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 Lissencephaly gene (LIS1) in neuronal migration and development 63.0 3405.0 54.0 -0.265 0.037 1000.0 -1000.0 -0.031 -1000.0 FOXA2 and FOXA3 transcription factor networks 51.0 2348.0 46.0 -0.635 0.03 1000.0 -1000.0 -0.151 -1000.0 Aurora C signaling 38.0 272.0 7.0 -0.411 0.036 1000.0 -1000.0 -0.014 -1000.0 Signaling events regulated by Ret tyrosine kinase 38.0 3128.0 82.0 -0.107 0.027 1000.0 -1000.0 -0.054 -1000.0 Effects of Botulinum toxin 37.0 967.0 26.0 -0.124 0.026 1000.0 -1000.0 -0.006 -1000.0 Wnt signaling 34.0 240.0 7.0 -0.069 0.022 1000.0 -1000.0 -0.016 -1000.0 Reelin signaling pathway 33.0 1867.0 56.0 -0.102 0.055 1000.0 -1000.0 -0.036 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 31.0 1078.0 34.0 -0.059 0.027 1000.0 -1000.0 -0.032 -1000.0 IL4-mediated signaling events 31.0 2835.0 91.0 -0.718 0.583 1000.0 -1000.0 -0.195 -1000.0 Fc-epsilon receptor I signaling in mast cells 30.0 2918.0 97.0 -0.099 0.033 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 30.0 2375.0 78.0 -0.203 0.059 1000.0 -1000.0 -0.065 -1000.0 p75(NTR)-mediated signaling 29.0 3740.0 125.0 -0.135 0.069 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by the Hedgehog family 26.0 1375.0 52.0 -0.074 0.05 1000.0 -1000.0 -0.053 -1000.0 Ephrin A reverse signaling 25.0 180.0 7.0 -0.015 0.008 1000.0 -1000.0 -0.008 -1000.0 Glypican 1 network 25.0 1234.0 48.0 -0.092 0.047 1000.0 -1000.0 -0.027 -1000.0 Canonical Wnt signaling pathway 25.0 1310.0 51.0 -0.265 0.108 1000.0 -1000.0 -0.058 -1000.0 Syndecan-2-mediated signaling events 24.0 1695.0 69.0 -0.136 0.043 1000.0 -1000.0 -0.042 -1000.0 IL23-mediated signaling events 24.0 1489.0 60.0 -0.607 0.027 1000.0 -1000.0 -0.133 -1000.0 Syndecan-1-mediated signaling events 23.0 813.0 34.0 -0.106 0.027 1000.0 -1000.0 -0.035 -1000.0 Noncanonical Wnt signaling pathway 22.0 589.0 26.0 -0.069 0.026 1000.0 -1000.0 -0.037 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1360.0 61.0 -0.264 0.069 1000.0 -1000.0 -0.05 -1000.0 BMP receptor signaling 21.0 1775.0 81.0 -0.204 0.048 1000.0 -1000.0 -0.047 -1000.0 Ephrin B reverse signaling 21.0 1030.0 48.0 -0.136 0.068 1000.0 -1000.0 -0.021 -1000.0 EPHB forward signaling 20.0 1724.0 85.0 -0.136 0.101 1000.0 -1000.0 -0.059 -1000.0 Aurora B signaling 20.0 1374.0 67.0 -0.295 0.07 1000.0 -1000.0 -0.044 -1000.0 BCR signaling pathway 19.0 1915.0 99.0 -0.265 0.034 1000.0 -1000.0 -0.05 -1000.0 Visual signal transduction: Cones 18.0 717.0 38.0 -0.038 0.046 1000.0 -1000.0 -0.011 -1000.0 Endothelins 18.0 1781.0 96.0 -0.206 0.027 1000.0 -1000.0 -0.066 -1000.0 TCGA08_retinoblastoma 18.0 146.0 8.0 -0.047 0.031 1000.0 -1000.0 -0.002 -1000.0 amb2 Integrin signaling 17.0 1434.0 82.0 -0.131 0.04 1000.0 -1000.0 -0.038 -1000.0 LPA receptor mediated events 17.0 1749.0 102.0 -0.117 0.036 1000.0 -1000.0 -0.064 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 16.0 861.0 52.0 -0.117 0.054 1000.0 -1000.0 -0.048 -1000.0 