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 227.0 11623.0 51.0 -0.033 0.777 1000.0 -1000.0 -0.096 -1000.0 Glypican 2 network 178.0 713.0 4.0 0.093 0.137 1000.0 -1000.0 0.016 -1000.0 Angiopoietin receptor Tie2-mediated signaling 153.0 13501.0 88.0 -0.59 0.114 1000.0 -1000.0 -0.056 -1000.0 HIF-1-alpha transcription factor network 134.0 10212.0 76.0 -0.061 0.429 1000.0 -1000.0 -0.035 -1000.0 Aurora B signaling 124.0 8334.0 67.0 -0.134 0.276 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by the Hedgehog family 98.0 5132.0 52.0 -0.221 0.104 1000.0 -1000.0 -0.028 -1000.0 Endothelins 79.0 7628.0 96.0 -0.31 0.196 1000.0 -1000.0 -0.034 -1000.0 PLK1 signaling events 75.0 6437.0 85.0 -0.049 0.195 1000.0 -1000.0 -0.024 -1000.0 Aurora C signaling 70.0 495.0 7.0 -0.0 0.165 1000.0 -1000.0 -0.006 -1000.0 Visual signal transduction: Cones 64.0 2461.0 38.0 -0.081 0.123 1000.0 -1000.0 -0.017 -1000.0 Signaling mediated by p38-alpha and p38-beta 62.0 2764.0 44.0 -0.101 0.021 1000.0 -1000.0 -0.022 -1000.0 FOXA2 and FOXA3 transcription factor networks 57.0 2649.0 46.0 -0.195 0.157 1000.0 -1000.0 -0.088 -1000.0 Signaling events regulated by Ret tyrosine kinase 57.0 4732.0 82.0 -0.076 0.059 1000.0 -1000.0 -0.046 -1000.0 Fc-epsilon receptor I signaling in mast cells 56.0 5450.0 97.0 -0.095 0.021 1000.0 -1000.0 -0.045 -1000.0 BMP receptor signaling 53.0 4338.0 81.0 -0.186 0.218 1000.0 -1000.0 -0.019 -1000.0 Osteopontin-mediated events 52.0 1997.0 38.0 -0.0 0.233 1000.0 -1000.0 -0.018 -1000.0 amb2 Integrin signaling 52.0 4285.0 82.0 -0.29 0.084 1000.0 -1000.0 -0.025 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 52.0 2747.0 52.0 -0.144 0.045 1000.0 -1000.0 -0.028 -1000.0 IL4-mediated signaling events 51.0 4693.0 91.0 -0.621 0.336 1000.0 -1000.0 -0.113 -1000.0 Ephrin B reverse signaling 47.0 2267.0 48.0 -0.079 0.077 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Rods 46.0 2407.0 52.0 -0.081 0.1 1000.0 -1000.0 -0.025 -1000.0 Syndecan-1-mediated signaling events 44.0 1509.0 34.0 -0.0 0.21 1000.0 -1000.0 -0.02 -1000.0 p75(NTR)-mediated signaling 40.0 5002.0 125.0 -0.154 0.13 1000.0 -1000.0 -0.044 -1000.0 Thromboxane A2 receptor signaling 38.0 4053.0 105.0 -0.125 0.071 1000.0 -1000.0 -0.037 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 37.0 2538.0 68.0 -0.158 0.071 1000.0 -1000.0 -0.062 -1000.0 Arf6 signaling events 36.0 2269.0 62.0 -0.106 0.071 1000.0 -1000.0 -0.026 -1000.0 TCGA08_retinoblastoma 36.0 290.0 8.0 -0.023 0.098 1000.0 -1000.0 -0.003 -1000.0 IL23-mediated signaling events 36.0 2181.0 60.0 -0.214 0.025 1000.0 -1000.0 -0.09 -1000.0 LPA4-mediated signaling events 35.0 420.0 12.0 -0.071 -0.0 1000.0 -1000.0 -0.016 -1000.0 Integrins in angiogenesis 35.0 2968.0 84.0 -0.069 0.228 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 35.0 1803.0 51.0 -0.207 0.095 1000.0 -1000.0 -0.033 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 34.0 4175.0 120.0 -0.165 0.145 1000.0 -1000.0 -0.035 -1000.0 