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 FOXA2 and FOXA3 transcription factor networks 104.0 4802.0 46.0 -1.248 0.02 1000.0 -1000.0 -0.102 -1000.0 FOXM1 transcription factor network 97.0 4980.0 51.0 0.019 0.743 1000.0 -1000.0 -0.09 -1000.0 Glypican 2 network 71.0 287.0 4.0 0.049 0.094 1000.0 -1000.0 0.009 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 68.0 2333.0 34.0 -0.243 0.019 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling events 60.0 304.0 5.0 -0.207 0.019 1000.0 -1000.0 0.005 -1000.0 ErbB2/ErbB3 signaling events 52.0 3380.0 65.0 -0.338 0.03 1000.0 -1000.0 -0.066 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 49.0 3641.0 74.0 -0.219 0.099 1000.0 -1000.0 -0.086 -1000.0 TCGA08_retinoblastoma 49.0 399.0 8.0 -0.071 0.188 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by the Hedgehog family 40.0 2104.0 52.0 -0.253 0.099 1000.0 -1000.0 -0.04 -1000.0 Signaling mediated by p38-alpha and p38-beta 40.0 1792.0 44.0 -0.314 0.019 1000.0 -1000.0 -0.038 -1000.0 EGFR-dependent Endothelin signaling events 39.0 820.0 21.0 -0.209 0.027 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in the nascent adherens junction 35.0 2689.0 76.0 -0.207 0.036 1000.0 -1000.0 -0.06 -1000.0 TCGA08_p53 32.0 227.0 7.0 -0.016 0.019 1000.0 -1000.0 -0.015 -1000.0 E-cadherin signaling in keratinocytes 32.0 1415.0 43.0 -0.207 0.067 1000.0 -1000.0 -0.04 -1000.0 IL12-mediated signaling events 30.0 2617.0 87.0 -0.113 0.243 1000.0 -1000.0 -0.087 -1000.0 IL4-mediated signaling events 30.0 2731.0 91.0 -1.101 0.549 1000.0 -1000.0 -0.133 -1000.0 TCR signaling in naïve CD8+ T cells 30.0 2842.0 93.0 -0.107 0.106 1000.0 -1000.0 -0.05 -1000.0 Wnt signaling 30.0 213.0 7.0 -0.028 0.08 1000.0 -1000.0 -0.029 -1000.0 Aurora B signaling 30.0 2043.0 67.0 -0.214 0.211 1000.0 -1000.0 -0.048 -1000.0 Reelin signaling pathway 26.0 1492.0 56.0 -0.184 0.043 1000.0 -1000.0 -0.045 -1000.0 PLK1 signaling events 24.0 2118.0 85.0 -0.02 0.141 1000.0 -1000.0 -0.037 -1000.0 IL23-mediated signaling events 23.0 1422.0 60.0 -0.08 0.084 1000.0 -1000.0 -0.108 -1000.0 Syndecan-1-mediated signaling events 22.0 763.0 34.0 -0.175 0.108 1000.0 -1000.0 -0.042 -1000.0 Coregulation of Androgen receptor activity 20.0 1557.0 76.0 -0.551 0.189 1000.0 -1000.0 -0.025 -1000.0 Osteopontin-mediated events 20.0 760.0 38.0 -0.082 0.027 1000.0 -1000.0 -0.042 -1000.0 Thromboxane A2 receptor signaling 19.0 2027.0 105.0 -0.209 0.049 1000.0 -1000.0 -0.044 -1000.0 amb2 Integrin signaling 19.0 1576.0 82.0 -0.161 0.108 1000.0 -1000.0 -0.051 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 19.0 1330.0 68.0 -0.117 0.152 1000.0 -1000.0 -0.07 -1000.0 Signaling events regulated by Ret tyrosine kinase 17.0 1462.0 82.0 -0.143 0.048 1000.0 -1000.0 -0.067 -1000.0 Integrins in angiogenesis 17.0 1460.0 84.0 -0.272 0.128 1000.0 -1000.0 -0.056 -1000.0 Calcium signaling in the CD4+ TCR pathway 17.0 535.0 31.0 -0.003 0.092 1000.0 -1000.0 -0.038 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 