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 6.0 307.0 51.0 -0.761 0.037 1000.0 -1000.0 -0.081 -1000.0 E-cadherin signaling events 6.0 34.0 5.0 -0.135 0.037 1000.0 -1000.0 0.014 -1000.0 Ephrin A reverse signaling 5.0 38.0 7.0 -0.105 0.004 1000.0 -1000.0 -0.0 -1000.0 Thromboxane A2 receptor signaling 4.0 473.0 105.0 -0.236 0.06 1000.0 -1000.0 -0.032 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 287.0 68.0 -0.5 0.317 1000.0 -1000.0 -0.053 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 323.0 74.0 -0.135 0.078 1000.0 -1000.0 -0.058 -1000.0 IL23-mediated signaling events 4.0 288.0 60.0 -0.654 0.039 1000.0 -1000.0 -0.063 -1000.0 IL12-mediated signaling events 3.0 286.0 87.0 -0.41 0.075 1000.0 -1000.0 -0.046 -1000.0 PLK2 and PLK4 events 3.0 9.0 3.0 -0.037 -1000.0 1000.0 -1000.0 0.004 -1000.0 Osteopontin-mediated events 3.0 115.0 38.0 -0.107 0.037 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by the Hedgehog family 3.0 172.0 52.0 -0.133 0.062 1000.0 -1000.0 -0.029 -1000.0 Ephrin B reverse signaling 3.0 165.0 48.0 -0.106 0.041 1000.0 -1000.0 -0.036 -1000.0 Endothelins 3.0 340.0 96.0 -0.33 0.048 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 255.0 76.0 -0.148 0.058 1000.0 -1000.0 -0.055 -1000.0 TCGA08_retinoblastoma 3.0 30.0 8.0 -0.053 0.084 1000.0 -1000.0 -0.005 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 281.0 136.0 -0.435 0.097 1000.0 -1000.0 -0.035 -1000.0 Syndecan-1-mediated signaling events 2.0 85.0 34.0 -0.183 0.037 1000.0 -1000.0 -0.015 -1000.0 Visual signal transduction: Cones 2.0 82.0 38.0 -0.064 0.043 1000.0 -1000.0 -0.0 -1000.0 HIF-1-alpha transcription factor network 2.0 193.0 76.0 -0.209 0.065 1000.0 -1000.0 -0.03 -1000.0 Arf6 signaling events 2.0 150.0 62.0 -0.055 0.08 1000.0 -1000.0 -0.012 -1000.0 PLK1 signaling events 2.0 223.0 85.0 -0.146 0.054 1000.0 -1000.0 -0.028 -1000.0 PDGFR-alpha signaling pathway 2.0 110.0 44.0 -0.236 0.046 1000.0 -1000.0 -0.022 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 165.0 82.0 -0.058 0.054 1000.0 -1000.0 -0.049 -1000.0 Syndecan-3-mediated signaling events 2.0 94.0 35.0 -0.105 0.082 1000.0 -1000.0 -0.017 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 69.0 31.0 -0.108 0.043 1000.0 -1000.0 -0.041 -1000.0 Nongenotropic Androgen signaling 2.0 131.0 52.0 -0.202 0.102 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 368.0 125.0 -0.083 0.09 1000.0 -1000.0 -0.034 -1000.0 Wnt signaling 2.0 14.0 7.0 -0.022 0.036 1000.0 -1000.0 0.001 -1000.0 IL6-mediated signaling events 2.0 154.0 75.0 -0.151 0.061 1000.0 -1000.0 -0.053 -1000.0 BCR signaling pathway 2.0 210.0 99.0 -0.099 0.056 1000.0 -1000.0 -0.056 -1000.0 Syndecan-4-mediated signaling events 2.0 163.0 67.0 -0.101 0.049 1000.0 -1000.0 -0.029 -1000.0 Aurora B signaling 2.0 149.0 67.0 -0.173 0.055 1000.0 -1000.0 -0.041 -1000.0 Caspase cascade in apoptosis 1.0 130.0 74.0 -0.071 0.042 1000.0 -1000.0 -0.039 -1000.0 Coregulation of Androgen receptor activity 1.0 81.0 76.0 -0.082 0.065 1000.0 -1000.0 -0.034 -1000.0 ErbB4 signaling events 1.0 70.0 69.0 -0.116 0.056 1000.0 -1000.0 -0.029 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 28.0 28.0 -0.037 0.051 1000.0 -1000.0 -0.011 -1000.0 Noncanonical Wnt signaling pathway 1.0 41.0 26.0 -0.024 0.036 1000.0 -1000.0 -0.026 -1000.0 Syndecan-2-mediated signaling events 1.0 88.0 69.0 -0.064 0.054 1000.0 -1000.0 -0.036 -1000.0 Cellular roles of Anthrax toxin 1.0 66.0 39.0 -0.171 0.038 1000.0 -1000.0 -0.022 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 81.0 61.0 -0.175 0.082 1000.0 -1000.0 -0.057 -1000.0 Aurora A signaling 1.0 66.0 60.0 -0.089 0.092 1000.0 -1000.0 -0.011 -1000.0 p75(NTR)-mediated signaling 1.0 153.0 125.0 -0.183 0.082 1000.0 -1000.0 -0.023 -1000.0 IL4-mediated signaling events 1.0 126.0 91.0 -0.513 0.26 1000.0 -1000.0 -0.096 -1000.0 BMP receptor signaling 1.0 125.0 81.0 -0.064 0.074 1000.0 -1000.0 -0.025 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 159.0 97.0 -0.107 0.063 1000.0 -1000.0 -0.06 -1000.0 amb2 Integrin signaling 1.0 107.0 82.0 -0.082 0.053 1000.0 -1000.0 -0.014 -1000.0 Nectin adhesion pathway 1.0 84.0 63.0 -0.135 0.074 1000.0 -1000.0 -0.044 -1000.0 Glucocorticoid receptor regulatory network 1.0 120.0 114.0 -0.267 0.086 1000.0 -1000.0 -0.046 -1000.0 Ceramide signaling pathway 1.0 113.0 76.0 -0.076 0.064 1000.0 -1000.0 -0.022 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 45.0 37.0 -0.093 0.069 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class III 1.0 63.0 40.0 -0.135 0.095 1000.0 -1000.0 -0.03 -1000.0 TRAIL signaling pathway 1.0 56.0 48.0 -0.001 0.063 1000.0 -1000.0 -0.032 -1000.0 IL1-mediated signaling events 1.0 117.0 62.0 -0.103 0.063 1000.0 -1000.0 -0.015 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 64.0 52.0 -0.248 0.108 1000.0 -1000.0 -0.028 -1000.0 S1P1 pathway 1.0 54.0 36.0 -0.094 0.037 1000.0 -1000.0 -0.028 -1000.0 TCGA08_p53 1.0 9.0 7.0 -0.042 0.036 1000.0 -1000.0 -0.007 -1000.0 FAS signaling pathway (CD95) 1.0 66.0 47.0 -0.046 0.052 1000.0 -1000.0 -0.042 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 75.0 44.0 -0.061 0.036 1000.0 -1000.0 -0.01 -1000.0 Integrins in angiogenesis 1.0 118.0 84.0 -0.079 0.088 1000.0 -1000.0 -0.032 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 51.0 45.0 -0.027 0.062 1000.0 -1000.0 -0.044 -1000.0 Canonical Wnt signaling pathway 1.0 59.0 51.0 -0.175 0.082 1000.0 -1000.0 -0.035 -1000.0 EPHB forward signaling 1.0 126.0 85.0 -0.056 0.083 1000.0 -1000.0 -0.039 -1000.0 Effects of Botulinum toxin 1.0 37.0 26.0 -0.152 0.051 1000.0 -1000.0 -0.0 -1000.0 Glypican 2 network 1.0 6.0 4.0 0.0 0.018 1000.0 -1000.0 0.0 -1000.0 LPA receptor mediated events 1.0 107.0 102.0 -0.154 0.059 1000.0 -1000.0 -0.061 -1000.0 Class I PI3K signaling events 1.0 84.0 73.0 -0.061 0.07 1000.0 -1000.0 -0.029 -1000.0 EGFR-dependent Endothelin signaling events 1.0 32.0 21.0 -0.027 0.068 1000.0 -1000.0 -0.03 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 125.0 88.0 -0.136 0.049 1000.0 -1000.0 -0.054 -1000.0 Rapid glucocorticoid signaling 1.0 28.0 20.0 -0.092 0.029 1000.0 -1000.0 -0.0 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 130.0 120.0 -0.154 0.108 1000.0 -1000.0 -0.035 -1000.0 Visual signal transduction: Rods 1.0 99.0 52.0 -0.064 0.049 1000.0 -1000.0 -0.0 -1000.0 Signaling events mediated by PRL 1.0 54.0 34.0 -0.164 0.049 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling in keratinocytes 1.0 83.0 43.0 -0.134 0.041 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 138.0 78.0 -0.077 0.049 1000.0 -1000.0 -0.052 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 25.0 17.0 -0.043 0.04 1000.0 -1000.0 -0.016 -1000.0 LPA4-mediated signaling events 0.0 7.0 12.0 -0.049 0.012 1000.0 -1000.0 -0.008 -1000.0 ErbB2/ErbB3 signaling events 0.0 50.0 65.0 -0.065 0.053 1000.0 -1000.0 -0.062 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 5.0 23.0 -0.007 0.07 1000.0 -1000.0 -0.025 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 5.0 34.0 -0.046 0.085 1000.0 -1000.0 -0.03 -1000.0 Canonical NF-kappaB pathway 0.0 17.0 39.0 -0.027 0.079 1000.0 -1000.0 -0.01 -1000.0 Signaling events mediated by HDAC Class II 0.0 26.0 75.0 -0.052 0.095 1000.0 -1000.0 -0.014 -1000.0 BARD1 signaling events 0.0 51.0 57.0 -0.065 0.074 1000.0 -1000.0 -0.046 -1000.0 Circadian rhythm pathway 0.0 16.0 22.0 -0.073 0.063 1000.0 -1000.0 -0.03 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 34.0 54.0 -0.022 0.082 1000.0 -1000.0 -0.011 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 4.0 17.0 -0.0 0.068 1000.0 -1000.0 -0.019 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.013 0.036 1000.0 -1000.0 0.022 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 60.0 85.0 -0.296 0.095 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by PTP1B 0.0 72.0 76.0 -0.034 0.062 1000.0 -1000.0 -0.04 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 46.0 65.0 -0.035 0.079 1000.0 -1000.0 -0.046 -1000.0 Arf6 downstream pathway 0.0 20.0 43.0 -0.054 0.069 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 0.0 1.0 7.0 -0.0 0.039 1000.0 -1000.0 -0.001 -1000.0 FOXA2 and FOXA3 transcription factor networks 0.0 18.0 46.0 -0.035 0.059 1000.0 -1000.0 -0.072 -1000.0 Glypican 1 network 0.0 38.0 48.0 -0.038 0.068 1000.0 -1000.0 -0.023 -1000.0 EPO signaling pathway 0.0 19.0 55.0 -0.0 0.094 1000.0 -1000.0 -0.028 -1000.0 Insulin-mediated glucose transport 0.0 9.0 32.0 -0.0 0.076 1000.0 -1000.0 -0.017 -1000.0 mTOR signaling pathway 0.0 25.0 53.0 -0.05 0.066 1000.0 -1000.0 -0.042 -1000.0 IFN-gamma pathway 0.0 39.0 68.0 -0.063 0.061 1000.0 -1000.0 -0.036 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 25.0 68.0 -0.046 0.07 1000.0 -1000.0 -0.029 -1000.0 Reelin signaling