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 139.0 6425.0 46.0 -0.831 0.03 1000.0 -1000.0 -0.142 -1000.0 Reelin signaling pathway 137.0 7699.0 56.0 -0.217 0.063 1000.0 -1000.0 -0.044 -1000.0 Signaling events regulated by Ret tyrosine kinase 85.0 7013.0 82.0 -0.133 0.027 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 83.0 6492.0 78.0 -0.267 0.085 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by the Hedgehog family 81.0 4241.0 52.0 -0.108 0.066 1000.0 -1000.0 -0.043 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 77.0 4174.0 54.0 -0.172 0.037 1000.0 -1000.0 -0.042 -1000.0 Glypican 1 network 74.0 3584.0 48.0 -0.123 0.033 1000.0 -1000.0 -0.038 -1000.0 Effects of Botulinum toxin 73.0 1916.0 26.0 -0.132 0.026 1000.0 -1000.0 -0.011 -1000.0 p75(NTR)-mediated signaling 67.0 8395.0 125.0 -0.166 0.069 1000.0 -1000.0 -0.064 -1000.0 Glypican 2 network 63.0 253.0 4.0 -0.002 -0.002 1000.0 -1000.0 0.011 -1000.0 Wnt signaling 61.0 432.0 7.0 -0.053 -0.004 1000.0 -1000.0 -0.016 -1000.0 HIF-1-alpha transcription factor network 57.0 4333.0 76.0 -0.339 0.035 1000.0 -1000.0 -0.162 -1000.0 IL4-mediated signaling events 57.0 5259.0 91.0 -0.673 0.514 1000.0 -1000.0 -0.187 -1000.0 Visual signal transduction: Cones 53.0 2016.0 38.0 -0.062 0.046 1000.0 -1000.0 -0.016 -1000.0 Fc-epsilon receptor I signaling in mast cells 52.0 5073.0 97.0 -0.109 0.039 1000.0 -1000.0 -0.059 -1000.0 Ephrin B reverse signaling 50.0 2402.0 48.0 -0.113 0.054 1000.0 -1000.0 -0.037 -1000.0 Syndecan-1-mediated signaling events 46.0 1585.0 34.0 -0.12 0.026 1000.0 -1000.0 -0.047 -1000.0 Ephrin A reverse signaling 46.0 328.0 7.0 -0.012 0.01 1000.0 -1000.0 -0.013 -1000.0 amb2 Integrin signaling 46.0 3801.0 82.0 -0.161 0.037 1000.0 -1000.0 -0.039 -1000.0 Nongenotropic Androgen signaling 46.0 2424.0 52.0 -0.075 0.039 1000.0 -1000.0 -0.045 -1000.0 BMP receptor signaling 45.0 3691.0 81.0 -0.138 0.048 1000.0 -1000.0 -0.061 -1000.0 Syndecan-2-mediated signaling events 43.0 2993.0 69.0 -0.152 0.042 1000.0 -1000.0 -0.044 -1000.0 Canonical Wnt signaling pathway 43.0 2207.0 51.0 -0.132 0.129 1000.0 -1000.0 -0.048 -1000.0 Noncanonical Wnt signaling pathway 41.0 1073.0 26.0 -0.053 0.026 1000.0 -1000.0 -0.044 -1000.0 EPHB forward signaling 41.0 3540.0 85.0 -0.115 0.096 1000.0 -1000.0 -0.067 -1000.0 TCGA08_retinoblastoma 41.0 333.0 8.0 -0.069 0.045 1000.0 -1000.0 -0.007 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 37.0 4493.0 120.0 -0.113 0.078 1000.0 -1000.0 -0.051 -1000.0 TCGA08_p53 36.0 257.0 7.0 -0.054 0.036 1000.0 -1000.0 -0.009 -1000.0 TCR signaling in naïve CD8+ T cells 36.0 3362.0 93.0 -0.103 0.05 1000.0 -1000.0 -0.047 -1000.0 BCR signaling pathway 36.0 3616.0 99.0 -0.09 0.034 1000.0 -1000.0 -0.053 -1000.0 Visual signal transduction: Rods 35.0 1861.0 52.0 -0.046 0.027 1000.0 -1000.0 -0.039 -1000.0 LPA receptor mediated events 34.0 3542.0 102.0 -0.116 0.037 1000.0 -1000.0 -0.075 -1000.0 Nectin adhesion pathway 33.0 2124.0 63.0 -0.191 0.046 1000.0 -1000.0 -0.058 -1000.0 Endothelins 33.0 3172.0 96.0 -0.173 0.042 1000.0 -1000.0 -0.058 -1000.0 Coregulation of Androgen receptor activity 32.0 2436.0 76.0 -0.134 0.049 1000.0 -1000.0 -0.029 -1000.0 Presenilin action in Notch and Wnt signaling 32.0 1986.0 61.0 -0.132 0.069 1000.0 -1000.0 -0.045 -1000.0 S1P5 pathway 32.0 549.0 17.0 -0.041 0.033 1000.0 -1000.0 -0.021 -1000.0 IL23-mediated signaling events 32.0 1967.0 60.0 -0.395 0.026 1000.0 -1000.0 -0.152 -1000.0 LPA4-mediated signaling events 26.0 316.0 12.0 -0.057 0.007 1000.0 -1000.0 -0.024 -1000.0 Arf6 signaling events 26.0 1616.0 62.0 -0.07 0.058 1000.0 -1000.0 -0.041 -1000.0 Glucocorticoid receptor regulatory network 26.0 2984.0 114.0 -0.267 0.163 1000.0 -1000.0 -0.061 -1000.0 Integrins in angiogenesis 26.0 2234.0 84.0 -0.148 0.059 1000.0 -1000.0 -0.046 -1000.0 IGF1 pathway 26.0 1533.0 57.0 -0.022 0.051 1000.0 -1000.0 -0.041 -1000.0 S1P4 pathway 26.0 665.0 25.0 -0.041 0.041 1000.0 -1000.0 -0.031 -1000.0 Calcium signaling in the CD4+ TCR pathway 25.0 781.0 31.0 -0.12 0.027 1000.0 -1000.0 -0.048 -1000.0 Plasma membrane estrogen receptor signaling 25.0 2222.0 86.0 -0.098 0.048 1000.0 -1000.0 -0.058 -1000.0 Regulation of Androgen receptor activity 23.0 1622.0 70.0 -0.22 0.033 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by PTP1B 22.0 1716.0 76.0 -0.132 0.045 1000.0 -1000.0 -0.043 -1000.0 Osteopontin-mediated events 21.0 827.0 38.0 -0.147 0.037 1000.0 -1000.0 -0.044 -1000.0 EGFR-dependent Endothelin signaling events 21.0 453.0 21.0 -0.031 0.039 1000.0 -1000.0 -0.041 -1000.0 Syndecan-4-mediated signaling events 21.0 1445.0 67.0 -0.174 0.036 1000.0 -1000.0 -0.044 -1000.0 PDGFR-beta signaling pathway 21.0 2058.0 97.0 -0.093 0.071 1000.0 -1000.0 -0.055 -1000.0 Aurora B signaling 21.0 1434.0 67.0 -0.3 0.078 1000.0 -1000.0 -0.036 -1000.0 ErbB4 signaling events 20.0 1422.0 69.0 -0.103 0.051 1000.0 -1000.0 -0.055 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 20.0 1071.0 52.0 -0.091 0.052 1000.0 -1000.0 -0.06 -1000.0 IL27-mediated signaling events 20.0 1047.0 51.0 -0.212 0.05 1000.0 -1000.0 -0.045 -1000.0 IL12-mediated signaling events 19.0 1723.0 87.0 -0.118 0.026 1000.0 -1000.0 -0.102 -1000.0 Sphingosine 1-phosphate (S1P) pathway 19.0 543.0 28.0 -0.035 0.04 1000.0 -1000.0 -0.023 -1000.0 Ceramide signaling pathway 19.0 1458.0 76.0 -0.031 0.07 1000.0 -1000.0 -0.041 -1000.0 Syndecan-3-mediated signaling events 19.0 693.0 35.0 -0.152 0.069 1000.0 -1000.0 -0.035 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 19.0 643.0 33.0 -0.096 0.062 1000.0 -1000.0 -0.042 -1000.0 JNK signaling in the CD4+ TCR pathway 18.0 309.0 17.0 -0.036 0.051 1000.0 -1000.0 -0.036 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 17.0 600.0 34.0 -0.018 0.042 1000.0 -1000.0 -0.03 -1000.0 PLK1 signaling events 17.0 1525.0 85.0 -0.028 0.047 1000.0 -1000.0 -0.026 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 17.0 654.0 37.0 -0.087 0.061 1000.0 -1000.0 -0.031 -1000.0 IL1-mediated signaling events 