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 62.0 3349.0 54.0 -0.26 0.038 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 50.0 2324.0 46.0 -0.635 0.031 1000.0 -1000.0 -0.157 -1000.0 Aurora C signaling 38.0 272.0 7.0 -0.409 0.037 1000.0 -1000.0 -0.015 -1000.0 Signaling events regulated by Ret tyrosine kinase 38.0 3126.0 82.0 -0.104 0.028 1000.0 -1000.0 -0.048 -1000.0 Effects of Botulinum toxin 36.0 959.0 26.0 -0.122 0.027 1000.0 -1000.0 -0.005 -1000.0 IL4-mediated signaling events 35.0 3197.0 91.0 -0.704 0.563 1000.0 -1000.0 -0.167 -1000.0 Wnt signaling 34.0 239.0 7.0 -0.068 0.022 1000.0 -1000.0 -0.015 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 32.0 1113.0 34.0 -0.058 0.027 1000.0 -1000.0 -0.025 -1000.0 Reelin signaling pathway 32.0 1835.0 56.0 -0.099 0.057 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 32.0 2514.0 78.0 -0.205 0.06 1000.0 -1000.0 -0.046 -1000.0 p75(NTR)-mediated signaling 30.0 3843.0 125.0 -0.132 0.07 1000.0 -1000.0 -0.062 -1000.0 Fc-epsilon receptor I signaling in mast cells 29.0 2852.0 97.0 -0.097 0.034 1000.0 -1000.0 -0.058 -1000.0 Syndecan-1-mediated signaling events 27.0 932.0 34.0 -0.104 0.027 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by the Hedgehog family 27.0 1404.0 52.0 -0.072 0.049 1000.0 -1000.0 -0.039 -1000.0 Ephrin A reverse signaling 26.0 182.0 7.0 -0.015 0.008 1000.0 -1000.0 -0.006 -1000.0 Canonical Wnt signaling pathway 26.0 1341.0 51.0 -0.26 0.108 1000.0 -1000.0 -0.046 -1000.0 Glypican 1 network 25.0 1229.0 48.0 -0.09 0.048 1000.0 -1000.0 -0.03 -1000.0 Syndecan-2-mediated signaling events 24.0 1698.0 69.0 -0.134 0.044 1000.0 -1000.0 -0.041 -1000.0 Noncanonical Wnt signaling pathway 23.0 602.0 26.0 -0.069 0.026 1000.0 -1000.0 -0.035 -1000.0 IL23-mediated signaling events 23.0 1417.0 60.0 -0.603 0.027 1000.0 -1000.0 -0.141 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1387.0 61.0 -0.26 0.07 1000.0 -1000.0 -0.045 -1000.0 BMP receptor signaling 21.0 1738.0 81.0 -0.202 0.048 1000.0 -1000.0 -0.044 -1000.0 Ephrin B reverse signaling 21.0 1027.0 48.0 -0.133 0.066 1000.0 -1000.0 -0.026 -1000.0 Aurora B signaling 21.0 1422.0 67.0 -0.297 0.071 1000.0 -1000.0 -0.03 -1000.0 EPHB forward signaling 20.0 1760.0 85.0 -0.134 0.1 1000.0 -1000.0 -0.058 -1000.0 BCR signaling pathway 20.0 2035.0 99.0 -0.26 0.034 1000.0 -1000.0 -0.049 -1000.0 amb2 Integrin signaling 18.0 1491.0 82.0 -0.128 0.04 1000.0 -1000.0 -0.036 -1000.0 Endothelins 18.0 1795.0 96.0 -0.207 0.027 1000.0 -1000.0 -0.068 -1000.0 Visual signal transduction: Cones 17.0 669.0 38.0 -0.037 0.046 1000.0 -1000.0 -0.014 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 17.0 890.0 52.0 -0.115 0.056 1000.0 -1000.0 -0.052 -1000.0 Glypican 2 network 16.0 66.0 4.0 0.004 0.018 1000.0 -1000.0 0.01 -1000.0 LPA receptor mediated events 16.0 1720.0 102.0 -0.116 0.037 1000.0 -1000.0 -0.051 -1000.0 HIF-1-alpha transcription factor network 15.0 1162.0 76.0 -0.229 0.037 