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 Ephrin A reverse signaling 11.0 80.0 7.0 -0.199 -0.0 1000.0 -1000.0 -0.021 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 8.0 291.0 34.0 -0.249 0.014 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by the Hedgehog family 6.0 312.0 52.0 -0.242 0.147 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling events 6.0 31.0 5.0 -0.149 0.014 1000.0 -1000.0 -0.019 -1000.0 TCGA08_retinoblastoma 5.0 44.0 8.0 -0.101 0.064 1000.0 -1000.0 -0.013 -1000.0 IL23-mediated signaling events 5.0 313.0 60.0 -0.519 0.014 1000.0 -1000.0 -0.153 -1000.0 Syndecan-1-mediated signaling events 4.0 169.0 34.0 -0.224 0.014 1000.0 -1000.0 -0.038 -1000.0 Glucocorticoid receptor regulatory network 4.0 501.0 114.0 -0.675 0.254 1000.0 -1000.0 -0.066 -1000.0 Reelin signaling pathway 4.0 238.0 56.0 -0.211 0.021 1000.0 -1000.0 -0.071 -1000.0 Signaling events regulated by Ret tyrosine kinase 4.0 332.0 82.0 -0.194 0.014 1000.0 -1000.0 -0.082 -1000.0 Thromboxane A2 receptor signaling 3.0 362.0 105.0 -0.196 0.052 1000.0 -1000.0 -0.055 -1000.0 p75(NTR)-mediated signaling 3.0 452.0 125.0 -0.224 0.041 1000.0 -1000.0 -0.095 -1000.0 IL4-mediated signaling events 3.0 359.0 91.0 -0.595 0.546 1000.0 -1000.0 -0.158 -1000.0 BMP receptor signaling 3.0 292.0 81.0 -0.235 0.041 1000.0 -1000.0 -0.085 -1000.0 amb2 Integrin signaling 3.0 288.0 82.0 -0.238 0.019 1000.0 -1000.0 -0.065 -1000.0 Ephrin B reverse signaling 3.0 191.0 48.0 -0.217 0.031 1000.0 -1000.0 -0.057 -1000.0 Endothelins 3.0 368.0 96.0 -0.256 0.034 1000.0 -1000.0 -0.076 -1000.0 Integrins in angiogenesis 3.0 290.0 84.0 -0.172 0.026 1000.0 -1000.0 -0.083 -1000.0 Glypican 2 network 3.0 13.0 4.0 -0.035 -0.019 1000.0 -1000.0 -0.018 -1000.0 Wnt signaling 3.0 21.0 7.0 -0.091 0.014 1000.0 -1000.0 -0.026 -1000.0 IL6-mediated signaling events 3.0 254.0 75.0 -0.382 0.054 1000.0 -1000.0 -0.07 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 254.0 68.0 -0.33 0.058 1000.0 -1000.0 -0.113 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 254.0 76.0 -0.149 0.021 1000.0 -1000.0 -0.074 -1000.0 Syndecan-4-mediated signaling events 3.0 222.0 67.0 -0.158 0.018 1000.0 -1000.0 -0.067 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 310.0 88.0 -0.261 0.028 1000.0 -1000.0 -0.094 -1000.0 LPA4-mediated signaling events 2.0 29.0 12.0 -0.053 0.01 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 2.0 166.0 65.0 -0.152 0.02 1000.0 -1000.0 -0.059 -1000.0 Coregulation of Androgen receptor activity 2.0 157.0 76.0 -0.104 0.03 1000.0 -1000.0 -0.027 -1000.0 IL12-mediated signaling events 2.0 217.0 87.0 -0.203 0.019 1000.0 -1000.0 -0.119 -1000.0 Visual signal transduction: Cones 2.0 87.0 38.0 -0.074 0.014 1000.0 -1000.0 -0.056 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 140.0 54.0 -0.191 0.027 1000.0 -1000.0 -0.091 -1000.0 Noncanonical Wnt signaling pathway 2.0 57.0 26.0 -0.091 0.014 1000.0 -1000.0 -0.046 -1000.0 