17.0 1107.0 62.0 -0.067 0.05 1000.0 -1000.0 -0.047 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 17.0 1195.0 68.0 -0.205 0.027 1000.0 -1000.0 -0.108 -1000.0 Angiopoietin receptor Tie2-mediated signaling 17.0 1498.0 88.0 -0.07 0.044 1000.0 -1000.0 -0.073 -1000.0 ErbB2/ErbB3 signaling events 16.0 1095.0 65.0 -0.082 0.038 1000.0 -1000.0 -0.068 -1000.0 Caspase cascade in apoptosis 16.0 1205.0 74.0 -0.038 0.06 1000.0 -1000.0 -0.058 -1000.0 ceramide signaling pathway 16.0 809.0 49.0 0.0 0.038 1000.0 -1000.0 -0.041 -1000.0 S1P1 pathway 16.0 592.0 36.0 -0.042 0.026 1000.0 -1000.0 -0.049 -1000.0 S1P3 pathway 16.0 702.0 42.0 -0.027 0.046 1000.0 -1000.0 -0.037 -1000.0 FAS signaling pathway (CD95) 15.0 726.0 47.0 -0.052 0.038 1000.0 -1000.0 -0.052 -1000.0 Regulation of p38-alpha and p38-beta 14.0 798.0 54.0 -0.063 0.058 1000.0 -1000.0 -0.053 -1000.0 FOXM1 transcription factor network 14.0 740.0 51.0 -0.071 0.04 1000.0 -1000.0 -0.157 -1000.0 Ras signaling in the CD4+ TCR pathway 14.0 250.0 17.0 -0.006 0.041 1000.0 -1000.0 -0.043 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1126.0 85.0 -0.027 0.045 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 13.0 741.0 55.0 0.002 0.051 1000.0 -1000.0 -0.05 -1000.0 mTOR signaling pathway 13.0 707.0 53.0 -0.024 0.049 1000.0 -1000.0 -0.035 -1000.0 Class I PI3K signaling events mediated by Akt 13.0 938.0 68.0 -0.048 0.054 1000.0 -1000.0 -0.037 -1000.0 IL6-mediated signaling events 13.0 986.0 75.0 -0.214 0.041 1000.0 -1000.0 -0.085 -1000.0 IFN-gamma pathway 12.0 872.0 68.0 -0.06 0.037 1000.0 -1000.0 -0.055 -1000.0 Signaling mediated by p38-gamma and p38-delta 12.0 187.0 15.0 -0.04 0.026 1000.0 -1000.0 -0.034 -1000.0 IL2 signaling events mediated by PI3K 12.0 753.0 58.0 -0.044 0.057 1000.0 -1000.0 -0.05 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 12.0 936.0 74.0 -0.087 0.062 1000.0 -1000.0 -0.063 -1000.0 Class I PI3K signaling events 12.0 942.0 73.0 -0.063 0.045 1000.0 -1000.0 -0.054 -1000.0 PLK2 and PLK4 events 11.0 34.0 3.0 0.005 -1000.0 1000.0 -1000.0 -0.013 -1000.0 Cellular roles of Anthrax toxin 11.0 454.0 39.0 -0.018 0.03 1000.0 -1000.0 -0.025 -1000.0 Hedgehog signaling events mediated by Gli proteins 11.0 741.0 65.0 -0.125 0.06 1000.0 -1000.0 -0.05 -1000.0 Retinoic acid receptors-mediated signaling 11.0 694.0 58.0 -0.103 0.048 1000.0 -1000.0 -0.048 -1000.0 Thromboxane A2 receptor signaling 10.0 1119.0 105.0 -0.037 0.037 1000.0 -1000.0 -0.043 -1000.0 Aurora C signaling 10.0 74.0 7.0 0.0 0.033 1000.0 -1000.0 -0.012 -1000.0 PDGFR-alpha signaling pathway 10.0 478.0 44.0 -0.041 0.057 1000.0 -1000.0 -0.037 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 10.0 462.0 45.0 -0.003 0.061 1000.0 -1000.0 -0.065 -1000.0 IL2 signaling events mediated by STAT5 10.0 221.0 22.0 -0.013 0.033 1000.0 -1000.0 -0.062 -1000.0 p38 MAPK signaling pathway 10.0 479.0 44.0 -0.06 0.052 1000.0 -1000.0 -0.029 -1000.0 TCGA08_rtk_signaling 9.0 257.0 26.0 -0.047 0.083 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in