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 71.0 3629.0 51.0 0.024 0.441 1000.0 -1000.0 -0.015 -1000.0 Glypican 2 network 57.0 228.0 4.0 0.04 0.098 1000.0 -1000.0 0.014 -1000.0 Aurora B signaling 52.0 3530.0 67.0 -0.265 0.27 1000.0 -1000.0 -0.033 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 48.0 3290.0 68.0 -0.609 0.319 1000.0 -1000.0 -0.041 -1000.0 IGF1 pathway 47.0 2718.0 57.0 -0.175 0.057 1000.0 -1000.0 -0.019 -1000.0 Signaling mediated by p38-alpha and p38-beta 45.0 1986.0 44.0 -0.2 0.026 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by the Hedgehog family 43.0 2262.0 52.0 -0.126 0.126 1000.0 -1000.0 -0.012 -1000.0 Endothelins 43.0 4191.0 96.0 -0.373 0.139 1000.0 -1000.0 -0.027 -1000.0 Signaling events regulated by Ret tyrosine kinase 42.0 3492.0 82.0 -0.199 0.03 1000.0 -1000.0 -0.039 -1000.0 Nongenotropic Androgen signaling 40.0 2114.0 52.0 -0.251 0.145 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 39.0 3069.0 78.0 -0.296 0.104 1000.0 -1000.0 -0.03 -1000.0 Reelin signaling pathway 37.0 2099.0 56.0 -0.119 0.07 1000.0 -1000.0 -0.016 -1000.0 IL4-mediated signaling events 35.0 3262.0 91.0 -0.708 0.487 1000.0 -1000.0 -0.069 -1000.0 TCGA08_retinoblastoma 35.0 282.0 8.0 -0.043 0.133 1000.0 -1000.0 -0.005 -1000.0 p75(NTR)-mediated signaling 34.0 4256.0 125.0 -0.108 0.086 1000.0 -1000.0 -0.045 -1000.0 IL23-mediated signaling events 34.0 2073.0 60.0 -0.413 0.056 1000.0 -1000.0 -0.035 -1000.0 Thromboxane A2 receptor signaling 32.0 3420.0 105.0 -0.201 0.047 1000.0 -1000.0 -0.032 -1000.0 Ephrin A reverse signaling 31.0 219.0 7.0 -0.057 0.012 1000.0 -1000.0 -0.003 -1000.0 Aurora C signaling 29.0 209.0 7.0 0.0 0.128 1000.0 -1000.0 -0.011 -1000.0 Fc-epsilon receptor I signaling in mast cells 28.0 2763.0 97.0 -0.125 0.029 1000.0 -1000.0 -0.046 -1000.0 PLK1 signaling events 28.0 2391.0 85.0 -0.047 0.203 1000.0 -1000.0 -0.03 -1000.0 TCR signaling in naïve CD8+ T cells 28.0 2673.0 93.0 -0.101 0.055 1000.0 -1000.0 -0.033 -1000.0 Plasma membrane estrogen receptor signaling 27.0 2393.0 86.0 -0.252 0.14 1000.0 -1000.0 -0.036 -1000.0 Ras signaling in the CD4+ TCR pathway 27.0 459.0 17.0 -0.119 0.029 1000.0 -1000.0 -0.015 -1000.0 Integrins in angiogenesis 26.0 2186.0 84.0 -0.212 0.127 1000.0 -1000.0 -0.026 -1000.0 LPA receptor mediated events 26.0 2701.0 102.0 -0.206 0.086 1000.0 -1000.0 -0.059 -1000.0 BMP receptor signaling 24.0 1983.0 81.0 -0.225 0.076 1000.0 -1000.0 -0.02 -1000.0 amb2 Integrin signaling 24.0 2030.0 82.0 -0.278 0.086 1000.0 -1000.0 -0.018 -1000.0 TCGA08_p53 24.0 173.0 7.0 -0.018 0.026 1000.0 -1000.0 -0.009 -1000.0 S1P4 pathway 24.0 602.0 25.0 -0.102 0.045 1000.0 -1000.0 -0.012 -1000.0 PDGFR-alpha signaling pathway 23.0 1046.0 44.0 -0.285 0.037 1000.0 -1000.0 -0.028 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 23.0 2867.0 120.0 -0.216 0.168 1000.0 -1000.0 -0.031 -1000.0 JNK signaling in the CD4+ TCR pathway 22.0 378.0 17.0 -0.185 0.028 1000.0 -1000.0 -0.018 -1000.0 Glypican 1 network 