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 6.0 322.0 51.0 -0.786 0.035 1000.0 -1000.0 -0.061 -1000.0 E-cadherin signaling events 6.0 34.0 5.0 -0.135 0.035 1000.0 -1000.0 0.019 -1000.0 Ephrin A reverse signaling 4.0 32.0 7.0 -0.106 0.002 1000.0 -1000.0 -0.0 -1000.0 Thromboxane A2 receptor signaling 4.0 468.0 105.0 -0.247 0.047 1000.0 -1000.0 -0.032 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 291.0 68.0 -0.511 0.324 1000.0 -1000.0 -0.078 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 345.0 74.0 -0.135 0.078 1000.0 -1000.0 -0.046 -1000.0 TCGA08_retinoblastoma 4.0 36.0 8.0 -0.052 0.083 1000.0 -1000.0 -0.002 -1000.0 IL23-mediated signaling events 4.0 282.0 60.0 -0.667 0.037 1000.0 -1000.0 -0.076 -1000.0 IL12-mediated signaling events 3.0 312.0 87.0 -0.411 0.06 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 -0.038 -1000.0 1000.0 -1000.0 0.002 -1000.0 Signaling events mediated by the Hedgehog family 3.0 162.0 52.0 -0.137 0.065 1000.0 -1000.0 -0.029 -1000.0 Ephrin B reverse signaling 3.0 163.0 48.0 -0.111 0.047 1000.0 -1000.0 -0.028 -1000.0 Endothelins 3.0 357.0 96.0 -0.334 0.046 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 273.0 76.0 -0.153 0.054 1000.0 -1000.0 -0.048 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 285.0 136.0 -0.424 0.087 1000.0 -1000.0 -0.04 -1000.0 Syndecan-1-mediated signaling events 2.0 84.0 34.0 -0.18 0.035 1000.0 -1000.0 -0.014 -1000.0 Visual signal transduction: Cones 2.0 79.0 38.0 -0.064 0.04 1000.0 -1000.0 -0.002 -1000.0 Osteopontin-mediated events 2.0 89.0 38.0 -0.105 0.035 1000.0 -1000.0 -0.024 -1000.0 HIF-1-alpha transcription factor network 2.0 207.0 76.0 -0.213 0.059 1000.0 -1000.0 -0.036 -1000.0 Arf6 signaling events 2.0 141.0 62.0 -0.055 0.069 1000.0 -1000.0 -0.009 -1000.0 PLK1 signaling events 2.0 220.0 85.0 -0.132 0.051 1000.0 -1000.0 -0.034 -1000.0 Syndecan-3-mediated signaling events 2.0 82.0 35.0 -0.091 0.083 1000.0 -1000.0 -0.014 -1000.0 Nongenotropic Androgen signaling 2.0 139.0 52.0 -0.207 0.1 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 308.0 125.0 -0.092 0.082 1000.0 -1000.0 -0.039 -1000.0 IL6-mediated signaling events 2.0 159.0 75.0 -0.151 0.056 1000.0 -1000.0 -0.029 -1000.0 BCR signaling pathway 2.0 202.0 99.0 -0.104 0.052 1000.0 -1000.0 -0.058 -1000.0 Syndecan-4-mediated signaling events 2.0 167.0 67.0 -0.1 0.046 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling in keratinocytes 2.0 111.0 43.0 -0.134 0.039 1000.0 -1000.0 -0.021 -1000.0 Aurora B signaling 2.0 158.0 67.0 -0.174 0.052 1000.0 -1000.0 -0.04 -1000.0 Caspase cascade in apoptosis 1.0 125.0 74.0 -0.063 0.037 1000.0 -1000.0 -0.033 -1000.0 Coregulation of Androgen receptor activity 1.0 95.0 76.0 -0.083 0.06 1000.0 -1000.0 -0.02 -1000.0 ErbB4 signaling events 1.0 80.0 69.0 -0.116 0.052 1000.0 -1000.0 -0.035 -1000.0 Noncanonical Wnt signaling pathway 1.0 