16.0 896.0 54.0 -0.11 0.097 1000.0 -1000.0 -0.054 -1000.0 BMP receptor signaling 16.0 1316.0 81.0 -0.208 0.057 1000.0 -1000.0 -0.046 -1000.0 Endothelins 16.0 1562.0 96.0 -0.415 0.082 1000.0 -1000.0 -0.054 -1000.0 Fc-epsilon receptor I signaling in mast cells 15.0 1484.0 97.0 -0.077 0.035 1000.0 -1000.0 -0.055 -1000.0 Effects of Botulinum toxin 15.0 405.0 26.0 -0.004 0.091 1000.0 -1000.0 -0.012 -1000.0 Noncanonical Wnt signaling pathway 14.0 388.0 26.0 -0.034 0.08 1000.0 -1000.0 -0.046 -1000.0 Aurora C signaling 14.0 103.0 7.0 -0.0 0.105 1000.0 -1000.0 -0.02 -1000.0 PDGFR-alpha signaling pathway 14.0 633.0 44.0 -0.074 0.02 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 14.0 507.0 36.0 -0.226 0.023 1000.0 -1000.0 -0.038 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 14.0 480.0 33.0 -0.083 0.184 1000.0 -1000.0 -0.035 -1000.0 LPA4-mediated signaling events 13.0 167.0 12.0 -0.133 0.004 1000.0 -1000.0 -0.024 -1000.0 Ephrin A reverse signaling 13.0 96.0 7.0 0.0 0.062 1000.0 -1000.0 -0.025 -1000.0 Arf6 signaling events 13.0 833.0 62.0 -0.209 0.044 1000.0 -1000.0 -0.038 -1000.0 IL2 signaling events mediated by STAT5 13.0 290.0 22.0 -0.026 0.088 1000.0 -1000.0 -0.046 -1000.0 Syndecan-4-mediated signaling events 13.0 898.0 67.0 -0.106 0.134 1000.0 -1000.0 -0.044 -1000.0 Angiopoietin receptor Tie2-mediated signaling 13.0 1198.0 88.0 -0.155 0.062 1000.0 -1000.0 -0.061 -1000.0 p75(NTR)-mediated signaling 12.0 1552.0 125.0 -0.271 0.09 1000.0 -1000.0 -0.063 -1000.0 S1P5 pathway 12.0 208.0 17.0 -0.051 0.034 1000.0 -1000.0 -0.016 -1000.0 IL27-mediated signaling events 12.0 630.0 51.0 -0.154 0.168 1000.0 -1000.0 -0.057 -1000.0 S1P4 pathway 12.0 316.0 25.0 -0.051 0.035 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PTP1B 11.0 899.0 76.0 -0.21 0.051 1000.0 -1000.0 -0.038 -1000.0 Nongenotropic Androgen signaling 11.0 608.0 52.0 -0.082 0.031 1000.0 -1000.0 -0.031 -1000.0 Visual signal transduction: Cones 10.0 390.0 38.0 -0.062 0.051 1000.0 -1000.0 -0.024 -1000.0 Glucocorticoid receptor regulatory network 10.0 1227.0 114.0 -0.143 0.07 1000.0 -1000.0 -0.048 -1000.0 FoxO family signaling 10.0 681.0 64.0 -0.393 0.161 1000.0 -1000.0 -0.056 -1000.0 LPA receptor mediated events 10.0 1104.0 102.0 -0.105 0.109 1000.0 -1000.0 -0.056 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.004 -1000.0 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 10.0 804.0 78.0 -0.057 0.032 1000.0 -1000.0 -0.059 -1000.0 Regulation of Androgen receptor activity 10.0 749.0 70.0 -0.638 0.022 1000.0 -1000.0 -0.037 -1000.0 Glypican 1 network 9.0 474.0 48.0 -0.086 0.033 1000.0 -1000.0 -0.031 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 9.0 486.0 52.0 -0.103 0.054 1000.0 -1000.0 -0.064 -1000.0 Ephrin B reverse signaling 9.0 449.0 48.0 -0.067 0.071 1000.0 -1000.0 -0.037 -1000.0 Signaling mediated by p38-gamma and p38-delta 9.0 141.0 15.0 -0.113 0.018 1000.0 -1000.0 -0.029 -1000.0 Plasma membrane estrogen receptor