22.0 1067.0 48.0 -0.181 0.049 1000.0 -1000.0 -0.016 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 710.0 31.0 -0.159 0.025 1000.0 -1000.0 -0.018 -1000.0 Syndecan-1-mediated signaling events 21.0 731.0 34.0 -0.069 0.164 1000.0 -1000.0 -0.016 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 21.0 1140.0 52.0 -0.219 0.037 1000.0 -1000.0 -0.029 -1000.0 S1P1 pathway 21.0 786.0 36.0 -0.279 0.025 1000.0 -1000.0 -0.025 -1000.0 IL6-mediated signaling events 21.0 1624.0 75.0 -0.188 0.055 1000.0 -1000.0 -0.046 -1000.0 LPA4-mediated signaling events 20.0 241.0 12.0 -0.122 0.006 1000.0 -1000.0 -0.016 -1000.0 Glucocorticoid receptor regulatory network 20.0 2313.0 114.0 -0.496 0.097 1000.0 -1000.0 -0.043 -1000.0 Rapid glucocorticoid signaling 20.0 419.0 20.0 -0.14 0.065 1000.0 -1000.0 -0.002 -1000.0 Osteopontin-mediated events 19.0 725.0 38.0 -0.113 0.13 1000.0 -1000.0 -0.024 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 19.0 1036.0 54.0 -0.119 0.07 1000.0 -1000.0 -0.019 -1000.0 S1P5 pathway 19.0 330.0 17.0 -0.102 0.073 1000.0 -1000.0 -0.004 -1000.0 S1P3 pathway 19.0 835.0 42.0 -0.102 0.037 1000.0 -1000.0 -0.017 -1000.0 IL12-mediated signaling events 18.0 1608.0 87.0 -0.386 0.061 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Cones 18.0 688.0 38.0 -0.073 0.086 1000.0 -1000.0 -0.005 -1000.0 BCR signaling pathway 18.0 1877.0 99.0 -0.103 0.033 1000.0 -1000.0 -0.047 -1000.0 Coregulation of Androgen receptor activity 17.0 1321.0 76.0 -0.186 0.133 1000.0 -1000.0 -0.014 -1000.0 HIF-1-alpha transcription factor network 16.0 1280.0 76.0 -0.112 0.139 1000.0 -1000.0 -0.015 -1000.0 FAS signaling pathway (CD95) 16.0 780.0 47.0 -0.53 0.042 1000.0 -1000.0 -0.025 -1000.0 ErbB2/ErbB3 signaling events 15.0 1001.0 65.0 -0.174 0.037 1000.0 -1000.0 -0.051 -1000.0 Aurora A signaling 15.0 930.0 60.0 -0.202 0.205 1000.0 -1000.0 -0.007 -1000.0 Wnt signaling 15.0 111.0 7.0 -0.008 0.03 1000.0 -1000.0 -0.002 -1000.0 Angiopoietin receptor Tie2-mediated signaling 15.0 1333.0 88.0 -0.166 0.057 1000.0 -1000.0 -0.052 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 481.0 34.0 -0.012 0.045 1000.0 -1000.0 -0.024 -1000.0 Noncanonical Wnt signaling pathway 14.0 389.0 26.0 -0.061 0.03 1000.0 -1000.0 -0.022 -1000.0 Syndecan-2-mediated signaling events 14.0 1015.0 69.0 -0.039 0.067 1000.0 -1000.0 -0.021 -1000.0 Arf6 signaling events 14.0 926.0 62.0 -0.168 0.058 1000.0 -1000.0 -0.034 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 14.0 1210.0 85.0 -0.215 0.036 1000.0 -1000.0 -0.035 -1000.0 Class IB PI3K non-lipid kinase events 14.0 42.0 3.0 -0.002 -1000.0 1000.0 -1000.0 -0.014 -1000.0 Presenilin action in Notch and Wnt signaling 13.0 806.0 61.0 -0.113 0.129 1000.0 -1000.0 -0.022 -1000.0 Effects of Botulinum toxin 12.0 319.0 26.0 -0.009 0.066 1000.0 -1000.0 -0.0 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 12.0 894.0 74.0 -0.169 0.063 1000.0 -1000.0 -0.043 -1000.0 Syndecan-4-mediated signaling events 12.0 836.0 67.0 -0.112 0.086 1000.0 -1000.0 -0.027 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 12.0 423.0 33.0 -0.195 0.132 1000.0 -1000.0 -0.015 -1000.0 Visual signal transduction: Rods 12.0 638.0 52.0 -0.073 0.131 1000.0 -1000.0 -0.02 -1000.0 Regulation of Androgen receptor activity 12.0 886.0 70.0 -0.202 0.031 1000.0 -1000.0 -0.032 -1000.0 FOXA2 and FOXA3 transcription factor networks 11.0 507.0 46.0 -0.15 0.229 1000.0 -1000.0 -0.035 -1000.0 Canonical Wnt signaling pathway 11.0 581.0 51.0 -0.087 0.129 1000.0 -1000.0 -0.032 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 297.0 28.0 -0.102 0.056 1000.0 -1000.0 -0.008 -1000.0 Hedgehog signaling events mediated by Gli proteins 10.0 659.0 65.0 -0.101 0.061 1000.0 -1000.0 -0.023 -1000.0 Ephrin B reverse signaling 10.0 481.0 48.0 -0.04 0.044 1000.0 -1000.0 -0.032 -1000.0 IL27-mediated signaling events 10.0 514.0 51.0 -0.169 0.071 1000.0 -1000.0 -0.035 -1000.0 Nectin adhesion pathway 9.0 602.0 63.0 -0.033 0.053 1000.0 -1000.0 -0.031 -1000.0 IL1-mediated signaling events 9.0 586.0 62.0 -0.008 0.062 1000.0 -1000.0 -0.023 -1000.0 ceramide signaling pathway 9.0 483.0 49.0 -0.0 0.049 1000.0 -1000.0 -0.025 -1000.0 IL2 signaling events mediated by PI3K 9.0 562.0 58.0 -0.058 0.123 1000.0 -1000.0 -0.028 -1000.0 IL2 signaling events mediated by STAT5 9.0 201.0 22.0 -0.038 0.095 1000.0 -1000.0 -0.015 -1000.0 Insulin Pathway 9.0 705.0 74.0 -0.175 0.063 1000.0 -1000.0 -0.027 -1000.0 ErbB4 signaling events 8.0 604.0 69.0 -0.174 0.044 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by PTP1B 8.0 636.0 76.0 -0.1 0.046 1000.0 -1000.0 -0.025 -1000.0 Ceramide signaling pathway 8.0 640.0 76.0 -0.169 0.069 1000.0 -1000.0 -0.019 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 678.0 83.0 -0.228 0.047 1000.0 -1000.0 -0.013 -1000.0 EPHB forward signaling 8.0 736.0 85.0 -0.027 0.068 1000.0 -1000.0 -0.043 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 996.0 136.0 -0.131 0.107 1000.0 -1000.0 -0.027 -1000.0 Cellular roles of Anthrax toxin 7.0 293.0 39.0 -0.065 0.037 1000.0 -1000.0 -0.017 -1000.0 Regulation of p38-alpha and p38-beta 7.0 393.0 54.0 -0.088 0.055 1000.0 -1000.0 -0.039 -1000.0 EGFR-dependent Endothelin signaling events 7.0 159.0 21.0 -0.023 0.072 1000.0 -1000.0 -0.027 -1000.0 PDGFR-beta signaling pathway 7.0 771.0 97.0 -0.074 0.057 1000.0 -1000.0 -0.036 -1000.0 Caspase cascade in apoptosis 6.0 506.0 74.0 -0.034 0.046 1000.0 -1000.0 -0.024 -1000.0 EPO signaling pathway 6.0 343.0 55.0 -0.015 0.068 1000.0 -1000.0 -0.01 -1000.0 IFN-gamma pathway 6.0 431.0 68.0 -0.12 0.079 1000.0 -1000.0 -0.04 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 283.0 45.0 -0.009 0.06 1000.0 -1000.0 -0.025 -1000.0 BARD1 signaling events 5.0 328.0 57.0 -0.045 0.107 1000.0 -1000.0 -0.039 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 29.0 5.0 0.015 0.028 1000.0 -1000.0 0.014 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 407.0 68.0 -0.134 0.058 1000.0 -1000.0 -0.019 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 