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 Angiopoietin receptor Tie2-mediated signaling 159.0 14047.0 88.0 -0.715 0.076 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by the Hedgehog family 137.0 7132.0 52.0 -0.441 0.233 1000.0 -1000.0 -0.034 -1000.0 Endothelins 90.0 8700.0 96.0 -0.374 0.108 1000.0 -1000.0 -0.061 -1000.0 Fc-epsilon receptor I signaling in mast cells 61.0 5920.0 97.0 -0.146 0.023 1000.0 -1000.0 -0.061 -1000.0 Thromboxane A2 receptor signaling 59.0 6241.0 105.0 -0.201 0.056 1000.0 -1000.0 -0.039 -1000.0 Aurora B signaling 57.0 3827.0 67.0 -0.298 0.288 1000.0 -1000.0 -0.044 -1000.0 IL4-mediated signaling events 55.0 5024.0 91.0 -0.801 0.483 1000.0 -1000.0 -0.117 -1000.0 amb2 Integrin signaling 55.0 4520.0 82.0 -0.506 0.036 1000.0 -1000.0 -0.052 -1000.0 Signaling mediated by p38-alpha and p38-beta 54.0 2419.0 44.0 -0.106 0.022 1000.0 -1000.0 -0.033 -1000.0 TCGA08_retinoblastoma 54.0 433.0 8.0 -0.01 0.098 1000.0 -1000.0 -0.003 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 51.0 2672.0 52.0 -0.262 0.048 1000.0 -1000.0 -0.049 -1000.0 Aurora C signaling 49.0 349.0 7.0 -0.0 0.154 1000.0 -1000.0 -0.02 -1000.0 Signaling events regulated by Ret tyrosine kinase 42.0 3507.0 82.0 -0.11 0.055 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 38.0 3006.0 78.0 -0.156 0.051 1000.0 -1000.0 -0.046 -1000.0 BMP receptor signaling 37.0 3050.0 81.0 -0.273 0.15 1000.0 -1000.0 -0.044 -1000.0 Nongenotropic Androgen signaling 37.0 1924.0 52.0 -0.113 0.077 1000.0 -1000.0 -0.04 -1000.0 PLK1 signaling events 35.0 2998.0 85.0 -0.028 0.158 1000.0 -1000.0 -0.023 -1000.0 Integrins in angiogenesis 34.0 2878.0 84.0 -0.335 0.13 1000.0 -1000.0 -0.054 -1000.0 Calcium signaling in the CD4+ TCR pathway 34.0 1067.0 31.0 -0.172 0.024 1000.0 -1000.0 -0.057 -1000.0 Arf6 signaling events 32.0 1995.0 62.0 -0.138 0.043 1000.0 -1000.0 -0.029 -1000.0 IL6-mediated signaling events 30.0 2278.0 75.0 -0.466 0.05 1000.0 -1000.0 -0.048 -1000.0 Reelin signaling pathway 29.0 1651.0 56.0 -0.071 0.059 1000.0 -1000.0 -0.041 -1000.0 Canonical Wnt signaling pathway 29.0 1520.0 51.0 -0.34 0.157 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 28.0 3593.0 125.0 -0.131 0.051 1000.0 -1000.0 -0.053 -1000.0 Glypican 2 network 27.0 110.0 4.0 0.028 0.059 1000.0 -1000.0 0.011 -1000.0 Presenilin action in Notch and Wnt signaling 26.0 1635.0 61.0 -0.34 0.157 1000.0 -1000.0 -0.044 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 26.0 1769.0 68.0 -0.184 0.04 1000.0 -1000.0 -0.092 -1000.0 IL23-mediated signaling events 26.0 1602.0 60.0 -0.195 0.023 1000.0 -1000.0 -0.099 -1000.0 Coregulation of Androgen receptor activity 25.0 1916.0 76.0 -0.328 0.097 1000.0 -1000.0 -0.032 -1000.0 FOXA2 and FOXA3 transcription factor networks 25.0 1181.0 46.0 -0.7 0.106 1000.0 -1000.0 -0.105 -1000.0 Syndecan-3-mediated signaling events 25.0 889.0 35.0 -0.246 0.055 1000.0 -1000.0 -0.022 -1000.0 Visual signal transduction: Cones 24.0 931.0 38.0 -0.041 