signaling 9.0 846.0 86.0 -0.137 0.042 1000.0 -1000.0 -0.056 -1000.0 ErbB4 signaling events 8.0 620.0 69.0 -0.092 0.048 1000.0 -1000.0 -0.042 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 136.0 17.0 -0.016 0.066 1000.0 -1000.0 -0.038 -1000.0 HIF-1-alpha transcription factor network 8.0 683.0 76.0 -0.24 0.115 1000.0 -1000.0 -0.075 -1000.0 Syndecan-2-mediated signaling events 8.0 613.0 69.0 -0.136 0.062 1000.0 -1000.0 -0.032 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 496.0 61.0 -0.033 0.067 1000.0 -1000.0 -0.049 -1000.0 Ceramide signaling pathway 8.0 676.0 76.0 -0.209 0.086 1000.0 -1000.0 -0.044 -1000.0 HIF-2-alpha transcription factor network 8.0 362.0 43.0 -0.126 0.128 1000.0 -1000.0 -0.056 -1000.0 Insulin Pathway 8.0 627.0 74.0 -0.168 0.058 1000.0 -1000.0 -0.055 -1000.0 S1P3 pathway 8.0 357.0 42.0 -0.052 0.031 1000.0 -1000.0 -0.037 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 964.0 120.0 -0.079 0.043 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Rods 8.0 467.0 52.0 -0.062 0.051 1000.0 -1000.0 -0.045 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1041.0 136.0 -0.255 0.154 1000.0 -1000.0 -0.049 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 198.0 28.0 -0.051 0.078 1000.0 -1000.0 -0.027 -1000.0 Aurora A signaling 7.0 427.0 60.0 -0.025 0.131 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 7.0 501.0 68.0 -0.044 0.067 1000.0 -1000.0 -0.055 -1000.0 Nectin adhesion pathway 7.0 482.0 63.0 -0.207 0.042 1000.0 -1000.0 -0.063 -1000.0 ceramide signaling pathway 7.0 385.0 49.0 -0.018 0.038 1000.0 -1000.0 -0.046 -1000.0 Canonical Wnt signaling pathway 7.0 368.0 51.0 -0.033 0.065 1000.0 -1000.0 -0.053 -1000.0 Caspase cascade in apoptosis 6.0 484.0 74.0 -0.128 0.045 1000.0 -1000.0 -0.045 -1000.0 BARD1 signaling events 6.0 370.0 57.0 -0.098 0.128 1000.0 -1000.0 -0.048 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 513.0 85.0 -0.051 0.038 1000.0 -1000.0 -0.038 -1000.0 FAS signaling pathway (CD95) 6.0 315.0 47.0 -0.114 0.052 1000.0 -1000.0 -0.04 -1000.0 IL2 signaling events mediated by PI3K 6.0 398.0 58.0 -0.037 0.072 1000.0 -1000.0 -0.048 -1000.0 EPHB forward signaling 6.0 510.0 85.0 -0.077 0.077 1000.0 -1000.0 -0.061 -1000.0 IL6-mediated signaling events 6.0 473.0 75.0 -0.029 0.093 1000.0 -1000.0 -0.063 -1000.0 Regulation of Telomerase 6.0 676.0 102.0 -0.216 0.116 1000.0 -1000.0 -0.042 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 337.0 65.0 -0.054 0.039 1000.0 -1000.0 -0.05 -1000.0 Insulin-mediated glucose transport 5.0 183.0 32.0 -0.168 0.035 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 348.0 68.0 -0.113 0.061 1000.0 -1000.0 -0.036 -1000.0 IL1-mediated signaling events 5.0 339.0 62.0 -0.037 0.076 1000.0 -1000.0 -0.046 -1000.0 BCR signaling pathway 5.0 565.0 99.0 -0.038 0.06 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by PRL 5.0 194.0 34.0 -0.095 0.03 1000.0 -1000.0 -0.043 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 94.0 17.0 -0.008 0.03 