Glypican 2 network 16.0 66.0 4.0 0.003 0.017 1000.0 -1000.0 0.007 -1000.0 ErbB2/ErbB3 signaling events 15.0 979.0 65.0 -0.087 0.039 1000.0 -1000.0 -0.054 -1000.0 HIF-1-alpha transcription factor network 15.0 1188.0 76.0 -0.238 0.036 1000.0 -1000.0 -0.143 -1000.0 PDGFR-alpha signaling pathway 15.0 679.0 44.0 -0.249 0.214 1000.0 -1000.0 -0.049 -1000.0 TCGA08_p53 15.0 111.0 7.0 -0.04 0.026 1000.0 -1000.0 -0.009 -1000.0 TCR signaling in naïve CD8+ T cells 15.0 1467.0 93.0 -0.105 0.054 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 14.0 43.0 3.0 -0.004 -1000.0 1000.0 -1000.0 -0.015 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1703.0 120.0 -0.086 0.071 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Rods 13.0 684.0 52.0 -0.039 0.035 1000.0 -1000.0 -0.029 -1000.0 Arf6 signaling events 12.0 748.0 62.0 -0.095 0.058 1000.0 -1000.0 -0.034 -1000.0 Nongenotropic Androgen signaling 12.0 658.0 52.0 -0.031 0.042 1000.0 -1000.0 -0.038 -1000.0 Nectin adhesion pathway 11.0 724.0 63.0 -0.197 0.052 1000.0 -1000.0 -0.044 -1000.0 PLK1 signaling events 10.0 865.0 85.0 -0.026 0.045 1000.0 -1000.0 -0.036 -1000.0 Glucocorticoid receptor regulatory network 10.0 1218.0 114.0 -0.262 0.152 1000.0 -1000.0 -0.083 -1000.0 EGFR-dependent Endothelin signaling events 10.0 213.0 21.0 -0.028 0.039 1000.0 -1000.0 -0.04 -1000.0 PDGFR-beta signaling pathway 10.0 1009.0 97.0 -0.062 0.071 1000.0 -1000.0 -0.05 -1000.0 LPA4-mediated signaling events 9.0 108.0 12.0 -0.055 0.007 1000.0 -1000.0 -0.025 -1000.0 Osteopontin-mediated events 9.0 348.0 38.0 -0.132 0.04 1000.0 -1000.0 -0.045 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 343.0 37.0 -0.116 0.061 1000.0 -1000.0 -0.032 -1000.0 Syndecan-3-mediated signaling events 9.0 325.0 35.0 -0.13 0.069 1000.0 -1000.0 -0.024 -1000.0 Integrins in angiogenesis 9.0 821.0 84.0 -0.134 0.06 1000.0 -1000.0 -0.037 -1000.0 Syndecan-4-mediated signaling events 9.0 642.0 67.0 -0.13 0.03 1000.0 -1000.0 -0.043 -1000.0 FOXM1 transcription factor network 9.0 484.0 51.0 -0.093 0.028 1000.0 -1000.0 -0.187 -1000.0 Regulation of Androgen receptor activity 9.0 691.0 70.0 -0.19 0.033 1000.0 -1000.0 -0.047 -1000.0 ErbB4 signaling events 8.0 592.0 69.0 -0.105 0.044 1000.0 -1000.0 -0.041 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 702.0 85.0 -0.04 0.034 1000.0 -1000.0 -0.049 -1000.0 Ceramide signaling pathway 8.0 663.0 76.0 -0.022 0.071 1000.0 -1000.0 -0.03 -1000.0 IL1-mediated signaling events 8.0 511.0 62.0 -0.051 0.054 1000.0 -1000.0 -0.037 -1000.0 ceramide signaling pathway 8.0 410.0 49.0 0.0 0.039 1000.0 -1000.0 -0.033 -1000.0 FAS signaling pathway (CD95) 8.0 400.0 47.0 -0.09 0.04 1000.0 -1000.0 -0.042 -1000.0 Calcium signaling in the CD4+ TCR pathway 8.0 262.0 31.0 -0.106 0.027 1000.0 -1000.0 -0.045 -1000.0 IL27-mediated signaling events 8.0 458.0 51.0 -0.276 0.073 1000.0 -1000.0 -0.054 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 8.0 550.0 68.0 -0.196 0.029 1000.0 -1000.0 -0.101 -1000.0 Plasma