0.128 1000.0 -1000.0 -0.026 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 24.0 2111.0 85.0 -0.105 0.031 1000.0 -1000.0 -0.047 -1000.0 FOXM1 transcription factor network 24.0 1229.0 51.0 0.022 0.358 1000.0 -1000.0 -0.131 -1000.0 LPA4-mediated signaling events 23.0 284.0 12.0 -0.101 0.0 1000.0 -1000.0 -0.027 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 23.0 774.0 33.0 -0.166 0.097 1000.0 -1000.0 -0.032 -1000.0 HIF-1-alpha transcription factor network 22.0 1699.0 76.0 -0.108 0.141 1000.0 -1000.0 -0.094 -1000.0 Glucocorticoid receptor regulatory network 22.0 2528.0 114.0 -0.327 0.078 1000.0 -1000.0 -0.056 -1000.0 TCR signaling in naïve CD8+ T cells 22.0 2105.0 93.0 -0.062 0.032 1000.0 -1000.0 -0.058 -1000.0 Regulation of Androgen receptor activity 22.0 1582.0 70.0 -0.36 0.146 1000.0 -1000.0 -0.05 -1000.0 IL12-mediated signaling events 21.0 1871.0 87.0 -0.177 0.043 1000.0 -1000.0 -0.074 -1000.0 Syndecan-1-mediated signaling events 21.0 737.0 34.0 -0.093 0.154 1000.0 -1000.0 -0.046 -1000.0 Plasma membrane estrogen receptor signaling 21.0 1871.0 86.0 -0.11 0.038 1000.0 -1000.0 -0.056 -1000.0 ErbB4 signaling events 20.0 1422.0 69.0 -0.128 0.164 1000.0 -1000.0 -0.047 -1000.0 Nectin adhesion pathway 20.0 1295.0 63.0 -0.033 0.125 1000.0 -1000.0 -0.05 -1000.0 Wnt signaling 20.0 145.0 7.0 0.006 0.057 1000.0 -1000.0 -0.009 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 19.0 1039.0 54.0 -0.071 0.073 1000.0 -1000.0 -0.043 -1000.0 Glypican 1 network 19.0 927.0 48.0 -0.138 0.087 1000.0 -1000.0 -0.034 -1000.0 S1P1 pathway 19.0 700.0 36.0 -0.104 0.022 1000.0 -1000.0 -0.047 -1000.0 FAS signaling pathway (CD95) 18.0 853.0 47.0 -0.2 0.063 1000.0 -1000.0 -0.034 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 18.0 2168.0 120.0 -0.143 0.061 1000.0 -1000.0 -0.043 -1000.0 Caspase cascade in apoptosis 16.0 1228.0 74.0 -0.069 0.085 1000.0 -1000.0 -0.047 -1000.0 JNK signaling in the CD4+ TCR pathway 16.0 281.0 17.0 -0.035 0.031 1000.0 -1000.0 -0.037 -1000.0 Noncanonical Wnt signaling pathway 16.0 418.0 26.0 -0.054 0.057 1000.0 -1000.0 -0.039 -1000.0 TCGA08_p53 16.0 116.0 7.0 -0.029 0.022 1000.0 -1000.0 -0.014 -1000.0 Visual signal transduction: Rods 16.0 845.0 52.0 -0.041 0.094 1000.0 -1000.0 -0.036 -1000.0 p75(NTR)-mediated signaling 14.0 1857.0 125.0 -0.048 0.15 1000.0 -1000.0 -0.069 -1000.0 PDGFR-alpha signaling pathway 14.0 620.0 44.0 -0.131 0.046 1000.0 -1000.0 -0.038 -1000.0 Ephrin B reverse signaling 14.0 681.0 48.0 -0.058 0.063 1000.0 -1000.0 -0.03 -1000.0 IGF1 pathway 14.0 850.0 57.0 -0.056 0.059 1000.0 -1000.0 -0.049 -1000.0 Ras signaling in the CD4+ TCR pathway 14.0 239.0 17.0 -0.017 0.031 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PTP1B 13.0 1046.0 76.0 -0.048 0.057 1000.0 -1000.0 -0.034 -1000.0 S1P4 pathway 13.0 326.0 25.0 -0.028 0.032 1000.0 -1000.0 -0.03 -1000.0 Osteopontin-mediated events 12.0 469.0 38.0 -0.046 0.132 1000.0 -1000.0 -0.05 -1000.0 Aurora A signaling 12.0 721.0 60.0 -0.039 