Presenilin action in Notch and Wnt signaling 32.0 1995.0 61.0 -0.208 0.095 1000.0 -1000.0 -0.038 -1000.0 EGFR-dependent Endothelin signaling events 32.0 681.0 21.0 -0.027 0.071 1000.0 -1000.0 -0.029 -1000.0 Glypican 1 network 31.0 1498.0 48.0 -0.066 0.037 1000.0 -1000.0 -0.02 -1000.0 Reelin signaling pathway 31.0 1786.0 56.0 -0.037 0.049 1000.0 -1000.0 -0.022 -1000.0 TCGA08_p53 31.0 218.0 7.0 -0.022 0.019 1000.0 -1000.0 -0.009 -1000.0 IL6-mediated signaling events 31.0 2398.0 75.0 -0.148 0.056 1000.0 -1000.0 -0.041 -1000.0 Glucocorticoid receptor regulatory network 30.0 3437.0 114.0 -0.248 0.163 1000.0 -1000.0 -0.046 -1000.0 Aurora A signaling 29.0 1767.0 60.0 -0.029 0.183 1000.0 -1000.0 -0.018 -1000.0 Effects of Botulinum toxin 29.0 768.0 26.0 -0.0 0.045 1000.0 -1000.0 -0.01 -1000.0 Wnt signaling 28.0 196.0 7.0 -0.021 0.04 1000.0 -1000.0 -0.01 -1000.0 HIF-2-alpha transcription factor network 27.0 1201.0 43.0 -0.132 0.137 1000.0 -1000.0 -0.032 -1000.0 Nongenotropic Androgen signaling 25.0 1316.0 52.0 -0.056 0.041 1000.0 -1000.0 -0.021 -1000.0 Noncanonical Wnt signaling pathway 24.0 641.0 26.0 -0.042 0.04 1000.0 -1000.0 -0.026 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 24.0 795.0 33.0 -0.07 0.096 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 23.0 1636.0 69.0 -0.113 0.146 1000.0 -1000.0 -0.022 -1000.0 IL1-mediated signaling events 23.0 1445.0 62.0 -0.081 0.042 1000.0 -1000.0 -0.035 -1000.0 Syndecan-4-mediated signaling events 23.0 1585.0 67.0 -0.042 0.122 1000.0 -1000.0 -0.031 -1000.0 PDGFR-alpha signaling pathway 22.0 981.0 44.0 -0.191 0.04 1000.0 -1000.0 -0.025 -1000.0 Regulation of Androgen receptor activity 22.0 1562.0 70.0 -0.143 0.123 1000.0 -1000.0 -0.033 -1000.0 Syndecan-2-mediated signaling events 21.0 1509.0 69.0 -0.049 0.053 1000.0 -1000.0 -0.03 -1000.0 Nectin adhesion pathway 21.0 1369.0 63.0 -0.047 0.052 1000.0 -1000.0 -0.037 -1000.0 FoxO family signaling 21.0 1402.0 64.0 -0.001 0.196 1000.0 -1000.0 -0.044 -1000.0 LPA receptor mediated events 21.0 2185.0 102.0 -0.056 0.085 1000.0 -1000.0 -0.052 -1000.0 ErbB2/ErbB3 signaling events 20.0 1304.0 65.0 -0.051 0.03 1000.0 -1000.0 -0.048 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 20.0 694.0 34.0 -0.035 0.06 1000.0 -1000.0 -0.025 -1000.0 Ceramide signaling pathway 19.0 1477.0 76.0 -0.019 0.071 1000.0 -1000.0 -0.025 -1000.0 Class IB PI3K non-lipid kinase events 19.0 57.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.019 -1000.0 Coregulation of Androgen receptor activity 18.0 1383.0 76.0 -0.059 0.096 1000.0 -1000.0 -0.023 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 18.0 1017.0 54.0 -0.034 0.103 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by PTP1B 18.0 1377.0 76.0 -0.057 0.072 1000.0 -1000.0 -0.03 -1000.0 FAS signaling pathway (CD95) 18.0 874.0 47.0 -0.24 0.034 1000.0 -1000.0 -0.021 -1000.0 EPHB forward signaling 18.0 1562.0 85.0 -0.032 0.085 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 17.0 52.0 