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 Aurora B signaling 177.0 11901.0 67.0 -0.519 0.011 1000.0 -1000.0 -0.037 -1000.0 FOXM1 transcription factor network 167.0 8546.0 51.0 -0.966 0.011 1000.0 -1000.0 -0.146 -1000.0 HIF-1-alpha transcription factor network 149.0 11356.0 76.0 -0.487 0.017 1000.0 -1000.0 -0.056 -1000.0 Aurora C signaling 137.0 961.0 7.0 -0.288 0.009 1000.0 -1000.0 -0.017 -1000.0 Signaling events regulated by Ret tyrosine kinase 118.0 9690.0 82.0 -0.188 0.011 1000.0 -1000.0 -0.049 -1000.0 Endothelins 108.0 10392.0 96.0 -0.337 0.011 1000.0 -1000.0 -0.046 -1000.0 Angiopoietin receptor Tie2-mediated signaling 107.0 9473.0 88.0 -0.317 0.043 1000.0 -1000.0 -0.073 -1000.0 PDGFR-alpha signaling pathway 99.0 4373.0 44.0 -0.294 0.025 1000.0 -1000.0 -0.038 -1000.0 p75(NTR)-mediated signaling 98.0 12336.0 125.0 -0.2 0.03 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by the Hedgehog family 88.0 4601.0 52.0 -0.257 0.145 1000.0 -1000.0 -0.017 -1000.0 Integrins in angiogenesis 78.0 6619.0 84.0 -0.29 0.024 1000.0 -1000.0 -0.048 -1000.0 Cellular roles of Anthrax toxin 70.0 2760.0 39.0 -0.127 0.019 1000.0 -1000.0 -0.018 -1000.0 Nongenotropic Androgen signaling 67.0 3487.0 52.0 -0.216 0.107 1000.0 -1000.0 -0.035 -1000.0 Wnt signaling 61.0 430.0 7.0 -0.088 -0.003 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-alpha and p38-beta 60.0 2670.0 44.0 -0.084 0.011 1000.0 -1000.0 -0.029 -1000.0 Fc-epsilon receptor I signaling in mast cells 59.0 5786.0 97.0 -0.126 0.028 1000.0 -1000.0 -0.045 -1000.0 S1P3 pathway 59.0 2518.0 42.0 -0.411 0.016 1000.0 -1000.0 -0.023 -1000.0 Effects of Botulinum toxin 56.0 1473.0 26.0 -0.112 0.018 1000.0 -1000.0 -0.035 -1000.0 Glypican 1 network 55.0 2653.0 48.0 -0.217 0.022 1000.0 -1000.0 -0.015 -1000.0 LPA4-mediated signaling events 54.0 648.0 12.0 -0.124 0.015 1000.0 -1000.0 -0.008 -1000.0 PLK1 signaling events 53.0 4552.0 85.0 -0.295 0.044 1000.0 -1000.0 -0.024 -1000.0 Reelin signaling pathway 51.0 2882.0 56.0 -0.154 0.03 1000.0 -1000.0 -0.049 -1000.0 IGF1 pathway 50.0 2899.0 57.0 -0.075 0.022 1000.0 -1000.0 -0.049 -1000.0 Aurora A signaling 49.0 2998.0 60.0 -0.253 0.022 1000.0 -1000.0 -0.018 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 48.0 5840.0 120.0 -0.188 0.138 1000.0 -1000.0 -0.048 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 47.0 3237.0 68.0 -0.203 0.079 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 47.0 3672.0 78.0 -0.1 0.043 1000.0 -1000.0 -0.041 -1000.0 Noncanonical Wnt signaling pathway 46.0 1206.0 26.0 -0.136 0.011 1000.0 -1000.0 -0.022 -1000.0 TCGA08_retinoblastoma 46.0 368.0 8.0 -0.134 0.024 1000.0 -1000.0 -0.008 -1000.0 Thromboxane A2 receptor signaling 44.0 4680.0 105.0 -0.176 0.031 1000.0 -1000.0 -0.04 -1000.0 Plasma membrane estrogen receptor signaling 43.0 3725.0 86.0 -0.152 0.066 1000.0 -1000.0 -0.046 -1000.0 amb2 Integrin signaling 42.0 3456.0 82.0 -0.149 0.022 1000.0 -1000.0 -0.042 -1000.0 Syndecan-1-mediated signaling events 41.0 1412.0 