HIF-1-alpha transcription factor network 2.0 200.0 76.0 -0.284 0.023 1000.0 -1000.0 -0.144 -1000.0 Arf6 signaling events 2.0 147.0 62.0 -0.263 0.019 1000.0 -1000.0 -0.045 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 185.0 85.0 -0.14 0.014 1000.0 -1000.0 -0.063 -1000.0 FOXA2 and FOXA3 transcription factor networks 2.0 121.0 46.0 -0.292 0.021 1000.0 -1000.0 -0.082 -1000.0 Glypican 1 network 2.0 134.0 48.0 -0.184 0.021 1000.0 -1000.0 -0.034 -1000.0 TCGA08_p53 2.0 16.0 7.0 -0.073 0.032 1000.0 -1000.0 -0.008 -1000.0 FAS signaling pathway (CD95) 2.0 104.0 47.0 -0.232 0.04 1000.0 -1000.0 -0.042 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 125.0 44.0 -0.094 0.014 1000.0 -1000.0 -0.042 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 243.0 93.0 -0.158 0.091 1000.0 -1000.0 -0.073 -1000.0 EPHB forward signaling 2.0 238.0 85.0 -0.129 0.099 1000.0 -1000.0 -0.079 -1000.0 Effects of Botulinum toxin 2.0 66.0 26.0 -0.077 0.014 1000.0 -1000.0 -0.053 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 80.0 31.0 -0.252 0.014 1000.0 -1000.0 -0.056 -1000.0 Nongenotropic Androgen signaling 2.0 123.0 52.0 -0.107 0.047 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 284.0 125.0 -0.073 0.021 1000.0 -1000.0 -0.084 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 218.0 74.0 -0.151 0.058 1000.0 -1000.0 -0.079 -1000.0 BCR signaling pathway 2.0 249.0 99.0 -0.207 0.021 1000.0 -1000.0 -0.081 -1000.0 EGFR-dependent Endothelin signaling events 2.0 48.0 21.0 -0.102 0.021 1000.0 -1000.0 -0.062 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 2.0 306.0 120.0 -0.171 0.113 1000.0 -1000.0 -0.067 -1000.0 Visual signal transduction: Rods 2.0 126.0 52.0 -0.14 0.014 1000.0 -1000.0 -0.072 -1000.0 Caspase cascade in apoptosis 1.0 122.0 74.0 -0.057 0.04 1000.0 -1000.0 -0.04 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 182.0 136.0 -0.207 0.204 1000.0 -1000.0 -0.066 -1000.0 ErbB4 signaling events 1.0 123.0 69.0 -0.152 0.106 1000.0 -1000.0 -0.081 -1000.0 BARD1 signaling events 1.0 65.0 57.0 -0.035 0.046 1000.0 -1000.0 -0.049 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 28.0 28.0 -0.061 0.021 1000.0 -1000.0 -0.027 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 -0.002 0.0 1000.0 -1000.0 -0.021 -1000.0 Osteopontin-mediated events 1.0 53.0 38.0 -0.095 0.017 1000.0 -1000.0 -0.09 -1000.0 Syndecan-2-mediated signaling events 1.0 122.0 69.0 -0.148 0.035 1000.0 -1000.0 -0.028 -1000.0 Cellular roles of Anthrax toxin 1.0 46.0 39.0 -0.042 0.015 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by PTP1B 1.0 110.0 76.0 -0.191 0.022 1000.0 -1000.0 -0.07 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 81.0 65.0 -0.188 0.066 1000.0 -1000.0 -0.057 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 108.0 61.0 -0.261 0.041 1000.0 -1000.0 -0.066 -1000.0 Aurora C signaling 1.0 8.0 7.0 -0.033 0.0 1000.0 -1000.0 -0.026 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 183.0 97.0 -0.111 0.033 1000.0 -1000.0 -0.072 -1000.0 IFN-gamma pathway 1.0 93.0 68.0 -0.167 0.022 1000.0 -1000.0 -0.088 -1000.0 Nectin adhesion pathway 1.0 113.0 63.0 -0.177 0.023 1000.0 -1000.0 -0.064 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 58.0 52.0 -0.149 0.039 1000.0 -1000.0 -0.039 -1000.0 HIF-2-alpha transcription factor network 1.0 57.0 43.0 -0.124 0.036 1000.0 -1000.0 -0.062 -1000.0 S1P1 pathway 1.0 58.0 36.0 -0.071 0.014 1000.0 -1000.0 -0.053 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 22.0 15.0 -0.029 0.014 1000.0 -1000.0 -0.02 -1000.0 Retinoic acid receptors-mediated signaling 1.0 101.0 58.0 -0.128 0.028 1000.0 -1000.0 -0.066 -1000.0 Atypical NF-kappaB pathway 1.0 31.0 31.0 -0.063 0.027 1000.0 -1000.0 -0.037 -1000.0 Canonical Wnt signaling pathway 1.0 95.0 51.0 -0.261 0.073 1000.0 -1000.0 -0.06 -1000.0 Regulation of p38-alpha and p38-beta 1.0 57.0 54.0 -0.191 0.028 1000.0 -1000.0 -0.055 -1000.0 IL27-mediated signaling events 1.0 78.0 51.0 -0.141 0.077 1000.0 -1000.0 -0.087 -1000.0 LPA receptor mediated events 1.0 106.0 102.0 -0.096 0.048 1000.0 -1000.0 -0.073 -1000.0 IL2 signaling events mediated by STAT5 1.0 22.0 22.0 -0.039 0.041 1000.0 -1000.0 -0.042 -1000.0 Regulation of Telomerase 1.0 127.0 102.0 -0.22 0.04 1000.0 -1000.0 -0.101 -1000.0 IGF1 pathway 1.0 68.0 57.0 -0.051 0.028 1000.0 -1000.0 -0.088 -1000.0 VEGFR1 specific signals 1.0 67.0 56.0 -0.063 0.014 1000.0 -1000.0 -0.046 -1000.0 S1P3 pathway 1.0 56.0 42.0 -0.172 0.021 1000.0 -1000.0 -0.035 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 34.0 33.0 -0.102 0.034 1000.0 -1000.0 -0.034 -1000.0 E-cadherin signaling in keratinocytes 1.0 78.0 43.0 -0.149 0.017 1000.0 -1000.0 -0.045 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.0 -1000.0 1000.0 -1000.0 -0.012 -1000.0 FOXM1 transcription factor network 1.0 100.0 51.0 -0.125 0.133 1000.0 -1000.0 -0.152 -1000.0 Regulation of Androgen receptor activity 1.0 117.0 70.0 -0.178 0.02 1000.0 -1000.0 -0.055 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 20.0 17.0 -0.021 0.023 1000.0 -1000.0 -0.04 -1000.0 Aurora B signaling 1.0 120.0 67.0 -0.139 0.014 1000.0 -1000.0 -0.061 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 7.0 23.0 -0.035 0.044 1000.0 -1000.0 -0.044 -1000.0 Canonical NF-kappaB pathway 0.0 13.0 39.0 -0.019 0.059 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by HDAC Class II 0.0 30.0 75.0 -0.072 0.041 1000.0 -1000.0 -0.039 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.009 0.031 1000.0 -1000.0 -0.038 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 16.0 17.0 -0.022 0.038 1000.0 -1000.0 -0.038 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 -0.002 0.021 1000.0 -1000.0 -0.018 -1000.0 Aurora A signaling 0.0 52.0 60.0 -0.14 0.03 1000.0 -1000.0 -0.029 -1000.0 Arf6 downstream pathway 0.0 8.0 43.0 -0.025 0.028 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 0.0 15.0 55.0 -0.03 0.071 1000.0 -1000.0 -0.077 -1000.0 PLK1 signaling events 0.0 56.0 85.0 -0.044 0.031 1000.0 -1000.0 -0.041 -1000.0 Insulin-mediated glucose transport 0.0 18.0 32.0 -0.14 0.036 1000.0 -1000.0 -0.042 -1000.0 PDGFR-alpha signaling pathway 0.0 38.0 44.0 -0.161 0.027 1000.0 -1000.0 -0.053 -1000.0 mTOR signaling pathway 0.0 19.0 53.0 -0.017 0.031 1000.0 -1000.0 -0.052 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 23.0 68.0 -0.14 0.05 1000.0 -1000.0 -0.042 -1000.0 Ceramide signaling pathway 0.0 57.0 76.0 -0.091 0.038 1000.0 -1000.0 -0.043 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 24.0 37.0 -0.047 0.036 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class III 0.0 34.0 40.0 -0.107 0.025 1000.0 -1000.0 -0.026 -1000.0 TRAIL signaling pathway 0.0 46.0 48.0 -0.044 0.039 1000.0 -1000.0 -0.057 -1000.0 IL1-mediated signaling events 0.0 58.0 62.0 -0.07 0.063 1000.0 -1000.0 -0.084 -1000.0 S1P5 pathway 0.0 8.0 17.0 -0.016 0.014 1000.0 -1000.0 -0.032 -1000.0 ceramide signaling pathway 0.0 13.0 49.0 -0.016 0.05 1000.0 -1000.0 -0.045 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 73.0 83.0 -0.14 0.054 1000.0 -1000.0 -0.071 -1000.0 Signaling events mediated by HDAC Class I 0.0 30.0 104.0 -0.072 0.043 1000.0 -1000.0 -0.059 -1000.0 FoxO family signaling 0.0 40.0 64.0 -0.14 0.107 1000.0 -1000.0 -0.068 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 11.0 36.0 -0.047 0.041 1000.0 -1000.0 -0.064 -1000.0 Syndecan-3-mediated signaling events 0.0 33.0 35.0 -0.099 0.041 1000.0 -1000.0 -0.047 -1000.0 IL2 signaling events mediated by PI3K 0.0 48.0 58.0 -0.105 0.05 1000.0 -1000.0 -0.073 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 30.0 45.0 -0.033 0.053 1000.0 -1000.0 -0.089 -1000.0 TCGA08_rtk_signaling 0.0 20.0 26.0 -0.084 0.042 1000.0 -1000.0 -0.017 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.002 0.033 1000.0 -1000.0 -0.048 -1000.0 Class I PI3K signaling events 0.0 28.0 73.0 -0.191 0.037 1000.0 -1000.0 -0.059 -1000.0 Arf6 trafficking events 0.0 10.0 71.0 -0.036 0.043 1000.0 -1000.0 -0.068 -1000.0 Insulin Pathway 0.0 52.0 74.0 -0.105 0.037 1000.0 -1000.0 -0.077 -1000.0 Plasma membrane estrogen receptor signaling 0.0 71.0 86.0 -0.047 0.037 1000.0 -1000.0 -0.074 -1000.0 Rapid glucocorticoid signaling 0.0 17.0 20.0 -0.03 0.019 1000.0 -1000.0 -0.014 -1000.0 PDGFR-beta signaling pathway 0.0 88.0 97.0 -0.106 0.031 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by PRL 0.0 20.0 34.0 -0.059 0.022 1000.0 -1000.0 -0.027 -1000.0 S1P4 pathway 0.0 17.0 25.0 -0.016 0.024 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 0.0 8.0 78.0 -0.032 0.049 1000.0 -1000.0 -0.072 -1000.0 p38 MAPK signaling pathway 0.0 41.0 44.0 -0.135 0.027 1000.0 -1000.0 -0.062 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.009 0.035 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.016 0.041 1000.0 -1000.0 -0.028 -1000.0 Total 192 14222 7203 -17.488301554 -994.522518981 131000 -131000 -7.51188536814 -131000