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 276.0 21023.0 76.0 -0.045 0.609 1000.0 -1000.0 -0.116 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 257.0 8760.0 34.0 -0.343 0.02 1000.0 -1000.0 -0.03 -1000.0 EGFR-dependent Endothelin signaling events 179.0 3762.0 21.0 -0.369 0.032 1000.0 -1000.0 -0.038 -1000.0 TCR signaling in naïve CD8+ T cells 139.0 13008.0 93.0 -0.236 0.203 1000.0 -1000.0 -0.045 -1000.0 FOXA2 and FOXA3 transcription factor networks 131.0 6040.0 46.0 -0.827 0.022 1000.0 -1000.0 -0.126 -1000.0 IL12-mediated signaling events 114.0 9951.0 87.0 -0.137 0.315 1000.0 -1000.0 -0.096 -1000.0 PDGFR-alpha signaling pathway 113.0 5015.0 44.0 -0.148 0.028 1000.0 -1000.0 -0.034 -1000.0 FOXM1 transcription factor network 87.0 4475.0 51.0 0.019 0.274 1000.0 -1000.0 -0.146 -1000.0 Glypican 1 network 76.0 3666.0 48.0 -0.213 0.093 1000.0 -1000.0 -0.029 -1000.0 BMP receptor signaling 72.0 5857.0 81.0 -0.319 0.039 1000.0 -1000.0 -0.041 -1000.0 TCGA08_p53 68.0 478.0 7.0 -0.066 0.036 1000.0 -1000.0 -0.014 -1000.0 HIF-2-alpha transcription factor network 63.0 2731.0 43.0 -0.25 0.254 1000.0 -1000.0 -0.064 -1000.0 TCGA08_retinoblastoma 63.0 507.0 8.0 -0.048 0.173 1000.0 -1000.0 -0.002 -1000.0 Reelin signaling pathway 59.0 3308.0 56.0 -0.108 0.053 1000.0 -1000.0 -0.038 -1000.0 JNK signaling in the CD4+ TCR pathway 50.0 853.0 17.0 0.018 0.104 1000.0 -1000.0 -0.034 -1000.0 Calcium signaling in the CD4+ TCR pathway 50.0 1575.0 31.0 -0.003 0.19 1000.0 -1000.0 -0.049 -1000.0 amb2 Integrin signaling 47.0 3916.0 82.0 -0.292 0.103 1000.0 -1000.0 -0.037 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 46.0 3463.0 74.0 -0.369 0.046 1000.0 -1000.0 -0.061 -1000.0 IL23-mediated signaling events 45.0 2729.0 60.0 -0.01 0.231 1000.0 -1000.0 -0.136 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 43.0 2365.0 54.0 -0.108 0.141 1000.0 -1000.0 -0.052 -1000.0 Coregulation of Androgen receptor activity 41.0 3170.0 76.0 -0.714 0.17 1000.0 -1000.0 -0.026 -1000.0 Ephrin A reverse signaling 39.0 275.0 7.0 -0.014 0.021 1000.0 -1000.0 -0.016 -1000.0 Arf6 signaling events 39.0 2472.0 62.0 -0.369 0.084 1000.0 -1000.0 -0.045 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 39.0 2682.0 68.0 -0.192 0.21 1000.0 -1000.0 -0.085 -1000.0 IL27-mediated signaling events 37.0 1928.0 51.0 -0.594 0.321 1000.0 -1000.0 -0.053 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 37.0 1229.0 33.0 -0.12 0.17 1000.0 -1000.0 -0.039 -1000.0 Aurora B signaling 37.0 2512.0 67.0 -0.091 0.132 1000.0 -1000.0 -0.044 -1000.0 Syndecan-1-mediated signaling events 34.0 1179.0 34.0 -0.052 0.094 1000.0 -1000.0 -0.041 -1000.0 Aurora C signaling 34.0 242.0 7.0 -0.0 0.096 1000.0 -1000.0 -0.013 -1000.0 Fc-epsilon receptor I signaling in mast cells 34.0 3335.0 97.0 -0.246 0.104 1000.0 -1000.0 -0.052 -1000.0 Effects of Botulinum toxin 34.0 894.0 26.0 -0.046 0.089 1000.0 -1000.0 -0.01 -1000.0 Noncanonical Wnt signaling pathway 31.0 827.0 26.0 -0.091 0.025 