0.208 1000.0 -1000.0 -0.024 -1000.0 Effects of Botulinum toxin 12.0 333.0 26.0 -0.036 0.031 1000.0 -1000.0 -0.016 -1000.0 BCR signaling pathway 12.0 1189.0 99.0 -0.088 0.053 1000.0 -1000.0 -0.066 -1000.0 EGFR-dependent Endothelin signaling events 12.0 263.0 21.0 -0.025 0.049 1000.0 -1000.0 -0.041 -1000.0 HIF-2-alpha transcription factor network 11.0 474.0 43.0 -0.075 0.078 1000.0 -1000.0 -0.056 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 852.0 74.0 -0.137 0.049 1000.0 -1000.0 -0.067 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 306.0 28.0 -0.11 0.043 1000.0 -1000.0 -0.027 -1000.0 Hedgehog signaling events mediated by Gli proteins 10.0 702.0 65.0 -0.528 0.055 1000.0 -1000.0 -0.055 -1000.0 mTOR signaling pathway 10.0 537.0 53.0 -0.018 0.089 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 10.0 693.0 67.0 -0.032 0.087 1000.0 -1000.0 -0.047 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1356.0 136.0 -0.206 0.146 1000.0 -1000.0 -0.05 -1000.0 Syndecan-2-mediated signaling events 9.0 645.0 69.0 -0.032 0.087 1000.0 -1000.0 -0.04 -1000.0 Retinoic acid receptors-mediated signaling 9.0 543.0 58.0 -0.156 0.045 1000.0 -1000.0 -0.035 -1000.0 LPA receptor mediated events 9.0 957.0 102.0 -0.061 0.041 1000.0 -1000.0 -0.062 -1000.0 ErbB2/ErbB3 signaling events 8.0 538.0 65.0 -0.039 0.033 1000.0 -1000.0 -0.049 -1000.0 Cellular roles of Anthrax toxin 8.0 348.0 39.0 -0.062 0.022 1000.0 -1000.0 -0.022 -1000.0 IL2 signaling events mediated by PI3K 8.0 487.0 58.0 -0.018 0.119 1000.0 -1000.0 -0.04 -1000.0 Regulation of p38-alpha and p38-beta 8.0 442.0 54.0 -0.044 0.053 1000.0 -1000.0 -0.047 -1000.0 IL27-mediated signaling events 8.0 448.0 51.0 -0.069 0.029 1000.0 -1000.0 -0.047 -1000.0 IL2 signaling events mediated by STAT5 8.0 176.0 22.0 0.006 0.077 1000.0 -1000.0 -0.037 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 7.0 326.0 45.0 -0.02 0.051 1000.0 -1000.0 -0.05 -1000.0 EPHB forward signaling 7.0 673.0 85.0 -0.042 0.085 1000.0 -1000.0 -0.067 -1000.0 Insulin Pathway 7.0 533.0 74.0 -0.09 0.061 1000.0 -1000.0 -0.062 -1000.0 PDGFR-beta signaling pathway 7.0 708.0 97.0 -0.047 0.065 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in keratinocytes 7.0 332.0 43.0 -0.05 0.064 1000.0 -1000.0 -0.036 -1000.0 IFN-gamma pathway 6.0 475.0 68.0 -0.026 0.067 1000.0 -1000.0 -0.058 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 553.0 83.0 -0.069 0.041 1000.0 -1000.0 -0.035 -1000.0 TCGA08_rtk_signaling 6.0 181.0 26.0 -0.062 0.08 1000.0 -1000.0 -0.008 -1000.0 Class I PI3K signaling events 6.0 468.0 73.0 -0.031 0.042 1000.0 -1000.0 -0.045 -1000.0 S1P3 pathway 6.0 260.0 42.0 -0.11 0.042 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by PRL 6.0 218.0 34.0 -0.036 0.063 1000.0 -1000.0 -0.05 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 5.0 173.0 34.0 -0.032 0.051 1000.0 -1000.0 -0.029 -1000.0 EPO signaling pathway 5.0 281.0 55.0 -0.001 0.06 1000.0 -1000.0 -0.045 -1000.0 Ceramide signaling pathway 