 -0.025 -1000.0 Syndecan-2-mediated signaling events 16.0 1146.0 69.0 -0.045 0.057 1000.0 -1000.0 -0.027 -1000.0 Calcium signaling in the CD4+ TCR pathway 16.0 496.0 31.0 -0.037 0.034 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 16.0 2060.0 125.0 -0.184 0.042 1000.0 -1000.0 -0.039 -1000.0 Regulation of Androgen receptor activity 16.0 1183.0 70.0 -0.137 0.123 1000.0 -1000.0 -0.031 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 15.0 518.0 34.0 -0.036 0.06 1000.0 -1000.0 -0.027 -1000.0 Ceramide signaling pathway 15.0 1184.0 76.0 -0.02 0.075 1000.0 -1000.0 -0.021 -1000.0 S1P5 pathway 15.0 270.0 17.0 -0.019 0.021 1000.0 -1000.0 -0.003 -1000.0 FAS signaling pathway (CD95) 15.0 731.0 47.0 -0.23 0.035 1000.0 -1000.0 -0.047 -1000.0 EPHB forward signaling 15.0 1302.0 85.0 -0.033 0.089 1000.0 -1000.0 -0.044 -1000.0 Class IB PI3K non-lipid kinase events 15.0 45.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.025 -1000.0 PLK2 and PLK4 events 14.0 42.0 3.0 -0.007 0.038 1000.0 -1000.0 -0.017 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 14.0 781.0 54.0 -0.033 0.11 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PTP1B 14.0 1073.0 76.0 -0.052 0.075 1000.0 -1000.0 -0.039 -1000.0 Coregulation of Androgen receptor activity 13.0 1028.0 76.0 -0.06 0.097 1000.0 -1000.0 -0.022 -1000.0 IL12-mediated signaling events 13.0 1194.0 87.0 -0.133 0.06 1000.0 -1000.0 -0.061 -1000.0 Nectin adhesion pathway 13.0 834.0 63.0 -0.04 0.051 1000.0 -1000.0 -0.052 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1241.0 93.0 -0.031 0.033 1000.0 -1000.0 -0.037 -1000.0 BCR signaling pathway 13.0 1351.0 99.0 -0.045 0.082 1000.0 -1000.0 -0.058 -1000.0 Plasma membrane estrogen receptor signaling 13.0 1199.0 86.0 -0.063 0.06 1000.0 -1000.0 -0.033 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 12.0 1064.0 85.0 -0.065 0.036 1000.0 -1000.0 -0.027 -1000.0 S1P1 pathway 12.0 455.0 36.0 -0.086 0.021 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 12.0 974.0 78.0 -0.042 0.023 1000.0 -1000.0 -0.039 -1000.0 Caspase cascade in apoptosis 11.0 846.0 74.0 -0.03 0.077 1000.0 -1000.0 -0.026 -1000.0 BARD1 signaling events 11.0 682.0 57.0 -0.047 0.117 1000.0 -1000.0 -0.035 -1000.0 Syndecan-3-mediated signaling events 11.0 385.0 35.0 -0.114 0.047 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class III 10.0 433.0 40.0 -0.06 0.066 1000.0 -1000.0 -0.031 -1000.0 Regulation of p38-alpha and p38-beta 10.0 571.0 54.0 -0.039 0.058 1000.0 -1000.0 -0.04 -1000.0 IL2 signaling events mediated by STAT5 10.0 223.0 22.0 -0.028 0.1 1000.0 -1000.0 -0.025 -1000.0 IL27-mediated signaling events 9.0 509.0 51.0 -0.043 0.036 1000.0 -1000.0 -0.04 -1000.0 PDGFR-beta signaling pathway 9.0 887.0 97.0 -0.038 0.053 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by PRL 9.0 308.0 34.0 -0.023 0.088 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events 8.0 632.0 73.0 -0.04 0.053 1000.0 -1000.0 -0.025 -1000.0 VEGFR1 specific signals 8.0 467.0 56.0 -0.184 0.05 1000.0 -1000.0 -0.024 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 197.0 28.0 -0.018 0.033 1000.0 -1000.0 -0.018 -1000.0 Ephrin A reverse signaling 7.0 55.0 7.0 -0.014 0.03 1000.0 -1000.0 -0.009 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 7.0 580.0 74.0 -0.094 0.075 1000.0 -1000.0 -0.046 -1000.0 Insulin Pathway 7.0 566.0 74.0 -0.1 0.052 1000.0 -1000.0 -0.037 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 934.0 136.0 -0.17 0.075 1000.0 -1000.0 -0.025 