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by STAT5 31.0 700.0 22.0 -0.017 0.107 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by the Hedgehog family 30.0 1580.0 52.0 -0.074 0.094 1000.0 -1000.0 -0.048 -1000.0 IL4-mediated signaling events 30.0 2794.0 91.0 -0.488 0.147 1000.0 -1000.0 -0.171 -1000.0 Ceramide signaling pathway 28.0 2190.0 76.0 -0.369 0.167 1000.0 -1000.0 -0.038 -1000.0 Glypican 2 network 28.0 114.0 4.0 0.032 0.047 1000.0 -1000.0 0.014 -1000.0 IL6-mediated signaling events 28.0 2156.0 75.0 -0.014 0.153 1000.0 -1000.0 -0.073 -1000.0 PLK1 signaling events 27.0 2347.0 85.0 -0.123 0.071 1000.0 -1000.0 -0.026 -1000.0 Wnt signaling 27.0 189.0 7.0 -0.05 0.025 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by PTP1B 24.0 1879.0 76.0 -0.373 0.076 1000.0 -1000.0 -0.039 -1000.0 FoxO family signaling 24.0 1582.0 64.0 -0.54 0.105 1000.0 -1000.0 -0.074 -1000.0 IL2 signaling events mediated by PI3K 23.0 1339.0 58.0 -0.015 0.108 1000.0 -1000.0 -0.048 -1000.0 Integrins in angiogenesis 23.0 1958.0 84.0 -0.167 0.093 1000.0 -1000.0 -0.053 -1000.0 Syndecan-4-mediated signaling events 23.0 1590.0 67.0 -0.187 0.1 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events 22.0 1650.0 73.0 -0.02 0.113 1000.0 -1000.0 -0.045 -1000.0 Angiopoietin receptor Tie2-mediated signaling 22.0 1985.0 88.0 -0.152 0.061 1000.0 -1000.0 -0.063 -1000.0 Endothelins 21.0 2058.0 96.0 -0.316 0.065 1000.0 -1000.0 -0.05 -1000.0 Thromboxane A2 receptor signaling 20.0 2176.0 105.0 -0.369 0.042 1000.0 -1000.0 -0.048 -1000.0 Syndecan-2-mediated signaling events 20.0 1408.0 69.0 -0.292 0.037 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-alpha and p38-beta 20.0 880.0 44.0 -0.049 0.025 1000.0 -1000.0 -0.035 -1000.0 LPA receptor mediated events 20.0 2113.0 102.0 -0.072 0.094 1000.0 -1000.0 -0.062 -1000.0 VEGFR1 specific signals 20.0 1154.0 56.0 -0.021 0.107 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 20.0 1591.0 78.0 -0.143 0.07 1000.0 -1000.0 -0.069 -1000.0 Caspase cascade in apoptosis 19.0 1472.0 74.0 -0.261 0.064 1000.0 -1000.0 -0.045 -1000.0 p75(NTR)-mediated signaling 19.0 2376.0 125.0 -0.187 0.072 1000.0 -1000.0 -0.059 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 19.0 866.0 45.0 0.005 0.116 1000.0 -1000.0 -0.054 -1000.0 BCR signaling pathway 19.0 1926.0 99.0 -0.017 0.088 1000.0 -1000.0 -0.053 -1000.0 IFN-gamma pathway 18.0 1241.0 68.0 -0.1 0.09 1000.0 -1000.0 -0.055 -1000.0 Signaling events regulated by Ret tyrosine kinase 18.0 1500.0 82.0 -0.076 0.025 1000.0 -1000.0 -0.053 -1000.0 TCGA08_rtk_signaling 18.0 469.0 26.0 -0.146 0.022 1000.0 -1000.0 -0.031 -1000.0 Regulation of Telomerase 17.0 1734.0 102.0 -0.368 0.095 1000.0 -1000.0 -0.059 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 17.0 2102.0 120.0 -0.068 0.054 1000.0 -1000.0 -0.049 -1000.0 S1P1 pathway 16.0 576.0 36.0 -0.038 0.093 1000.0 -1000.0 -0.045 -1000.0 Nongenotropic Androgen signaling 16.0 858.0 52.0 -0.056 0.037 1000.0 -1000.0 -0.03 -1000.0 E-cadherin