the nascent adherens junction 9.0 706.0 76.0 -0.011 0.056 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by PRL 9.0 311.0 34.0 -0.051 0.038 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in keratinocytes 9.0 388.0 43.0 -0.034 0.043 1000.0 -1000.0 -0.039 -1000.0 Aurora A signaling 8.0 533.0 60.0 -0.066 0.056 1000.0 -1000.0 -0.025 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 689.0 83.0 -0.095 0.051 1000.0 -1000.0 -0.045 -1000.0 Signaling mediated by p38-alpha and p38-beta 8.0 357.0 44.0 -0.088 0.027 1000.0 -1000.0 -0.037 -1000.0 Regulation of Telomerase 8.0 838.0 102.0 -0.065 0.061 1000.0 -1000.0 -0.062 -1000.0 E-cadherin signaling events 8.0 42.0 5.0 0.019 0.038 1000.0 -1000.0 0.004 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1026.0 136.0 -0.112 0.073 1000.0 -1000.0 -0.055 -1000.0 FoxO family signaling 7.0 457.0 64.0 -0.009 0.068 1000.0 -1000.0 -0.066 -1000.0 Rapid glucocorticoid signaling 7.0 141.0 20.0 -0.009 0.033 1000.0 -1000.0 -0.011 -1000.0 Insulin-mediated glucose transport 6.0 215.0 32.0 -0.067 0.05 1000.0 -1000.0 -0.033 -1000.0 HIF-2-alpha transcription factor network 6.0 276.0 43.0 -0.048 0.052 1000.0 -1000.0 -0.075 -1000.0 Arf6 trafficking events 6.0 491.0 71.0 -0.096 0.048 1000.0 -1000.0 -0.034 -1000.0 Insulin Pathway 6.0 474.0 74.0 -0.026 0.072 1000.0 -1000.0 -0.049 -1000.0 Canonical NF-kappaB pathway 5.0 230.0 39.0 0.0 0.056 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by HDAC Class III 5.0 232.0 40.0 -0.048 0.049 1000.0 -1000.0 -0.019 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 23.0 5.0 0.023 0.035 1000.0 -1000.0 0.006 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 594.0 125.0 -0.0 0.067 1000.0 -1000.0 -0.052 -1000.0 VEGFR1 specific signals 4.0 238.0 56.0 -0.017 0.055 1000.0 -1000.0 -0.053 -1000.0 Class IB PI3K non-lipid kinase events 4.0 12.0 3.0 -0.024 0.024 1000.0 -1000.0 -0.009 -1000.0 Arf6 downstream pathway 3.0 171.0 43.0 -0.036 0.045 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class I 3.0 342.0 104.0 -0.05 0.064 1000.0 -1000.0 -0.039 -1000.0 BARD1 signaling events 2.0 151.0 57.0 -0.054 0.066 1000.0 -1000.0 -0.044 -1000.0 TRAIL signaling pathway 2.0 98.0 48.0 -0.0 0.052 1000.0 -1000.0 -0.043 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 77.0 36.0 -0.049 0.051 1000.0 -1000.0 -0.04 -1000.0 Atypical NF-kappaB pathway 2.0 89.0 31.0 -0.004 0.032 1000.0 -1000.0 -0.03 -1000.0 Arf1 pathway 2.0 128.0 54.0 -0.001 0.042 1000.0 -1000.0 -0.024 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 32.0 23.0 0.01 0.044 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class II 1.0 143.0 75.0 -0.027 0.068 1000.0 -1000.0 -0.032 -1000.0 Circadian rhythm pathway 1.0 31.0 22.0 -0.008 0.06 1000.0 -1000.0 -0.039 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.0 0.057 1000.0 -1000.0 -0.034 -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 3218 188101 7203 -11.8614216893 -993.275192752 131000 -131000 -6.12456200561 -131000