1000.0 -1000.0 -0.127 -1000.0 PDGFR-alpha signaling pathway 15.0 682.0 44.0 -0.245 0.212 1000.0 -1000.0 -0.048 -1000.0 TCGA08_p53 15.0 111.0 7.0 -0.039 0.027 1000.0 -1000.0 -0.009 -1000.0 TCR signaling in naïve CD8+ T cells 15.0 1487.0 93.0 -0.098 0.049 1000.0 -1000.0 -0.043 -1000.0 TCGA08_retinoblastoma 15.0 126.0 8.0 -0.046 0.031 1000.0 -1000.0 -0.005 -1000.0 ErbB2/ErbB3 signaling events 14.0 941.0 65.0 -0.085 0.04 1000.0 -1000.0 -0.059 -1000.0 PLK2 and PLK4 events 14.0 43.0 3.0 -0.004 -1000.0 1000.0 -1000.0 -0.014 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1705.0 120.0 -0.086 0.072 1000.0 -1000.0 -0.048 -1000.0 EGFR-dependent Endothelin signaling events 13.0 275.0 21.0 -0.028 0.04 1000.0 -1000.0 -0.037 -1000.0 Arf6 signaling events 12.0 786.0 62.0 -0.093 0.059 1000.0 -1000.0 -0.036 -1000.0 Glucocorticoid receptor regulatory network 12.0 1398.0 114.0 -0.257 0.151 1000.0 -1000.0 -0.059 -1000.0 Nongenotropic Androgen signaling 12.0 651.0 52.0 -0.03 0.043 1000.0 -1000.0 -0.037 -1000.0 Nectin adhesion pathway 11.0 732.0 63.0 -0.193 0.053 1000.0 -1000.0 -0.043 -1000.0 FAS signaling pathway (CD95) 11.0 531.0 47.0 -0.092 0.04 1000.0 -1000.0 -0.049 -1000.0 PDGFR-beta signaling pathway 11.0 1129.0 97.0 -0.06 0.071 1000.0 -1000.0 -0.046 -1000.0 Visual signal transduction: Rods 11.0 619.0 52.0 -0.038 0.036 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 10.0 735.0 69.0 -0.103 0.045 1000.0 -1000.0 -0.042 -1000.0 IL1-mediated signaling events 10.0 681.0 62.0 -0.049 0.071 1000.0 -1000.0 -0.035 -1000.0 Integrins in angiogenesis 10.0 880.0 84.0 -0.13 0.062 1000.0 -1000.0 -0.038 -1000.0 Regulation of Androgen receptor activity 10.0 745.0 70.0 -0.186 0.034 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 -0.022 -1000.0 Osteopontin-mediated events 9.0 362.0 38.0 -0.128 0.041 1000.0 -1000.0 -0.03 -1000.0 PLK1 signaling events 9.0 848.0 85.0 -0.025 0.046 1000.0 -1000.0 -0.035 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 344.0 37.0 -0.112 0.062 1000.0 -1000.0 -0.03 -1000.0 ceramide signaling pathway 9.0 446.0 49.0 -0.0 0.039 1000.0 -1000.0 -0.038 -1000.0 Syndecan-3-mediated signaling events 9.0 324.0 35.0 -0.128 0.07 1000.0 -1000.0 -0.03 -1000.0 IL27-mediated signaling events 9.0 497.0 51.0 -0.276 0.073 1000.0 -1000.0 -0.053 -1000.0 Syndecan-4-mediated signaling events 9.0 642.0 67.0 -0.127 0.031 1000.0 -1000.0 -0.041 -1000.0 FOXM1 transcription factor network 9.0 490.0 51.0 -0.086 0.03 1000.0 -1000.0 -0.176 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 753.0 85.0 -0.04 0.035 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by PTP1B 8.0 663.0 76.0 -0.076 0.035 1000.0 -1000.0 -0.033 -1000.0 Ceramide signaling pathway 8.0 659.0 76.0 -0.022 0.071 1000.0 -1000.0 -0.038 -1000.0 Calcium signaling in the CD4+ TCR pathway 8.0 262.0 31.0 -0.104 0.027 1000.0 -1000.0 -0.054 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 8.0 550.0 68.0 -0.192 0.029 1000.0 -1000.0 -0.095 -1000.0 Plasma membrane estrogen receptor signaling 8.0 720.0 86.0 -0.048 0.051 1000.0 -1000.0 -0.05 -1000.0 IL12-mediated signaling events 7.0 617.0 87.0 -0.059 0.048 1000.0 -1000.0 -0.085 -1000.0 Cellular roles of Anthrax toxin 7.0 277.0 39.0 -0.019 0.028 1000.0 -1000.0 -0.021 -1000.0 Class I PI3K signaling events mediated by Akt 7.0 476.0 68.0 -0.035 0.046 1000.0 -1000.0 -0.034 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 640.0 83.0 -0.26 0.053 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 7.0 257.0 36.0 -0.03 0.027 1000.0 -1000.0 -0.043 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 7.0 519.0 74.0 -0.114 0.063 1000.0 -1000.0 -0.054 -1000.0 IGF1 pathway 7.0 454.0 57.0 -0.023 0.053 1000.0 -1000.0 -0.037 -1000.0 Caspase cascade in apoptosis 6.0 513.0 74.0 -0.044 0.063 1000.0 -1000.0 -0.046 -1000.0 Coregulation of Androgen receptor activity 6.0 466.0 76.0 -0.047 0.047 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 6.0 112.0 17.0 -0.007 0.03 1000.0 -1000.0 -0.014 -1000.0 IL2 signaling events mediated by PI3K 6.0 401.0 58.0 -0.049 0.051 1000.0 -1000.0 -0.043 -1000.0 Class I PI3K signaling events 6.0 471.0 73.0 -0.043 0.049 1000.0 -1000.0 -0.04 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 110.0 17.0 -0.002 0.043 1000.0 -1000.0 -0.036 -1000.0 EPO signaling pathway 5.0 303.0 55.0 0.008 0.06 1000.0 -1000.0 -0.039 -1000.0 IFN-gamma pathway 5.0 370.0 68.0 -0.054 0.039 1000.0 -1000.0 -0.053 -1000.0 Retinoic acid receptors-mediated signaling 5.0 336.0 58.0 -0.124 0.05 1000.0 -1000.0 -0.053 -1000.0 Regulation of p38-alpha and p38-beta 5.0 301.0 54.0 -0.043 0.06 1000.0 -1000.0 -0.046 -1000.0 IL6-mediated signaling events 5.0 439.0 75.0 -0.186 0.044 1000.0 -1000.0 -0.074 -1000.0 Regulation of Telomerase 5.0 582.0 102.0 -0.104 0.062 1000.0 -1000.0 -0.056 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 5.0 196.0 33.0 -0.047 0.065 1000.0 -1000.0 -0.026 -1000.0 E-cadherin signaling in keratinocytes 5.0 232.0 43.0 -0.028 0.044 1000.0 -1000.0 -0.032 -1000.0 S1P4 pathway 5.0 145.0 25.0 -0.011 0.046 1000.0 -1000.0 -0.025 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 112.0 28.0 -0.007 0.047 1000.0 -1000.0 -0.022 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 84.0 17.0 -0.023 0.064 1000.0 -1000.0 -0.038 -1000.0 Thromboxane A2 receptor signaling 4.0 436.0 105.0 -0.03 0.045 1000.0 -1000.0 -0.053 -1000.0 Aurora A signaling 4.0 266.0 60.0 -0.034 0.053 1000.0 -1000.0 -0.018 -1000.0 mTOR signaling pathway 4.0 227.0 53.0 -0.034 0.039 1000.0 -1000.0 -0.036 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 73.0 15.0 -0.023 0.027 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-alpha and p38-beta 4.0 216.0 44.0 -0.035 0.028 1000.0 -1000.0 -0.032 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 211.0 45.0 -0.0 0.068 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 309.0 76.0 -0.018 0.06 1000.0 -1000.0 -0.049 -1000.0 Insulin