34.0 -0.171 0.011 1000.0 -1000.0 -0.022 -1000.0 BMP receptor signaling 41.0 3379.0 81.0 -0.277 0.038 1000.0 -1000.0 -0.049 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 39.0 1358.0 34.0 -0.039 0.011 1000.0 -1000.0 -0.019 -1000.0 Ephrin A reverse signaling 38.0 271.0 7.0 -0.023 -0.0 1000.0 -1000.0 -0.013 -1000.0 IL4-mediated signaling events 38.0 3463.0 91.0 -0.521 0.265 1000.0 -1000.0 -0.124 -1000.0 FOXA2 and FOXA3 transcription factor networks 38.0 1777.0 46.0 -0.225 0.016 1000.0 -1000.0 -0.065 -1000.0 Ras signaling in the CD4+ TCR pathway 37.0 643.0 17.0 -0.077 0.015 1000.0 -1000.0 -0.019 -1000.0 Ephrin B reverse signaling 35.0 1682.0 48.0 -0.098 0.016 1000.0 -1000.0 -0.037 -1000.0 Osteopontin-mediated events 34.0 1307.0 38.0 -0.118 0.014 1000.0 -1000.0 -0.056 -1000.0 TCGA08_p53 33.0 231.0 7.0 -0.089 0.047 1000.0 -1000.0 -0.008 -1000.0 LPA receptor mediated events 32.0 3337.0 102.0 -0.143 0.029 1000.0 -1000.0 -0.051 -1000.0 S1P1 pathway 31.0 1129.0 36.0 -0.128 0.011 1000.0 -1000.0 -0.032 -1000.0 FAS signaling pathway (CD95) 31.0 1479.0 47.0 -0.076 0.038 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 30.0 526.0 17.0 -0.1 0.033 1000.0 -1000.0 -0.017 -1000.0 Glypican 2 network 30.0 123.0 4.0 -0.014 -0.001 1000.0 -1000.0 -0.009 -1000.0 EGFR-dependent Endothelin signaling events 30.0 642.0 21.0 -0.115 0.019 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 29.0 1837.0 62.0 -0.086 0.027 1000.0 -1000.0 -0.037 -1000.0 Visual signal transduction: Rods 29.0 1529.0 52.0 -0.11 0.011 1000.0 -1000.0 -0.045 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 28.0 2451.0 85.0 -0.21 0.012 1000.0 -1000.0 -0.041 -1000.0 Calcium signaling in the CD4+ TCR pathway 28.0 895.0 31.0 -0.118 0.015 1000.0 -1000.0 -0.035 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 27.0 1419.0 52.0 -0.078 0.022 1000.0 -1000.0 -0.034 -1000.0 Syndecan-4-mediated signaling events 27.0 1858.0 67.0 -0.256 0.016 1000.0 -1000.0 -0.047 -1000.0 Coregulation of Androgen receptor activity 26.0 2002.0 76.0 -0.132 0.022 1000.0 -1000.0 -0.022 -1000.0 Visual signal transduction: Cones 26.0 997.0 38.0 -0.08 0.011 1000.0 -1000.0 -0.032 -1000.0 TCGA08_rtk_signaling 26.0 692.0 26.0 -0.147 0.023 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-gamma and p38-delta 25.0 376.0 15.0 -0.017 0.021 1000.0 -1000.0 -0.01 -1000.0 BCR signaling pathway 25.0 2567.0 99.0 -0.059 0.047 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 24.0 3099.0 125.0 -0.068 0.029 1000.0 -1000.0 -0.05 -1000.0 IL2 signaling events mediated by STAT5 23.0 518.0 22.0 -0.103 0.056 1000.0 -1000.0 -0.024 -1000.0 Syndecan-2-mediated signaling events 22.0 1579.0 69.0 -0.104 0.028 1000.0 -1000.0 -0.016 -1000.0 Hedgehog signaling events mediated by Gli proteins 22.0 1454.0 65.0 -0.1 0.039 1000.0 -1000.0 -0.046 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1384.0 61.0 -0.118 0.031 1000.0 -1000.0 -0.04 -1000.0 Glucocorticoid receptor regulatory network 22.0 2557.0 114.0 -0.239 0.046 1000.0 -1000.0 -0.051 -1000.0 IL6-mediated signaling events 22.0 1674.0 75.0 -0.118 0.061 1000.0 -1000.0 -0.039 -1000.0 S1P4 pathway 22.0 571.0 25.0 -0.1 0.024 1000.0 -1000.0 -0.016 -1000.0 Regulation of Androgen receptor activity 22.0 1558.0 70.0 -0.216 0.023 1000.0 -1000.0 -0.046 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 21.0 1180.0 54.0 -0.144 0.022 1000.0 -1000.0 -0.053 -1000.0 Insulin Pathway 20.0 1524.0 74.0 -0.134 0.03 1000.0 -1000.0 -0.047 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 20.0 672.0 33.0 -0.156 0.034 1000.0 -1000.0 -0.019 -1000.0 Regulation of nuclear SMAD2/3 signaling 18.0 2483.0 136.0 -0.155 0.054 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by PTP1B 18.0 1435.0 76.0 -0.113 0.023 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 18.0 1169.0 63.0 -0.068 0.021 1000.0 -1000.0 -0.047 -1000.0 Canonical Wnt signaling pathway 18.0 947.0 51.0 -0.097 0.05 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 18.0 378.0 20.0 -0.051 0.011 1000.0 -1000.0 -0.012 -1000.0 BARD1 signaling events 17.0 982.0 57.0 -0.126 0.028 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events mediated by Akt 17.0 1157.0 68.0 -0.239 0.04 1000.0 -1000.0 -0.023 -1000.0 Retinoic acid receptors-mediated signaling 17.0 1040.0 58.0 -0.053 0.022 1000.0 -1000.0 -0.042 -1000.0 Regulation of p38-alpha and p38-beta 17.0 954.0 54.0 -0.176 0.043 1000.0 -1000.0 -0.036 -1000.0 IL12-mediated signaling events 16.0 1400.0 87.0 -0.301 0.044 1000.0 -1000.0 -0.081 -1000.0 Regulation of Telomerase 16.0 1658.0 102.0 -0.301 0.038 1000.0 -1000.0 -0.06 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1354.0 93.0 -0.045 0.041 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by PRL 14.0 482.0 34.0 -0.126 0.018 1000.0 -1000.0 -0.019 -1000.0 ErbB4 signaling events 13.0 905.0 69.0 -0.075 0.03 1000.0 -1000.0 -0.049 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 365.0 28.0 -0.1 0.032 1000.0 -1000.0 -0.019 -1000.0 IFN-gamma pathway 13.0 911.0 68.0 -0.225 0.048 1000.0 -1000.0 -0.056 -1000.0 IL1-mediated signaling events 13.0 852.0 62.0 -0.038 0.04 1000.0 -1000.0 -0.056 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1103.0 83.0 -0.239 0.044 1000.0 -1000.0 -0.045 -1000.0 FoxO family signaling 13.0 854.0 64.0 -0.239 0.042 1000.0 -1000.0 -0.047 -1000.0 EPHB forward signaling 13.0 1116.0 85.0 -0.034 0.029 1000.0 -1000.0 -0.053 -1000.0 PDGFR-beta signaling pathway 13.0 1332.0 97.0 -0.02 0.039 1000.0 -1000.0 -0.042 -1000.0 Insulin-mediated glucose transport 12.0 413.0 32.0 -0.239 0.025 1000.0 -1000.0 -0.033 -1000.0 mTOR signaling pathway 12.0 638.0 53.0 -0.026 0.018 1000.0 -1000.0 -0.034 -1000.0 HIF-2-alpha transcription factor network 12.0 530.0 43.0 -0.143 0.022 1000.0 -1000.0 -0.038 -1000.0 Syndecan-3-mediated signaling events 12.0 436.0 35.0 -0.09 0.03 1000.0 -1000.0 -0.021 -1000.0 ErbB2/ErbB3 signaling events 11.0 729.0 65.0 -0.12 0.022 1000.0 -1000.0 -0.038 -1000.0 IL2 signaling events mediated by PI3K 11.0 694.0 58.0 -0.113 