signaling in the nascent adherens junction 16.0 1276.0 76.0 -0.069 0.035 1000.0 -1000.0 -0.053 -1000.0 Plasma membrane estrogen receptor signaling 16.0 1384.0 86.0 -0.142 0.058 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Rods 16.0 848.0 52.0 -0.063 0.067 1000.0 -1000.0 -0.047 -1000.0 Presenilin action in Notch and Wnt signaling 15.0 960.0 61.0 -0.09 0.052 1000.0 -1000.0 -0.041 -1000.0 Glucocorticoid receptor regulatory network 15.0 1784.0 114.0 -0.232 0.058 1000.0 -1000.0 -0.068 -1000.0 FAS signaling pathway (CD95) 15.0 741.0 47.0 -0.029 0.1 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling in keratinocytes 15.0 667.0 43.0 -0.152 0.02 1000.0 -1000.0 -0.037 -1000.0 Regulation of Androgen receptor activity 15.0 1063.0 70.0 -0.839 0.054 1000.0 -1000.0 -0.051 -1000.0 Aurora A signaling 14.0 855.0 60.0 -0.054 0.067 1000.0 -1000.0 -0.03 -1000.0 IGF1 pathway 14.0 808.0 57.0 -0.104 0.055 1000.0 -1000.0 -0.045 -1000.0 EPO signaling pathway 13.0 760.0 55.0 -0.002 0.072 1000.0 -1000.0 -0.051 -1000.0 PLK2 and PLK4 events 12.0 38.0 3.0 -0.013 -1000.0 1000.0 -1000.0 -0.022 -1000.0 mTOR signaling pathway 12.0 686.0 53.0 -0.053 0.025 1000.0 -1000.0 -0.038 -1000.0 Class I PI3K signaling events mediated by Akt 12.0 847.0 68.0 -0.022 0.038 1000.0 -1000.0 -0.04 -1000.0 ceramide signaling pathway 12.0 605.0 49.0 -0.004 0.045 1000.0 -1000.0 -0.044 -1000.0 Canonical Wnt signaling pathway 12.0 635.0 51.0 -0.09 0.064 1000.0 -1000.0 -0.051 -1000.0 PDGFR-beta signaling pathway 12.0 1176.0 97.0 -0.03 0.048 1000.0 -1000.0 -0.052 -1000.0 Regulation of nuclear SMAD2/3 signaling 11.0 1607.0 136.0 -0.189 0.106 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling events 11.0 56.0 5.0 0.005 0.017 1000.0 -1000.0 0.013 -1000.0 ErbB4 signaling events 10.0 757.0 69.0 -0.146 0.104 1000.0 -1000.0 -0.042 -1000.0 Osteopontin-mediated events 10.0 381.0 38.0 -0.037 0.034 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 10.0 882.0 85.0 -0.043 0.049 1000.0 -1000.0 -0.057 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 9.0 813.0 85.0 -0.05 0.043 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 9.0 603.0 63.0 -0.035 0.04 1000.0 -1000.0 -0.052 -1000.0 Syndecan-3-mediated signaling events 9.0 347.0 35.0 -0.02 0.052 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 8.0 548.0 65.0 -0.04 0.035 1000.0 -1000.0 -0.054 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 245.0 28.0 -0.009 0.049 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 8.0 1058.0 125.0 -0.022 0.104 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by PRL 8.0 282.0 34.0 -0.04 0.032 1000.0 -1000.0 -0.037 -1000.0 LPA4-mediated signaling events 7.0 90.0 12.0 -0.022 0.019 1000.0 -1000.0 -0.021 -1000.0 Arf6 downstream pathway 7.0 323.0 43.0 -0.033 0.034 1000.0 -1000.0 -0.028 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 7.0 293.0 37.0 -0.028 0.072 1000.0 -1000.0 -0.035 -1000.0 IL1-mediated signaling events 7.0 484.0 62.0 -0.047 0.041 1000.0 -1000.0 -0.053 -1000.0 Ephrin B reverse signaling 7.0 367.0 48.0 -0.032 0.035 1000.0 -1000.0 -0.033 -1000.0 Arf6 trafficking events 7.0 545.0 71.0 -0.09 0.035 1000.0 -1000.0 -0.033 -1000.0 S1P3 pathway 7.0 307.0 42.0 -0.016 0.094 1000.0 -1000.0 -0.055 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.019 0.019 1000.0 -1000.0 -0.014 -1000.0 S1P5 pathway 6.0 113.0 17.0 -0.004 0.049 1000.0 -1000.0 -0.014 -1000.0 Regulation of p38-alpha and p38-beta 6.0 346.0 54.0 -0.025 0.045 1000.0 -1000.0 -0.047 -1000.0 S1P4 pathway 6.0 174.0 25.0 -0.006 0.049 1000.0 -1000.0 -0.026 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 112.0 17.0 -0.017 0.035 1000.0 -1000.0 -0.033 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 5.0 117.0 23.0 -0.044 0.038 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 5.0 226.0 38.0 -0.018 0.041 1000.0 -1000.0 -0.023 -1000.0 Cellular roles of Anthrax toxin 5.0 206.0 39.0 -0.019 0.026 1000.0 -1000.0 -0.02 -1000.0 Insulin-mediated glucose transport 5.0 181.0 32.0 -0.018 0.038 1000.0 -1000.0 -0.032 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 5.0 260.0 52.0 -0.054 0.054 1000.0 -1000.0 -0.051 -1000.0 Insulin Pathway 5.0 417.0 74.0 -0.043 0.055 1000.0 -1000.0 -0.046 -1000.0 p38 MAPK signaling pathway 5.0 247.0 44.0 -0.033 0.041 1000.0 -1000.0 -0.027 -1000.0 Canonical NF-kappaB pathway 4.0 182.0 39.0 -0.019 0.057 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 4.0 297.0 65.0 -0.022 0.052 1000.0 -1000.0 -0.051 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 348.0 83.0 -0.025 0.037 1000.0 -1000.0 -0.032 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 61.0 15.0 -0.023 0.02 1000.0 -1000.0 -0.031 -1000.0 BARD1 signaling events 3.0 218.0 57.0 -0.043 0.053 1000.0 -1000.0 -0.035 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 16.0 5.0 0.02 0.032 1000.0 -1000.0 0.01 -1000.0 Signaling events mediated by HDAC Class III 3.0 140.0 40.0 -0.038 0.038 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class I 3.0 325.0 104.0 -0.038 0.052 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 3.0 196.0 58.0 -0.048 0.034 1000.0 -1000.0 -0.044 -1000.0 Atypical NF-kappaB pathway 3.0 107.0 31.0 -0.026 0.025 1000.0 -1000.0 -0.031 -1000.0 Arf1 pathway 3.0 212.0 54.0 -0.013 0.04 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 1.0 77.0 75.0 -0.02 0.041 1000.0 -1000.0 -0.031 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 43.0 36.0 -0.038 0.042 1000.0 -1000.0 -0.026 -1000.0 Circadian rhythm pathway 0.0 20.0 22.0 -0.001 0.038 1000.0 -1000.0 -0.038 -1000.0 TRAIL signaling pathway 0.0 43.0 48.0 -0.019 0.047 1000.0 -1000.0 -0.035 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 19.0 27.0 -0.02 0.047 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 0.0 12.0 20.0 -0.009 0.025 1000.0 -1000.0 -0.014 -1000.0 Alternative NF-kappaB pathway 0.0 6.0 13.0 0.0 0.043 1000.0 -1000.0 0.0 -1000.0 Total 3642 204643 7203 -15.0760381153 -989.789162425 131000 -131000 -5.65081049619 -131000