1000.0 -1000.0 -0.027 -1000.0 PLK2 and PLK4 events 4.0 14.0 3.0 -0.006 0.032 1000.0 -1000.0 -0.026 -1000.0 Cellular roles of Anthrax toxin 4.0 188.0 39.0 -0.061 0.026 1000.0 -1000.0 -0.024 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 367.0 83.0 -0.04 0.036 1000.0 -1000.0 -0.039 -1000.0 Syndecan-3-mediated signaling events 4.0 172.0 35.0 -0.016 0.044 1000.0 -1000.0 -0.031 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 204.0 45.0 -0.014 0.05 1000.0 -1000.0 -0.051 -1000.0 Regulation of p38-alpha and p38-beta 4.0 254.0 54.0 -0.02 0.063 1000.0 -1000.0 -0.05 -1000.0 TCGA08_rtk_signaling 4.0 109.0 26.0 -0.026 0.044 1000.0 -1000.0 -0.012 -1000.0 Class I PI3K signaling events 4.0 303.0 73.0 -0.023 0.052 1000.0 -1000.0 -0.045 -1000.0 Arf6 trafficking events 4.0 290.0 71.0 -0.22 0.057 1000.0 -1000.0 -0.028 -1000.0 PDGFR-beta signaling pathway 4.0 443.0 97.0 -0.077 0.079 1000.0 -1000.0 -0.055 -1000.0 mTOR signaling pathway 3.0 193.0 53.0 -0.022 0.022 1000.0 -1000.0 -0.044 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 144.0 37.0 -0.041 0.061 1000.0 -1000.0 -0.039 -1000.0 TRAIL signaling pathway 3.0 151.0 48.0 -0.02 0.041 1000.0 -1000.0 -0.038 -1000.0 Retinoic acid receptors-mediated signaling 3.0 224.0 58.0 -0.022 0.038 1000.0 -1000.0 -0.042 -1000.0 Canonical NF-kappaB pathway 2.0 97.0 39.0 -0.014 0.039 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class II 2.0 218.0 75.0 -0.091 0.044 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class III 2.0 109.0 40.0 -0.088 0.033 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by HDAC Class I 2.0 235.0 104.0 -0.091 0.043 1000.0 -1000.0 -0.043 -1000.0 IGF1 pathway 2.0 162.0 57.0 -0.026 0.043 1000.0 -1000.0 -0.053 -1000.0 Rapid glucocorticoid signaling 2.0 56.0 20.0 -0.016 0.026 1000.0 -1000.0 -0.014 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 0.018 0.033 1000.0 -1000.0 0.002 -1000.0 Arf6 downstream pathway 1.0 80.0 43.0 -0.051 0.053 1000.0 -1000.0 -0.037 -1000.0 EPO signaling pathway 1.0 88.0 55.0 -0.015 0.043 1000.0 -1000.0 -0.053 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 51.0 36.0 -0.036 0.038 1000.0 -1000.0 -0.046 -1000.0 Atypical NF-kappaB pathway 1.0 52.0 31.0 -0.016 0.043 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 144.0 125.0 -0.024 0.041 1000.0 -1000.0 -0.062 -1000.0 VEGFR1 specific signals 1.0 67.0 56.0 -0.016 0.045 1000.0 -1000.0 -0.045 -1000.0 p38 MAPK signaling pathway 1.0 60.0 44.0 -0.002 0.04 1000.0 -1000.0 -0.027 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 15.0 23.0 -0.016 0.037 1000.0 -1000.0 -0.03 -1000.0 Circadian rhythm pathway 0.0 16.0 22.0 -0.003 0.037 1000.0 -1000.0 -0.044 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 4.0 27.0 -0.016 0.035 1000.0 -1000.0 -0.041 -1000.0 Arf1 pathway 0.0 32.0 54.0 -0.008 0.039 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.048 1000.0 -1000.0 0.0 -1000.0 Total 1864 98723 7203 -15.8414835984 -990.234386219 131000 -131000 -5.61857638985 -131000