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 116.0 17.0 -0.008 0.047 1000.0 -1000.0 -0.018 -1000.0 Cellular roles of Anthrax toxin 6.0 260.0 39.0 -0.031 0.029 1000.0 -1000.0 -0.016 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 453.0 65.0 -0.133 0.048 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 6.0 347.0 55.0 -0.026 0.045 1000.0 -1000.0 -0.026 -1000.0 mTOR signaling pathway 6.0 355.0 53.0 -0.062 0.025 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 6.0 421.0 68.0 -0.03 0.061 1000.0 -1000.0 -0.039 -1000.0 ceramide signaling pathway 6.0 308.0 49.0 -0.01 0.027 1000.0 -1000.0 -0.026 -1000.0 Retinoic acid receptors-mediated signaling 6.0 384.0 58.0 -0.091 0.041 1000.0 -1000.0 -0.041 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 278.0 45.0 -0.024 0.05 1000.0 -1000.0 -0.03 -1000.0 Arf6 trafficking events 6.0 483.0 71.0 -0.038 0.039 1000.0 -1000.0 -0.031 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 103.0 17.0 -0.005 0.031 1000.0 -1000.0 -0.02 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 470.0 83.0 -0.057 0.041 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by HDAC Class I 5.0 556.0 104.0 -0.035 0.048 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 76.0 15.0 -0.018 0.022 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 417.0 76.0 -0.033 0.055 1000.0 -1000.0 -0.044 -1000.0 Regulation of Telomerase 5.0 555.0 102.0 -0.021 0.096 1000.0 -1000.0 -0.044 -1000.0 S1P3 pathway 5.0 220.0 42.0 -0.025 0.035 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 4.0 196.0 43.0 -0.05 0.054 1000.0 -1000.0 -0.026 -1000.0 IL2 signaling events mediated by PI3K 4.0 267.0 58.0 -0.014 0.07 1000.0 -1000.0 -0.028 -1000.0 TCGA08_rtk_signaling 4.0 129.0 26.0 -0.01 0.048 1000.0 -1000.0 -0.009 -1000.0 IGF1 pathway 4.0 229.0 57.0 -0.032 0.048 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling in keratinocytes 4.0 189.0 43.0 -0.015 0.04 1000.0 -1000.0 -0.02 -1000.0 p38 MAPK signaling pathway 4.0 213.0 44.0 -0.009 0.061 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 3.0 286.0 75.0 -0.02 0.057 1000.0 -1000.0 -0.023 -1000.0 Circadian rhythm pathway 3.0 74.0 22.0 -0.004 0.048 1000.0 -1000.0 -0.033 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 262.0 68.0 -0.028 0.046 1000.0 -1000.0 -0.025 -1000.0 Canonical NF-kappaB pathway 2.0 99.0 39.0 -0.017 0.043 1000.0 -1000.0 -0.019 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 76.0 37.0 -0.026 0.051 1000.0 -1000.0 -0.021 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.02 0.03 1000.0 -1000.0 0.016 -1000.0 Insulin-mediated glucose transport 1.0 61.0 32.0 -0.016 0.038 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 1.0 84.0 48.0 -0.018 0.046 1000.0 -1000.0 -0.021 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 58.0 36.0 -0.036 0.039 1000.0 -1000.0 -0.026 -1000.0 Atypical NF-kappaB pathway 1.0 38.0 31.0 -0.018 0.03 1000.0 -1000.0 -0.018 -1000.0 Rapid glucocorticoid signaling 1.0 35.0 20.0 -0.008 0.027 1000.0 -1000.0 -0.01 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.039 1000.0 -1000.0 0.018 -1000.0 Arf1 pathway 1.0 100.0 54.0 -0.008 0.034 1000.0 -1000.0 -0.013 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 22.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.013 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 21.0 27.0 -0.019 0.046 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.056 1000.0 -1000.0 0.0 -1000.0 Total 2743 162692 7203 -9.61660158921 10.9429262502 131000 -131000 -3.81934062402 -131000