5.0 417.0 76.0 -0.011 0.06 1000.0 -1000.0 -0.04 -1000.0 TRAIL signaling pathway 5.0 252.0 48.0 -0.036 0.06 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class II 4.0 302.0 75.0 -0.036 0.056 1000.0 -1000.0 -0.031 -1000.0 BARD1 signaling events 4.0 234.0 57.0 -0.042 0.088 1000.0 -1000.0 -0.043 -1000.0 Ephrin A reverse signaling 4.0 34.0 7.0 0.0 0.03 1000.0 -1000.0 -0.007 -1000.0 Signaling events mediated by HDAC Class III 4.0 190.0 40.0 -0.078 0.041 1000.0 -1000.0 -0.031 -1000.0 IL1-mediated signaling events 4.0 286.0 62.0 -0.021 0.042 1000.0 -1000.0 -0.043 -1000.0 ceramide signaling pathway 4.0 226.0 49.0 -0.0 0.033 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class I 4.0 514.0 104.0 -0.043 0.055 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 310.0 76.0 -0.014 0.06 1000.0 -1000.0 -0.057 -1000.0 VEGFR1 specific signals 4.0 256.0 56.0 -0.131 0.057 1000.0 -1000.0 -0.053 -1000.0 Arf6 downstream pathway 3.0 136.0 43.0 -0.044 0.045 1000.0 -1000.0 -0.027 -1000.0 Insulin-mediated glucose transport 3.0 107.0 32.0 -0.009 0.043 1000.0 -1000.0 -0.032 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 212.0 68.0 -0.034 0.047 1000.0 -1000.0 -0.037 -1000.0 FoxO family signaling 3.0 254.0 64.0 -0.023 0.072 1000.0 -1000.0 -0.073 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 115.0 36.0 -0.041 0.042 1000.0 -1000.0 -0.028 -1000.0 Arf6 trafficking events 3.0 250.0 71.0 -0.052 0.04 1000.0 -1000.0 -0.031 -1000.0 Regulation of Telomerase 3.0 365.0 102.0 -0.042 0.068 1000.0 -1000.0 -0.046 -1000.0 p38 MAPK signaling pathway 3.0 146.0 44.0 -0.003 0.054 1000.0 -1000.0 -0.029 -1000.0 Canonical NF-kappaB pathway 2.0 108.0 39.0 -0.006 0.046 1000.0 -1000.0 -0.025 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 14.0 5.0 0.018 0.029 1000.0 -1000.0 0.008 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 89.0 37.0 -0.013 0.052 1000.0 -1000.0 -0.034 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 34.0 15.0 -0.011 0.022 1000.0 -1000.0 -0.036 -1000.0 Circadian rhythm pathway 1.0 29.0 22.0 -0.006 0.048 1000.0 -1000.0 -0.032 -1000.0 S1P5 pathway 1.0 23.0 17.0 -0.015 0.03 1000.0 -1000.0 -0.018 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 52.0 27.0 -0.009 0.053 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 1.0 31.0 20.0 -0.011 0.024 1000.0 -1000.0 -0.013 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.021 0.021 1000.0 -1000.0 -0.01 -1000.0 Arf1 pathway 1.0 76.0 54.0 -0.005 0.031 1000.0 -1000.0 -0.017 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 0.003 0.043 1000.0 -1000.0 -0.027 -1000.0 PLK2 and PLK4 events 0.0 1.0 3.0 -0.009 0.022 1000.0 -1000.0 -0.03 -1000.0 Atypical NF-kappaB pathway 0.0 11.0 31.0 -0.008 0.023 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.021 0.041 1000.0 -1000.0 0.009 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 0.0 0.06 1000.0 -1000.0 0.0 -1000.0 Total 2435 157382 7203 -14.3645377294 9.62675606522 131000 -131000 -5.45321032792 -131000