membrane estrogen receptor signaling 8.0 748.0 86.0 -0.047 0.05 1000.0 -1000.0 -0.045 -1000.0 Cellular roles of Anthrax toxin 7.0 278.0 39.0 -0.019 0.027 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by PTP1B 7.0 595.0 76.0 -0.078 0.034 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events mediated by Akt 7.0 476.0 68.0 -0.042 0.045 1000.0 -1000.0 -0.039 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 632.0 83.0 -0.265 0.052 1000.0 -1000.0 -0.038 -1000.0 S1P1 pathway 7.0 277.0 36.0 -0.03 0.027 1000.0 -1000.0 -0.041 -1000.0 IGF1 pathway 7.0 406.0 57.0 -0.023 0.052 1000.0 -1000.0 -0.043 -1000.0 Caspase cascade in apoptosis 6.0 465.0 74.0 -0.043 0.062 1000.0 -1000.0 -0.034 -1000.0 Coregulation of Androgen receptor activity 6.0 472.0 76.0 -0.048 0.046 1000.0 -1000.0 -0.019 -1000.0 IL12-mediated signaling events 6.0 563.0 87.0 -0.059 0.047 1000.0 -1000.0 -0.107 -1000.0 S1P5 pathway 6.0 112.0 17.0 -0.008 0.03 1000.0 -1000.0 -0.018 -1000.0 IL2 signaling events mediated by PI3K 6.0 395.0 58.0 -0.05 0.052 1000.0 -1000.0 -0.053 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 482.0 74.0 -0.115 0.061 1000.0 -1000.0 -0.06 -1000.0 S1P4 pathway 6.0 155.0 25.0 -0.011 0.046 1000.0 -1000.0 -0.024 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 111.0 17.0 -0.002 0.043 1000.0 -1000.0 -0.03 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 86.0 17.0 -0.026 0.063 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 5.0 369.0 68.0 -0.056 0.038 1000.0 -1000.0 -0.058 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 76.0 15.0 -0.023 0.027 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 5.0 343.0 58.0 -0.126 0.049 1000.0 -1000.0 -0.047 -1000.0 Regulation of p38-alpha and p38-beta 5.0 308.0 54.0 -0.044 0.059 1000.0 -1000.0 -0.048 -1000.0 IL6-mediated signaling events 5.0 392.0 75.0 -0.187 0.043 1000.0 -1000.0 -0.084 -1000.0 Class I PI3K signaling events 5.0 427.0 73.0 -0.044 0.05 1000.0 -1000.0 -0.05 -1000.0 Regulation of Telomerase 5.0 552.0 102.0 -0.106 0.061 1000.0 -1000.0 -0.059 -1000.0 S1P3 pathway 5.0 211.0 42.0 -0.01 0.046 1000.0 -1000.0 -0.039 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 5.0 195.0 33.0 -0.048 0.064 1000.0 -1000.0 -0.032 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 112.0 28.0 -0.008 0.046 1000.0 -1000.0 -0.02 -1000.0 Aurora A signaling 4.0 266.0 60.0 -0.035 0.052 1000.0 -1000.0 -0.018 -1000.0 Signaling mediated by p38-alpha and p38-beta 4.0 210.0 44.0 -0.035 0.027 1000.0 -1000.0 -0.034 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 206.0 45.0 -0.0 0.067 1000.0 -1000.0 -0.048 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 398.0 88.0 -0.07 0.07 1000.0 -1000.0 -0.074 -1000.0 Signaling events mediated by PRL 4.0 140.0 34.0 -0.042 0.039 1000.0 -1000.0 -0.037 -1000.0 Class IB PI3K non-lipid kinase events 4.0 12.0 3.0 -0.022 0.022 1000.0 -1000.0 -0.012 -1000.0 p38 MAPK signaling pathway 4.0 182.0 44.0 -0.046 0.054 1000.0 -1000.0 -0.026 