Pathway 4.0 332.0 74.0 -0.024 0.067 1000.0 -1000.0 -0.038 -1000.0 S1P3 pathway 4.0 199.0 42.0 -0.01 0.047 1000.0 -1000.0 -0.038 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 399.0 88.0 -0.068 0.07 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by PRL 4.0 142.0 34.0 -0.042 0.039 1000.0 -1000.0 -0.041 -1000.0 Class IB PI3K non-lipid kinase events 4.0 12.0 3.0 -0.023 0.023 1000.0 -1000.0 -0.011 -1000.0 p38 MAPK signaling pathway 4.0 187.0 44.0 -0.045 0.055 1000.0 -1000.0 -0.018 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 500.0 136.0 -0.091 0.073 1000.0 -1000.0 -0.051 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 203.0 65.0 -0.048 0.062 1000.0 -1000.0 -0.042 -1000.0 Insulin-mediated glucose transport 3.0 96.0 32.0 -0.048 0.051 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class III 3.0 157.0 40.0 -0.049 0.052 1000.0 -1000.0 -0.021 -1000.0 FoxO family signaling 3.0 242.0 64.0 -0.041 0.056 1000.0 -1000.0 -0.078 -1000.0 TCGA08_rtk_signaling 3.0 102.0 26.0 -0.041 0.074 1000.0 -1000.0 -0.017 -1000.0 IL2 signaling events mediated by STAT5 3.0 69.0 22.0 0.005 0.038 1000.0 -1000.0 -0.039 -1000.0 Arf6 trafficking events 3.0 237.0 71.0 -0.053 0.05 1000.0 -1000.0 -0.023 -1000.0 Canonical NF-kappaB pathway 2.0 103.0 39.0 -0.0 0.058 1000.0 -1000.0 -0.033 -1000.0 BARD1 signaling events 2.0 141.0 57.0 -0.057 0.065 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 2.0 123.0 56.0 -0.014 0.06 1000.0 -1000.0 -0.049 -1000.0 Rapid glucocorticoid signaling 2.0 55.0 20.0 -0.008 0.034 1000.0 -1000.0 -0.004 -1000.0 E-cadherin signaling events 2.0 14.0 5.0 0.02 0.043 1000.0 -1000.0 0.011 -1000.0 Signaling events mediated by HDAC Class II 1.0 115.0 75.0 -0.028 0.07 1000.0 -1000.0 -0.025 -1000.0 Circadian rhythm pathway 1.0 25.0 22.0 -0.005 0.057 1000.0 -1000.0 -0.043 -1000.0 Arf6 downstream pathway 1.0 85.0 43.0 -0.03 0.047 1000.0 -1000.0 -0.024 -1000.0 TRAIL signaling pathway 1.0 60.0 48.0 -0.0 0.057 1000.0 -1000.0 -0.03 -1000.0 HIF-2-alpha transcription factor network 1.0 67.0 43.0 -0.075 0.077 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by HDAC Class I 1.0 169.0 104.0 -0.051 0.065 1000.0 -1000.0 -0.029 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 39.0 36.0 -0.051 0.053 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 212.0 125.0 -0.0 0.068 1000.0 -1000.0 -0.051 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 20.0 23.0 0.009 0.046 1000.0 -1000.0 -0.031 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.024 0.039 1000.0 -1000.0 0.008 -1000.0 Atypical NF-kappaB pathway 0.0 25.0 31.0 0.0 0.036 1000.0 -1000.0 -0.018 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 14.0 27.0 -0.0 0.059 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 0.0 52.0 54.0 -0.001 0.049 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.072 1000.0 -1000.0 0.0 -1000.0 Total 1487 87866 7203 -12.0059078385 -992.921354071 131000 -131000 -5.38780896435 -131000