3.0 -0.007 0.036 1000.0 -1000.0 -0.018 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1651.0 93.0 -0.04 0.033 1000.0 -1000.0 -0.032 -1000.0 Calcium signaling in the CD4+ TCR pathway 17.0 539.0 31.0 -0.039 0.028 1000.0 -1000.0 -0.043 -1000.0 BCR signaling pathway 17.0 1736.0 99.0 -0.051 0.084 1000.0 -1000.0 -0.038 -1000.0 Plasma membrane estrogen receptor signaling 17.0 1491.0 86.0 -0.061 0.058 1000.0 -1000.0 -0.037 -1000.0 Caspase cascade in apoptosis 16.0 1250.0 74.0 -0.03 0.088 1000.0 -1000.0 -0.027 -1000.0 IL12-mediated signaling events 16.0 1478.0 87.0 -0.132 0.057 1000.0 -1000.0 -0.07 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 15.0 1353.0 85.0 -0.045 0.035 1000.0 -1000.0 -0.035 -1000.0 S1P1 pathway 15.0 550.0 36.0 -0.087 0.02 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 15.0 1920.0 125.0 -0.191 0.042 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 15.0 1238.0 78.0 -0.043 0.023 1000.0 -1000.0 -0.045 -1000.0 Syndecan-3-mediated signaling events 14.0 494.0 35.0 -0.121 0.046 1000.0 -1000.0 -0.021 -1000.0 Regulation of p38-alpha and p38-beta 14.0 809.0 54.0 -0.036 0.064 1000.0 -1000.0 -0.038 -1000.0 BARD1 signaling events 13.0 769.0 57.0 -0.046 0.117 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class III 13.0 553.0 40.0 -0.062 0.059 1000.0 -1000.0 -0.029 -1000.0 IL27-mediated signaling events 13.0 664.0 51.0 -0.046 0.029 1000.0 -1000.0 -0.039 -1000.0 S1P4 pathway 13.0 347.0 25.0 -0.019 0.027 1000.0 -1000.0 -0.012 -1000.0 S1P5 pathway 11.0 199.0 17.0 -0.016 0.021 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by PRL 11.0 400.0 34.0 -0.02 0.086 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by STAT5 10.0 227.0 22.0 -0.024 0.089 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events 10.0 753.0 73.0 -0.034 0.064 1000.0 -1000.0 -0.026 -1000.0 PDGFR-beta signaling pathway 10.0 1051.0 97.0 -0.032 0.052 1000.0 -1000.0 -0.038 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1261.0 136.0 -0.174 0.071 1000.0 -1000.0 -0.023 -1000.0 Ephrin A reverse signaling 9.0 64.0 7.0 -0.012 0.028 1000.0 -1000.0 -0.007 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 9.0 407.0 45.0 -0.017 0.05 1000.0 -1000.0 -0.03 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 676.0 74.0 -0.088 0.071 1000.0 -1000.0 -0.044 -1000.0 Insulin Pathway 9.0 668.0 74.0 -0.098 0.051 1000.0 -1000.0 -0.036 -1000.0 VEGFR1 specific signals 9.0 504.0 56.0 -0.191 0.049 1000.0 -1000.0 -0.028 -1000.0 Cellular roles of Anthrax toxin 8.0 312.0 39.0 -0.032 0.028 1000.0 -1000.0 -0.015 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 567.0 65.0 -0.137 0.048 1000.0 -1000.0 -0.028 -1000.0 mTOR signaling pathway 8.0 435.0 53.0 -0.058 0.025 1000.0 -1000.0 -0.033 -1000.0 IFN-gamma pathway 8.0 608.0 68.0 -0.029 0.064 1000.0 -1000.0 -0.038 -1000.0 ceramide signaling pathway 8.0 419.0 49.0 -0.007 0.029 1000.0 -1000.0 -0.021 -1000.0 Regulation of Telomerase 8.0 822.0 102.0 -0.02 0.1 1000.0 -1000.0 -0.032 -1000.0 JNK signaling in the CD4+ TCR pathway 7.0 132.0 17.0 -0.012 0.047 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 7.0 429.0 55.0 -0.025 0.045 1000.0 -1000.0 -0.028 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 622.0 83.0 -0.058 0.049 1000.0 -1000.0 -0.023 -1000.0 Retinoic acid receptors-mediated signaling 7.0 460.0 58.0 -0.092 0.049 1000.0 -1000.0 -0.028 -1000.0 Arf6 trafficking events 7.0 519.0 71.0 -0.038 0.038 1000.0 -1000.0 -0.031 -1000.0 p38 MAPK signaling pathway 7.0 314.0 44.0 -0.006 0.064 1000.0 -1000.0 -0.015 -1000.0 Ras signaling in the CD4+ TCR pathway 7.0 130.0 17.0 -0.003 0.032 1000.0 -1000.0 -0.015 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 184.0 28.0 -0.014 0.034 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by HDAC Class I 6.0 650.0 104.0 -0.035 0.048 1000.0 -1000.0 -0.029 -1000.0 IL2 signaling events mediated by PI3K 6.0 372.0 58.0 -0.014 0.08 1000.0 -1000.0 -0.03 -1000.0 TCGA08_rtk_signaling 6.0 158.0 26.0 -0.011 0.047 1000.0 -1000.0 -0.008 -1000.0 IGF1 pathway 6.0 375.0 57.0 -0.032 0.048 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class II 5.0 387.0 75.0 -0.021 0.056 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 77.0 15.0 -0.018 0.022 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 415.0 76.0 -0.031 0.051 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 5.0 234.0 43.0 -0.014 0.039 1000.0 -1000.0 -0.025 -1000.0 Circadian rhythm pathway 4.0 90.0 22.0 -0.004 0.046 1000.0 -1000.0 -0.026 -1000.0 Arf6 downstream pathway 4.0 181.0 43.0 -0.046 0.047 1000.0 -1000.0 -0.021 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 316.0 68.0 -0.028 0.044 1000.0 -1000.0 -0.016 -1000.0 S1P3 pathway 4.0 179.0 42.0 -0.022 0.034 1000.0 -1000.0 -0.022 -1000.0 TRAIL signaling pathway 3.0 165.0 48.0 -0.017 0.046 1000.0 -1000.0 -0.019 -1000.0 Canonical NF-kappaB pathway 2.0 107.0 39.0 -0.015 0.042 1000.0 -1000.0 -0.019 -1000.0 Insulin-mediated glucose transport 2.0 76.0 32.0 -0.016 0.038 1000.0 -1000.0 -0.022 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 103.0 37.0 -0.024 0.05 1000.0 -1000.0 -0.02 -1000.0 Rapid glucocorticoid signaling 2.0 50.0 20.0 -0.008 0.026 1000.0 -1000.0 -0.009 -1000.0 Arf1 pathway 2.0 152.0 54.0 -0.008 0.034 1000.0 -1000.0 -0.012 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 28.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.015 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.02 0.03 1000.0 -1000.0 0.017 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 66.0 36.0 -0.037 0.039 1000.0 -1000.0 -0.022 -1000.0 Atypical NF-kappaB pathway 1.0 45.0 31.0 -0.017 0.029 1000.0 -1000.0 -0.018 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.039 1000.0 -1000.0 0.015 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 23.0 27.0 -0.019 0.045 1000.0 -1000.0 -0.027 -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 3506 207508 7203 -9.5969503817 10.7058012137 131000 -131000 -3.76937230012 -131000