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 471.0 136.0 -0.09 0.072 1000.0 -1000.0 -0.058 -1000.0 Thromboxane A2 receptor signaling 3.0 390.0 105.0 -0.031 0.044 1000.0 -1000.0 -0.053 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 195.0 65.0 -0.048 0.062 1000.0 -1000.0 -0.042 -1000.0 EPO signaling pathway 3.0 214.0 55.0 0.008 0.059 1000.0 -1000.0 -0.04 -1000.0 mTOR signaling pathway 3.0 180.0 53.0 -0.032 0.038 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class III 3.0 147.0 40.0 -0.048 0.051 1000.0 -1000.0 -0.02 -1000.0 FoxO family signaling 3.0 238.0 64.0 -0.041 0.057 1000.0 -1000.0 -0.076 -1000.0 TCGA08_rtk_signaling 3.0 94.0 26.0 -0.039 0.073 1000.0 -1000.0 -0.021 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 279.0 76.0 -0.018 0.059 1000.0 -1000.0 -0.053 -1000.0 IL2 signaling events mediated by STAT5 3.0 66.0 22.0 0.005 0.038 1000.0 -1000.0 -0.047 -1000.0 Arf6 trafficking events 3.0 230.0 71.0 -0.056 0.049 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 3.0 290.0 74.0 -0.025 0.066 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling in keratinocytes 3.0 158.0 43.0 -0.028 0.043 1000.0 -1000.0 -0.04 -1000.0 Canonical NF-kappaB pathway 2.0 102.0 39.0 -0.0 0.057 1000.0 -1000.0 -0.042 -1000.0 BARD1 signaling events 2.0 116.0 57.0 -0.056 0.064 1000.0 -1000.0 -0.032 -1000.0 Insulin-mediated glucose transport 2.0 88.0 32.0 -0.05 0.051 1000.0 -1000.0 -0.035 -1000.0 VEGFR1 specific signals 2.0 124.0 56.0 -0.014 0.059 1000.0 -1000.0 -0.047 -1000.0 Rapid glucocorticoid signaling 2.0 55.0 20.0 -0.008 0.033 1000.0 -1000.0 -0.006 -1000.0 E-cadherin signaling events 2.0 13.0 5.0 0.02 0.042 1000.0 -1000.0 0.008 -1000.0 Signaling events mediated by HDAC Class II 1.0 111.0 75.0 -0.028 0.069 1000.0 -1000.0 -0.03 -1000.0 Circadian rhythm pathway 1.0 25.0 22.0 -0.005 0.056 1000.0 -1000.0 -0.044 -1000.0 Arf6 downstream pathway 1.0 76.0 43.0 -0.03 0.046 1000.0 -1000.0 -0.035 -1000.0 TRAIL signaling pathway 1.0 60.0 48.0 -0.0 0.056 1000.0 -1000.0 -0.037 -1000.0 HIF-2-alpha transcription factor network 1.0 54.0 43.0 -0.077 0.078 1000.0 -1000.0 -0.077 -1000.0 Signaling events mediated by HDAC Class I 1.0 165.0 104.0 -0.05 0.064 1000.0 -1000.0 -0.03 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 39.0 36.0 -0.05 0.052 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 231.0 125.0 0.0 0.067 1000.0 -1000.0 -0.055 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 19.0 23.0 0.009 0.045 1000.0 -1000.0 -0.032 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.023 0.038 1000.0 -1000.0 0.008 -1000.0 Atypical NF-kappaB pathway 0.0 21.0 31.0 -0.0 0.035 1000.0 -1000.0 -0.026 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.0 0.058 1000.0 -1000.0 -0.032 -1000.0 Arf1 pathway 0.0 50.0 54.0 -0.001 0.049 1000.0 -1000.0 -0.018 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.07 1000.0 -1000.0 0.0 -1000.0 Total 1456 85353 7203 -12.1918562129 -992.992420861 131000 -131000 -5.70792106994 -131000