pathway 0.0 28.0 56.0 -0.047 0.087 1000.0 -1000.0 -0.013 -1000.0 S1P5 pathway 0.0 4.0 17.0 -0.009 0.037 1000.0 -1000.0 -0.003 -1000.0 ceramide signaling pathway 0.0 42.0 49.0 -0.027 0.049 1000.0 -1000.0 -0.041 -1000.0 HIF-2-alpha transcription factor network 0.0 26.0 43.0 -0.124 0.127 1000.0 -1000.0 -0.042 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 46.0 83.0 -0.025 0.073 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class I 0.0 35.0 104.0 -0.072 0.079 1000.0 -1000.0 -0.033 -1000.0 FoxO family signaling 0.0 31.0 64.0 -0.1 0.066 1000.0 -1000.0 -0.035 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 12.0 15.0 -0.055 0.036 1000.0 -1000.0 -0.011 -1000.0 Retinoic acid receptors-mediated signaling 0.0 22.0 58.0 -0.038 0.07 1000.0 -1000.0 -0.024 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 23.0 36.0 -0.093 0.07 1000.0 -1000.0 -0.033 -1000.0 Atypical NF-kappaB pathway 0.0 13.0 31.0 -0.009 0.051 1000.0 -1000.0 -0.009 -1000.0 IL2 signaling events mediated by PI3K 0.0 17.0 58.0 -0.014 0.064 1000.0 -1000.0 -0.042 -1000.0 TCR signaling in naïve CD8+ T cells 0.0 90.0 93.0 -0.108 0.127 1000.0 -1000.0 -0.04 -1000.0 Regulation of p38-alpha and p38-beta 0.0 35.0 54.0 -0.037 0.086 1000.0 -1000.0 -0.044 -1000.0 IL27-mediated signaling events 0.0 35.0 51.0 -0.099 0.067 1000.0 -1000.0 -0.053 -1000.0 TCGA08_rtk_signaling 0.0 23.0 26.0 -0.05 0.078 1000.0 -1000.0 -0.007 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 0.0 0.089 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by STAT5 0.0 9.0 22.0 -0.076 0.055 1000.0 -1000.0 -0.042 -1000.0 Arf6 trafficking events 0.0 19.0 71.0 -0.049 0.069 1000.0 -1000.0 -0.025 -1000.0 Regulation of Telomerase 0.0 87.0 102.0 -0.137 0.095 1000.0 -1000.0 -0.033 -1000.0 IGF1 pathway 0.0 15.0 57.0 -0.039 0.098 1000.0 -1000.0 -0.024 -1000.0 Insulin Pathway 0.0 38.0 74.0 -0.039 0.094 1000.0 -1000.0 -0.026 -1000.0 Plasma membrane estrogen receptor signaling 0.0 75.0 86.0 -0.051 0.054 1000.0 -1000.0 -0.043 -1000.0 VEGFR1 specific signals 0.0 15.0 56.0 -0.016 0.081 1000.0 -1000.0 -0.025 -1000.0 S1P3 pathway 0.0 18.0 42.0 -0.04 0.055 1000.0 -1000.0 -0.032 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 7.0 33.0 -0.051 0.091 1000.0 -1000.0 -0.029 -1000.0 PDGFR-beta signaling pathway 0.0 65.0 97.0 -0.04 0.103 1000.0 -1000.0 -0.034 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.035 0.035 1000.0 -1000.0 -0.021 -1000.0 S1P4 pathway 0.0 3.0 25.0 -0.0 0.051 1000.0 -1000.0 -0.011 -1000.0 p38 MAPK signaling pathway 0.0 36.0 44.0 -0.044 0.067 1000.0 -1000.0 -0.015 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.001 0.051 1000.0 -1000.0 -0.011 -1000.0 Alternative NF-kappaB pathway 0.0 6.0 13.0 -0.0 0.07 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 36.0 70.0 -0.186 0.064 1000.0 -1000.0 -0.047 -1000.0 Total 134 10758 7203 -13.7125304319 -991.192030987 131000 -131000 -3.80731462003 -131000