5.0 206.0 37.0 -0.016 0.053 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class III 5.0 236.0 40.0 -0.152 0.047 1000.0 -1000.0 -0.034 -1000.0 TCGA08_rtk_signaling 5.0 149.0 26.0 -0.043 0.053 1000.0 -1000.0 -0.009 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 446.0 76.0 -0.026 0.049 1000.0 -1000.0 -0.039 -1000.0 Regulation of Telomerase 5.0 566.0 102.0 -0.109 0.129 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by PRL 5.0 175.0 34.0 -0.061 0.04 1000.0 -1000.0 -0.033 -1000.0 mTOR signaling pathway 4.0 257.0 53.0 -0.039 0.033 1000.0 -1000.0 -0.024 -1000.0 HIF-2-alpha transcription factor network 4.0 184.0 43.0 -0.107 0.111 1000.0 -1000.0 -0.034 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 72.0 15.0 -0.016 0.024 1000.0 -1000.0 -0.021 -1000.0 Syndecan-3-mediated signaling events 4.0 158.0 35.0 -0.061 0.059 1000.0 -1000.0 -0.015 -1000.0 Arf6 trafficking events 4.0 338.0 71.0 -0.267 0.047 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling in keratinocytes 4.0 197.0 43.0 -0.027 0.041 1000.0 -1000.0 -0.016 -1000.0 E-cadherin signaling events 4.0 22.0 5.0 0.011 0.036 1000.0 -1000.0 0.013 -1000.0 Insulin-mediated glucose transport 3.0 113.0 32.0 -0.142 0.047 1000.0 -1000.0 -0.01 -1000.0 FoxO family signaling 3.0 203.0 64.0 -0.018 0.159 1000.0 -1000.0 -0.026 -1000.0 Retinoic acid receptors-mediated signaling 3.0 216.0 58.0 -0.057 0.057 1000.0 -1000.0 -0.026 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 117.0 36.0 -0.041 0.042 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events 3.0 280.0 73.0 -0.028 0.045 1000.0 -1000.0 -0.022 -1000.0 p38 MAPK signaling pathway 3.0 132.0 44.0 -0.003 0.062 1000.0 -1000.0 -0.013 -1000.0 Canonical NF-kappaB pathway 2.0 112.0 39.0 -0.0 0.062 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by HDAC Class II 2.0 179.0 75.0 -0.044 0.063 1000.0 -1000.0 -0.022 -1000.0 TRAIL signaling pathway 2.0 122.0 48.0 -0.019 0.054 1000.0 -1000.0 -0.02 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 2.0 61.0 27.0 -0.01 0.061 1000.0 -1000.0 -0.027 -1000.0 VEGFR1 specific signals 2.0 165.0 56.0 -0.06 0.065 1000.0 -1000.0 -0.029 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 23.0 23.0 0.003 0.046 1000.0 -1000.0 -0.008 -1000.0 PLK2 and PLK4 events 1.0 5.0 3.0 0.013 0.031 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by HDAC Class I 1.0 134.0 104.0 -0.047 0.063 1000.0 -1000.0 -0.036 -1000.0 Atypical NF-kappaB pathway 1.0 38.0 31.0 0.0 0.034 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 202.0 125.0 -0.047 0.067 1000.0 -1000.0 -0.023 -1000.0 Circadian rhythm pathway 0.0 19.0 22.0 -0.008 0.055 1000.0 -1000.0 -0.031 -1000.0 Arf6 downstream pathway 0.0 37.0 43.0 -0.049 0.05 1000.0 -1000.0 -0.023 -1000.0 Arf1 pathway 0.0 33.0 54.0 -0.001 0.045 1000.0 -1000.0 -0.01 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.067 1000.0 -1000.0 -0.0 -1000.0 Total 2065 122333 7203 -15.8989327121 -989.586929088 131000 -131000 -3.04723907652 -131000