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 191.0 12838.0 67.0 -0.289 0.368 1000.0 -1000.0 -0.032 -1000.0 Endothelins 126.0 12152.0 96.0 -0.396 0.161 1000.0 -1000.0 -0.033 -1000.0 Aurora C signaling 122.0 855.0 7.0 -0.0 0.227 1000.0 -1000.0 -0.007 -1000.0 Signaling events regulated by Ret tyrosine kinase 109.0 8967.0 82.0 -0.145 0.038 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 106.0 9414.0 88.0 -0.303 0.112 1000.0 -1000.0 -0.049 -1000.0 p75(NTR)-mediated signaling 100.0 12504.0 125.0 -0.166 0.075 1000.0 -1000.0 -0.045 -1000.0 FOXM1 transcription factor network 95.0 4871.0 51.0 -0.286 0.273 1000.0 -1000.0 -0.067 -1000.0 PDGFR-alpha signaling pathway 87.0 3867.0 44.0 -0.28 0.037 1000.0 -1000.0 -0.029 -1000.0 Integrins in angiogenesis 81.0 6854.0 84.0 -0.26 0.096 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by the Hedgehog family 80.0 4198.0 52.0 -0.201 0.11 1000.0 -1000.0 -0.017 -1000.0 HIF-1-alpha transcription factor network 80.0 6144.0 76.0 -0.249 0.044 1000.0 -1000.0 -0.027 -1000.0 PLK1 signaling events 78.0 6697.0 85.0 -0.056 0.25 1000.0 -1000.0 -0.027 -1000.0 Reelin signaling pathway 77.0 4344.0 56.0 -0.116 0.045 1000.0 -1000.0 -0.02 -1000.0 Cellular roles of Anthrax toxin 70.0 2732.0 39.0 -0.093 0.053 1000.0 -1000.0 -0.014 -1000.0 S1P3 pathway 65.0 2742.0 42.0 -0.391 0.031 1000.0 -1000.0 -0.021 -1000.0 Nongenotropic Androgen signaling 62.0 3229.0 52.0 -0.235 0.138 1000.0 -1000.0 -0.025 -1000.0 Fc-epsilon receptor I signaling in mast cells 59.0 5803.0 97.0 -0.096 0.024 1000.0 -1000.0 -0.046 -1000.0 Aurora A signaling 58.0 3515.0 60.0 -0.137 0.219 1000.0 -1000.0 -0.017 -1000.0 Effects of Botulinum toxin 58.0 1516.0 26.0 -0.102 0.114 1000.0 -1000.0 -0.01 -1000.0 Wnt signaling 56.0 396.0 7.0 -0.065 0.037 1000.0 -1000.0 -0.005 -1000.0 IGF1 pathway 54.0 3117.0 57.0 -0.076 0.035 1000.0 -1000.0 -0.021 -1000.0 Signaling mediated by p38-alpha and p38-beta 53.0 2333.0 44.0 -0.079 0.023 1000.0 -1000.0 -0.017 -1000.0 LPA4-mediated signaling events 51.0 622.0 12.0 -0.11 0.0 1000.0 -1000.0 -0.014 -1000.0 TCGA08_p53 51.0 357.0 7.0 -0.033 0.019 1000.0 -1000.0 -0.01 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 50.0 6003.0 120.0 -0.152 0.114 1000.0 -1000.0 -0.03 -1000.0 Ephrin B reverse signaling 49.0 2363.0 48.0 -0.095 0.028 1000.0 -1000.0 -0.026 -1000.0 Glypican 1 network 48.0 2306.0 48.0 -0.169 0.103 1000.0 -1000.0 -0.021 -1000.0 TCGA08_retinoblastoma 45.0 367.0 8.0 -0.04 0.13 1000.0 -1000.0 -0.005 -1000.0 Noncanonical Wnt signaling pathway 44.0 1154.0 26.0 -0.122 0.037 1000.0 -1000.0 -0.028 -1000.0 Thromboxane A2 receptor signaling 44.0 4683.0 105.0 -0.136 0.048 1000.0 -1000.0 -0.03 -1000.0 FOXA2 and FOXA3 transcription factor networks 42.0 1971.0 46.0 -0.197 0.191 1000.0 -1000.0 -0.075 -1000.0 S1P4 pathway 42.0 1055.0 25.0 -0.065 0.038 1000.0 -1000.0 -0.013 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 41.0 1423.0 34.0 -0.017 0.029 1000.0 -1000.0 -0.021 -1000.0 BMP receptor signaling 41.0 3362.0 81.0 -0.231 0.043 1000.0 -1000.0 -0.019 -1000.0 Osteopontin-mediated events 40.0 1529.0 38.0 -0.089 0.097 1000.0 -1000.0 -0.019 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 40.0 2775.0 68.0 -0.149 0.074 1000.0 -1000.0 -0.072 -1000.0 Plasma membrane estrogen receptor signaling 40.0 3516.0 86.0 -0.192 0.08 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 40.0 3175.0 78.0 -0.134 0.055 1000.0 -1000.0 -0.034 -1000.0 S1P1 pathway 39.0 1411.0 36.0 -0.152 0.022 1000.0 -1000.0 -0.016 -1000.0 Syndecan-1-mediated signaling events 38.0 1293.0 34.0 -0.05 0.157 1000.0 -1000.0 -0.021 -1000.0 amb2 Integrin signaling 38.0 3171.0 82.0 -0.105 0.128 1000.0 -1000.0 -0.021 -1000.0 Ephrin A reverse signaling 37.0 262.0 7.0 -0.027 0.012 1000.0 -1000.0 -0.006 -1000.0 LPA receptor mediated events 37.0 3809.0 102.0 -0.134 0.128 1000.0 -1000.0 -0.052 -1000.0 EPHB forward signaling 35.0 3057.0 85.0 -0.055 0.048 1000.0 -1000.0 -0.044 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 34.0 2947.0 85.0 -0.21 0.031 1000.0 -1000.0 -0.041 -1000.0 Ras signaling in the CD4+ TCR pathway 33.0 570.0 17.0 -0.091 0.023 1000.0 -1000.0 -0.019 -1000.0 IL4-mediated signaling events 32.0 2972.0 91.0 -0.303 0.094 1000.0 -1000.0 -0.077 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 30.0 1627.0 54.0 -0.101 0.048 1000.0 -1000.0 -0.02 -1000.0 Arf6 signaling events 30.0 1862.0 62.0 -0.063 0.043 1000.0 -1000.0 -0.041 -1000.0 Visual signal transduction: Rods 30.0 1604.0 52.0 -0.057 0.113 1000.0 -1000.0 -0.015 -1000.0 HIF-2-alpha transcription factor network 29.0 1261.0 43.0 -0.164 0.075 1000.0 -1000.0 -0.039 -1000.0 FAS signaling pathway (CD95) 29.0 1391.0 47.0 -0.05 0.038 1000.0 -1000.0 -0.03 -1000.0 EGFR-dependent Endothelin signaling events 29.0 618.0 21.0 -0.082 0.048 1000.0 -1000.0 -0.027 -1000.0 Glucocorticoid receptor regulatory network 27.0 3191.0 114.0 -0.15 0.206 1000.0 -1000.0 -0.036 -1000.0 S1P5 pathway 27.0 474.0 17.0 -0.065 0.036 1000.0 -1000.0 -0.005 -1000.0 Glypican 2 network 27.0 108.0 4.0 0.023 0.043 1000.0 -1000.0 0.019 -1000.0 Syndecan-4-mediated signaling events 27.0 1845.0 67.0 -0.205 0.128 1000.0 -1000.0 -0.026 -1000.0 Coregulation of Androgen receptor activity 26.0 1998.0 76.0 -0.09 0.125 1000.0 -1000.0 -0.022 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 26.0 1377.0 52.0 -0.055 0.047 1000.0 -1000.0 -0.028 -1000.0 Calcium signaling in the CD4+ TCR pathway 26.0 819.0 31.0 -0.09 0.042 1000.0 -1000.0 -0.033 -1000.0 Visual signal transduction: Cones 25.0 958.0 38.0 -0.057 0.033 1000.0 -1000.0 -0.013 -1000.0 Syndecan-2-mediated signaling events 25.0 1744.0 69.0 -0.01 0.103 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by PTP1B 25.0 1900.0 76.0 -0.086 0.037 1000.0 -1000.0 -0.034 -1000.0 Presenilin action in Notch and Wnt signaling 25.0 1547.0 61.0 -0.089 0.083 1000.0 -1000.0 -0.029 -1000.0 TCR signaling in naïve CD8+ T cells 25.0 2377.0 93.0 -0.015 0.053 1000.0 -1000.0 -0.032 -1000.0 Insulin Pathway 25.0 1914.0 74.0 -0.096 0.112 1000.0 -1000.0 -0.032 -1000.0 IL12-mediated signaling events 24.0 2153.0 87.0 -0.296 0.061 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 24.0 3119.0 125.0 -0.056 0.044 1000.0 -1000.0 -0.022 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 23.0 771.0 33.0 -0.122 0.126 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by STAT5 22.0 505.0 22.0 -0.095 0.077 1000.0 -1000.0 -0.026 -1000.0 BARD1 signaling events 21.0 1202.0 57.0 -0.045 0.131 1000.0 -1000.0 -0.035 -1000.0 Canonical Wnt signaling pathway 21.0 1110.0 51.0 -0.046 0.083 1000.0 -1000.0 -0.027 -1000.0 TCGA08_rtk_signaling 21.0 569.0 26.0 -0.096 0.032 1000.0 -1000.0 -0.013 -1000.0 IL6-mediated signaling events 21.0 1581.0 75.0 -0.088 0.09 1000.0 -1000.0 -0.031 -1000.0 BCR signaling pathway 21.0 2099.0 99.0 -0.035 0.058 1000.0 -1000.0 -0.034 -1000.0 Regulation of Androgen receptor activity 21.0 1517.0 70.0 -0.038 0.19 1000.0 -1000.0 -0.034 -1000.0 EPO signaling pathway 20.0 1139.0 55.0 -0.04 0.038 1000.0 -1000.0 -0.023 -1000.0 Class I PI3K signaling events mediated by Akt 20.0 1361.0 68.0 -0.082 0.206 1000.0 -1000.0 -0.019 -1000.0 Regulation of p38-alpha and p38-beta 20.0 1101.0 54.0 -0.135 0.054 1000.0 -1000.0 -0.043 -1000.0 Hedgehog signaling events mediated by Gli proteins 18.0 1224.0 65.0 -0.096 0.052 1000.0 -1000.0 -0.033 -1000.0 IFN-gamma pathway 18.0 1265.0 68.0 -0.181 0.074 1000.0 -1000.0 -0.032 -1000.0 Retinoic acid receptors-mediated signaling 18.0 1081.0 58.0 -0.018 0.05 1000.0 -1000.0 -0.024 -1000.0 Rapid glucocorticoid signaling 18.0 365.0 20.0 -0.031 0.026 1000.0 -1000.0 -0.007 -1000.0 Regulation of nuclear SMAD2/3 signaling 17.0 2368.0 136.0 -0.088 0.138 1000.0 -1000.0 -0.027 -1000.0 mTOR signaling pathway 17.0 924.0 53.0 -0.029 0.025 1000.0 -1000.0 -0.026 -1000.0 Sphingosine 1-phosphate (S1P) pathway 16.0 451.0 28.0 -0.065 0.041 1000.0 -1000.0 -0.016 -1000.0 Insulin-mediated glucose transport 16.0 534.0 32.0 -0.085 0.206 1000.0 -1000.0 -0.015 -1000.0 Nectin adhesion pathway 16.0 1062.0 63.0 -0.04 0.054 1000.0 -1000.0 -0.046 -1000.0 Syndecan-3-mediated signaling events 16.0 586.0 35.0 -0.06 0.095 1000.0 -1000.0 -0.014 -1000.0 IL2 signaling events mediated by PI3K 16.0 928.0 58.0 -0.03 0.116 1000.0 -1000.0 -0.023 -1000.0 Regulation of Telomerase 16.0 1679.0 102.0 -0.241 0.087 1000.0 -1000.0 -0.034 -1000.0 ErbB2/ErbB3 signaling events 15.0 1027.0 65.0 -0.076 0.048 1000.0 -1000.0 -0.054 -1000.0 JNK signaling in the CD4+ TCR pathway 15.0 255.0 17.0 -0.044 0.056 1000.0 -1000.0 -0.025 -1000.0 Ceramide signaling pathway 15.0 1148.0 76.0 -0.046 0.061 1000.0 -1000.0 -0.017 -1000.0 FoxO family signaling 15.0 1010.0 64.0 -0.016 0.206 1000.0 -1000.0 -0.031 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 14.0 1171.0 83.0 -0.023 0.206 1000.0 -1000.0 -0.023 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 14.0 655.0 45.0 -0.006 0.058 1000.0 -1000.0 -0.025 -1000.0 PDGFR-beta signaling pathway 14.0 1428.0 97.0 -0.021 0.05 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by