26.0 26.0 -0.027 0.034 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 1.0 88.0 69.0 -0.064 0.05 1000.0 -1000.0 -0.015 -1000.0 Cellular roles of Anthrax toxin 1.0 64.0 39.0 -0.177 0.035 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PTP1B 1.0 79.0 76.0 -0.035 0.055 1000.0 -1000.0 -0.033 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 86.0 61.0 -0.174 0.083 1000.0 -1000.0 -0.044 -1000.0 Aurora A signaling 1.0 66.0 60.0 -0.089 0.082 1000.0 -1000.0 -0.011 -1000.0 p75(NTR)-mediated signaling 1.0 167.0 125.0 -0.18 0.083 1000.0 -1000.0 -0.024 -1000.0 IL4-mediated signaling events 1.0 124.0 91.0 -0.519 0.27 1000.0 -1000.0 -0.104 -1000.0 BMP receptor signaling 1.0 135.0 81.0 -0.065 0.068 1000.0 -1000.0 -0.025 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 128.0 97.0 -0.105 0.057 1000.0 -1000.0 -0.06 -1000.0 PDGFR-alpha signaling pathway 1.0 81.0 44.0 -0.238 0.043 1000.0 -1000.0 -0.028 -1000.0 amb2 Integrin signaling 1.0 120.0 82.0 -0.077 0.051 1000.0 -1000.0 -0.023 -1000.0 Nectin adhesion pathway 1.0 86.0 63.0 -0.135 0.068 1000.0 -1000.0 -0.038 -1000.0 Glucocorticoid receptor regulatory network 1.0 144.0 114.0 -0.274 0.076 1000.0 -1000.0 -0.036 -1000.0 Ceramide signaling pathway 1.0 123.0 76.0 -0.067 0.055 1000.0 -1000.0 -0.03 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 49.0 37.0 -0.093 0.059 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by HDAC Class III 1.0 55.0 40.0 -0.135 0.094 1000.0 -1000.0 -0.034 -1000.0 TRAIL signaling pathway 1.0 54.0 48.0 -0.004 0.062 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 1.0 120.0 62.0 -0.105 0.058 1000.0 -1000.0 -0.022 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 157.0 82.0 -0.06 0.052 1000.0 -1000.0 -0.048 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 63.0 52.0 -0.253 0.1 1000.0 -1000.0 -0.029 -1000.0 S1P1 pathway 1.0 57.0 36.0 -0.097 0.034 1000.0 -1000.0 -0.022 -1000.0 TCGA08_p53 1.0 9.0 7.0 -0.042 0.034 1000.0 -1000.0 -0.01 -1000.0 FAS signaling pathway (CD95) 1.0 49.0 47.0 -0.042 0.048 1000.0 -1000.0 -0.021 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 77.0 44.0 -0.065 0.034 1000.0 -1000.0 -0.019 -1000.0 Integrins in angiogenesis 1.0 122.0 84.0 -0.08 0.082 1000.0 -1000.0 -0.026 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 51.0 45.0 -0.031 0.061 1000.0 -1000.0 -0.034 -1000.0 Canonical Wnt signaling pathway 1.0 71.0 51.0 -0.174 0.08 1000.0 -1000.0 -0.028 -1000.0 EPHB forward signaling 1.0 121.0 85.0 -0.059 0.078 1000.0 -1000.0 -0.046 -1000.0 Effects of Botulinum toxin 1.0 40.0 26.0 -0.151 0.056 1000.0 -1000.0 -0.001 -1000.0 Glypican 2 network 1.0 6.0 4.0 -0.0 0.015 1000.0 -1000.0 -0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 48.0 31.0 -0.106 0.045 1000.0 -1000.0 -0.035 -1000.0 Wnt signaling 1.0 11.0 7.0 -0.023 0.034 1000.0 -1000.0 -0.011 -1000.0 LPA receptor mediated events 1.0 112.0 102.0 -0.157 0.05 1000.0 -1000.0 -0.068 -1000.0 Class I PI3K signaling events 1.0 87.0 73.0 -0.059 0.068 1000.0 -1000.0 -0.026 -1000.0 EGFR-dependent Endothelin signaling events 1.0 32.0 21.0 -0.028 0.061 1000.0 -1000.0 -0.032 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 127.0 88.0 -0.143 0.046 1000.0 -1000.0 -0.056 -1000.0 Rapid glucocorticoid signaling 1.0 29.0 20.0 -0.094 0.028 1000.0 -1000.0 -0.0 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 135.0 120.0 -0.152 0.1 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Rods 1.0 97.0 52.0 -0.064 0.045 1000.0 -1000.0 -0.007 -1000.0 Signaling events mediated by PRL 1.0 61.0 34.0 -0.155 0.046 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 132.0 78.0 -0.078 0.048 1000.0 -1000.0 -0.048 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 27.0 17.0 -0.045 0.037 1000.0 -1000.0 -0.014 -1000.0 LPA4-mediated signaling events 0.0 8.0 12.0 -0.049 0.01 1000.0 -1000.0 -0.008 -1000.0 ErbB2/ErbB3 signaling events 0.0 55.0 65.0 -0.072 0.049 1000.0 -1000.0 -0.06 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 -0.002 0.063 1000.0 -1000.0 -0.024 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 1.0 34.0 -0.044 0.083 1000.0 -1000.0 -0.025 -1000.0 Canonical NF-kappaB pathway 0.0 20.0 39.0 -0.031 0.079 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by HDAC Class II 0.0 26.0 75.0 -0.047 0.087 1000.0 -1000.0 -0.016 -1000.0 BARD1 signaling events 0.0 52.0 57.0 -0.056 0.068 1000.0 -1000.0 -0.034 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 27.0 28.0 -0.039 0.046 1000.0 -1000.0 -0.011 -1000.0 Circadian rhythm pathway 0.0 17.0 22.0 -0.074 0.059 1000.0 -1000.0 -0.023 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 41.0 54.0 -0.021 0.086 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 6.0 17.0 0.0 0.067 1000.0 -1000.0 -0.015 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.011 0.034 1000.0 -1000.0 0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 69.0 85.0 -0.249 0.073 1000.0 -1000.0 -0.047 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 54.0 65.0 -0.041 0.073 1000.0 -1000.0 -0.039 -1000.0 Arf6 downstream pathway 0.0 8.0 43.0 -0.052 0.07 1000.0 -1000.0 -0.031 -1000.0 Aurora C signaling 0.0 3.0 7.0 -0.0 0.043 1000.0 -1000.0 -0.008 -1000.0 FOXA2 and FOXA3 transcription factor networks 0.0 18.0 46.0 -0.035 0.057 1000.0 -1000.0 -0.08 -1000.0 Glypican 1 network 0.0 37.0 48.0 -0.04 0.063 1000.0 -1000.0 -0.02 -1000.0 EPO signaling pathway 0.0 43.0 55.0 -0.001 0.091 1000.0 -1000.0 -0.018 -1000.0 Insulin-mediated glucose transport 0.0 8.0 32.0 -0.0 0.071 1000.0 -1000.0 -0.012 -1000.0 mTOR signaling pathway 0.0 23.0 53.0 -0.028 0.07 1000.0 -1000.0 -0.031 -1000.0 IFN-gamma pathway 0.0 43.0 68.0 -0.041 0.059 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 15.0 68.0 -0.053 0.069 1000.0 -1000.0 -0.025 -1000.0 Reelin signaling pathway 