0.043 1000.0 -1000.0 -0.051 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.009 -1000.0 EPO signaling pathway 10.0 563.0 55.0 -0.024 0.035 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by HDAC Class III 10.0 408.0 40.0 -0.079 0.016 1000.0 -1000.0 -0.023 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 166.0 17.0 -0.014 0.034 1000.0 -1000.0 -0.022 -1000.0 Caspase cascade in apoptosis 8.0 616.0 74.0 -0.032 0.035 1000.0 -1000.0 -0.02 -1000.0 IL27-mediated signaling events 8.0 433.0 51.0 -0.056 0.014 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class II 7.0 588.0 75.0 -0.05 0.029 1000.0 -1000.0 -0.024 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 7.0 273.0 37.0 -0.02 0.027 1000.0 -1000.0 -0.024 -1000.0 Ceramide signaling pathway 6.0 477.0 76.0 -0.067 0.037 1000.0 -1000.0 -0.02 -1000.0 IL23-mediated signaling events 6.0 396.0 60.0 -0.046 0.043 1000.0 -1000.0 -0.132 -1000.0 ceramide signaling pathway 5.0 273.0 49.0 -0.031 0.038 1000.0 -1000.0 -0.02 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 379.0 74.0 -0.076 0.062 1000.0 -1000.0 -0.054 -1000.0 Arf6 trafficking events 5.0 362.0 71.0 -0.195 0.035 1000.0 -1000.0 -0.041 -1000.0 p38 MAPK signaling pathway 5.0 236.0 44.0 -0.045 0.028 1000.0 -1000.0 -0.036 -1000.0 Canonical NF-kappaB pathway 4.0 178.0 39.0 -0.032 0.058 1000.0 -1000.0 -0.048 -1000.0 PLK2 and PLK4 events 4.0 14.0 3.0 0.007 0.015 1000.0 -1000.0 -0.008 -1000.0 TRAIL signaling pathway 4.0 203.0 48.0 -0.001 0.037 1000.0 -1000.0 -0.036 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 200.0 45.0 -0.032 0.057 1000.0 -1000.0 -0.049 -1000.0 Class I PI3K signaling events 4.0 317.0 73.0 -0.015 0.053 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class I 3.0 382.0 104.0 -0.032 0.044 1000.0 -1000.0 -0.041 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 138.0 36.0 -0.031 0.032 1000.0 -1000.0 -0.043 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 47.0 23.0 -0.005 0.036 1000.0 -1000.0 -0.025 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 11.0 5.0 0.009 0.015 1000.0 -1000.0 -0.012 -1000.0 VEGFR1 specific signals 2.0 142.0 56.0 -0.062 0.052 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 1.0 50.0 43.0 -0.023 0.023 1000.0 -1000.0 -0.019 -1000.0 Atypical NF-kappaB pathway 1.0 36.0 31.0 -0.0 0.04 1000.0 -1000.0 -0.017 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 94.0 76.0 -0.003 0.048 1000.0 -1000.0 -0.051 -1000.0 E-cadherin signaling in keratinocytes 1.0 74.0 43.0 -0.034 0.037 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 0.009 0.021 1000.0 -1000.0 -0.014 -1000.0 Circadian rhythm pathway 0.0 16.0 22.0 -0.011 0.04 1000.0 -1000.0 -0.027 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.028 1000.0 -1000.0 -0.029 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.0 0.028 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 0.0 0.033 1000.0 -1000.0 -0.015 -1000.0 Total 4080 242779 7203 -17.3108996258 4.34472425069 131000 -131000 -4.79861578475 -131000