PRL 14.0 485.0 34.0 -0.036 0.091 1000.0 -1000.0 -0.037 -1000.0 Caspase cascade in apoptosis 13.0 1028.0 74.0 -0.027 0.149 1000.0 -1000.0 -0.021 -1000.0 ErbB4 signaling events 13.0 918.0 69.0 -0.05 0.054 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 13.0 816.0 62.0 -0.014 0.067 1000.0 -1000.0 -0.021 -1000.0 IL23-mediated signaling events 13.0 805.0 60.0 -0.007 0.232 1000.0 -1000.0 -0.078 -1000.0 ceramide signaling pathway 12.0 635.0 49.0 -0.008 0.054 1000.0 -1000.0 -0.024 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 11.0 418.0 37.0 -0.021 0.063 1000.0 -1000.0 -0.023 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 866.0 74.0 -0.05 0.077 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by HDAC Class III 10.0 402.0 40.0 -0.054 0.04 1000.0 -1000.0 -0.03 -1000.0 IL27-mediated signaling events 10.0 528.0 51.0 -0.033 0.038 1000.0 -1000.0 -0.042 -1000.0 E-cadherin signaling in the nascent adherens junction 10.0 783.0 76.0 -0.029 0.056 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 10.0 452.0 43.0 -0.009 0.038 1000.0 -1000.0 -0.021 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.022 0.022 1000.0 -1000.0 -0.017 -1000.0 Canonical NF-kappaB pathway 9.0 388.0 39.0 -0.008 0.053 1000.0 -1000.0 -0.019 -1000.0 p38 MAPK signaling pathway 8.0 355.0 44.0 -0.002 0.063 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by HDAC Class II 7.0 572.0 75.0 -0.031 0.045 1000.0 -1000.0 -0.023 -1000.0 Arf6 trafficking events 7.0 531.0 71.0 -0.157 0.04 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events 6.0 466.0 73.0 -0.023 0.042 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class I 5.0 549.0 104.0 -0.035 0.057 1000.0 -1000.0 -0.032 -1000.0 PLK2 and PLK4 events 4.0 12.0 3.0 -0.011 0.025 1000.0 -1000.0 -0.017 -1000.0 TRAIL signaling pathway 4.0 234.0 48.0 -0.01 0.05 1000.0 -1000.0 -0.017 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 67.0 15.0 -0.011 0.022 1000.0 -1000.0 -0.022 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 177.0 36.0 -0.041 0.043 1000.0 -1000.0 -0.023 -1000.0 VEGFR1 specific signals 4.0 239.0 56.0 -0.04 0.047 1000.0 -1000.0 -0.028 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 78.0 23.0 0.002 0.046 1000.0 -1000.0 -0.011 -1000.0 Arf6 downstream pathway 3.0 163.0 43.0 -0.037 0.041 1000.0 -1000.0 -0.023 -1000.0 Arf1 pathway 3.0 185.0 54.0 -0.005 0.041 1000.0 -1000.0 -0.01 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 10.0 5.0 0.022 0.034 1000.0 -1000.0 0.016 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 2.0 63.0 27.0 -0.014 0.054 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 1.0 44.0 31.0 -0.011 0.027 1000.0 -1000.0 -0.017 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 0.019 0.038 1000.0 -1000.0 0.013 -1000.0 Circadian rhythm pathway 0.0 19.0 22.0 -0.006 0.048 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.0 0.059 1000.0 -1000.0 -0.0 -1000.0 Total 4221 253571 7203 -11.7082680564 10.3455851889 131000 -131000 -3.48482854228 -131000