0.0 27.0 56.0 -0.049 0.088 1000.0 -1000.0 -0.014 -1000.0 S1P5 pathway 0.0 4.0 17.0 -0.008 0.035 1000.0 -1000.0 -0.004 -1000.0 ceramide signaling pathway 0.0 42.0 49.0 -0.031 0.05 1000.0 -1000.0 -0.027 -1000.0 HIF-2-alpha transcription factor network 0.0 28.0 43.0 -0.116 0.118 1000.0 -1000.0 -0.044 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 39.0 83.0 -0.023 0.068 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by HDAC Class I 0.0 44.0 104.0 -0.065 0.073 1000.0 -1000.0 -0.029 -1000.0 FoxO family signaling 0.0 32.0 64.0 -0.085 0.064 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 11.0 15.0 -0.055 0.034 1000.0 -1000.0 -0.012 -1000.0 Retinoic acid receptors-mediated signaling 0.0 30.0 58.0 -0.04 0.068 1000.0 -1000.0 -0.054 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 29.0 36.0 -0.093 0.065 1000.0 -1000.0 -0.026 -1000.0 Atypical NF-kappaB pathway 0.0 13.0 31.0 -0.011 0.048 1000.0 -1000.0 -0.011 -1000.0 IL2 signaling events mediated by PI3K 0.0 22.0 58.0 -0.015 0.06 1000.0 -1000.0 -0.04 -1000.0 TCR signaling in naïve CD8+ T cells 0.0 67.0 93.0 -0.108 0.126 1000.0 -1000.0 -0.035 -1000.0 Regulation of p38-alpha and p38-beta 0.0 40.0 54.0 -0.037 0.08 1000.0 -1000.0 -0.043 -1000.0 IL27-mediated signaling events 0.0 37.0 51.0 -0.099 0.068 1000.0 -1000.0 -0.057 -1000.0 TCGA08_rtk_signaling 0.0 24.0 26.0 -0.054 0.07 1000.0 -1000.0 -0.005 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.083 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by STAT5 0.0 18.0 22.0 -0.077 0.045 1000.0 -1000.0 -0.032 -1000.0 Arf6 trafficking events 0.0 16.0 71.0 -0.05 0.065 1000.0 -1000.0 -0.024 -1000.0 Regulation of Telomerase 0.0 88.0 102.0 -0.131 0.089 1000.0 -1000.0 -0.046 -1000.0 IGF1 pathway 0.0 17.0 57.0 -0.036 0.091 1000.0 -1000.0 -0.027 -1000.0 Insulin Pathway 0.0 43.0 74.0 -0.041 0.083 1000.0 -1000.0 -0.026 -1000.0 Plasma membrane estrogen receptor signaling 0.0 59.0 86.0 -0.042 0.05 1000.0 -1000.0 -0.031 -1000.0 VEGFR1 specific signals 0.0 15.0 56.0 -0.017 0.074 1000.0 -1000.0 -0.028 -1000.0 S1P3 pathway 0.0 17.0 42.0 -0.038 0.051 1000.0 -1000.0 -0.031 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 16.0 33.0 -0.053 0.089 1000.0 -1000.0 -0.026 -1000.0 PDGFR-beta signaling pathway 0.0 74.0 97.0 -0.037 0.096 1000.0 -1000.0 -0.024 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.032 0.032 1000.0 -1000.0 -0.02 -1000.0 S1P4 pathway 0.0 4.0 25.0 -0.0 0.046 1000.0 -1000.0 -0.008 -1000.0 p38 MAPK signaling pathway 0.0 39.0 44.0 -0.04 0.062 1000.0 -1000.0 -0.016 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.001 0.047 1000.0 -1000.0 -0.009 -1000.0 Alternative NF-kappaB pathway 0.0 5.0 13.0 -0.0 0.068 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 52.0 70.0 -0.184 0.059 1000.0 -1000.0 -0.042 -1000.0 Total 130 10874 7203 -13.6607603172 -991.679836845 131000 -131000 -3.67118362512 -131000