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 FOXA2 and FOXA3 transcription factor networks 21.0 1002.0 46.0 -0.702 0.036 1000.0 -1000.0 -0.113 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 494.0 34.0 -0.113 0.032 1000.0 -1000.0 -0.027 -1000.0 HIF-1-alpha transcription factor network 14.0 1120.0 76.0 -0.371 0.04 1000.0 -1000.0 -0.111 -1000.0 Signaling events mediated by the Hedgehog family 13.0 681.0 52.0 -0.131 0.047 1000.0 -1000.0 -0.044 -1000.0 IL23-mediated signaling events 13.0 811.0 60.0 -0.473 0.032 1000.0 -1000.0 -0.111 -1000.0 IL4-mediated signaling events 12.0 1128.0 91.0 -0.7 0.622 1000.0 -1000.0 -0.144 -1000.0 Wnt signaling 10.0 72.0 7.0 -0.087 0.022 1000.0 -1000.0 -0.01 -1000.0 EGFR-dependent Endothelin signaling events 10.0 222.0 21.0 -0.164 0.043 1000.0 -1000.0 -0.045 -1000.0 Glypican 1 network 9.0 466.0 48.0 -0.184 0.055 1000.0 -1000.0 -0.026 -1000.0 Reelin signaling pathway 9.0 543.0 56.0 -0.111 0.076 1000.0 -1000.0 -0.034 -1000.0 IL6-mediated signaling events 9.0 713.0 75.0 -0.41 0.044 1000.0 -1000.0 -0.066 -1000.0 TCGA08_retinoblastoma 9.0 73.0 8.0 -0.07 0.04 1000.0 -1000.0 -0.005 -1000.0 BCR signaling pathway 9.0 923.0 99.0 -0.169 0.033 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by PTP1B 8.0 667.0 76.0 -0.19 0.044 1000.0 -1000.0 -0.038 -1000.0 p75(NTR)-mediated signaling 8.0 1087.0 125.0 -0.121 0.078 1000.0 -1000.0 -0.047 -1000.0 amb2 Integrin signaling 8.0 735.0 82.0 -0.147 0.04 1000.0 -1000.0 -0.029 -1000.0 Endothelins 8.0 785.0 96.0 -0.173 0.044 1000.0 -1000.0 -0.057 -1000.0 TCR signaling in naïve CD8+ T cells 8.0 765.0 93.0 -0.067 0.044 1000.0 -1000.0 -0.046 -1000.0 Noncanonical Wnt signaling pathway 7.0 192.0 26.0 -0.087 0.031 1000.0 -1000.0 -0.038 -1000.0 Visual signal transduction: Rods 7.0 391.0 52.0 -0.097 0.031 1000.0 -1000.0 -0.023 -1000.0 IL12-mediated signaling events 6.0 550.0 87.0 -0.148 0.048 1000.0 -1000.0 -0.08 -1000.0 Syndecan-1-mediated signaling events 6.0 215.0 34.0 -0.075 0.031 1000.0 -1000.0 -0.032 -1000.0 Ephrin A reverse signaling 6.0 46.0 7.0 -0.009 0.026 1000.0 -1000.0 -0.003 -1000.0 Thromboxane A2 receptor signaling 6.0 643.0 105.0 -0.164 0.043 1000.0 -1000.0 -0.039 -1000.0 Fc-epsilon receptor I signaling in mast cells 6.0 641.0 97.0 -0.099 0.056 1000.0 -1000.0 -0.063 -1000.0 Glucocorticoid receptor regulatory network 6.0 779.0 114.0 -0.419 0.159 1000.0 -1000.0 -0.055 -1000.0 TCGA08_p53 6.0 45.0 7.0 -0.058 0.04 1000.0 -1000.0 -0.01 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 190.0 31.0 -0.163 0.031 1000.0 -1000.0 -0.042 -1000.0 Insulin Pathway 6.0 460.0 74.0 -0.187 0.073 1000.0 -1000.0 -0.043 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.009 -1000.0 Visual signal transduction: Cones 5.0 212.0 38.0 -0.052 0.042 1000.0 -1000.0 -0.009 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 5.0 295.0 54.0 -0.111 0.045 1000.0 -1000.0 -0.04 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 99.0 17.0 -0.062 0.031 1000.0 -1000.0 -0.041 -1000.0 Syndecan-2-mediated signaling events 5.0 362.0 69.0 -0.055 0.051 1000.0 -1000.0 -0.036 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 26.0 5.0 -0.01 0.022 1000.0 -1000.0 0.013 -1000.0 Arf6 signaling events 5.0 340.0 62.0 -0.164 0.068 1000.0 -1000.0 -0.025 -1000.0 BMP receptor signaling 5.0 436.0 81.0 -0.115 0.063 1000.0 -1000.0 -0.05 -1000.0 mTOR signaling pathway 5.0 277.0 53.0 -0.189 0.045 1000.0 -1000.0 -0.044 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 247.0 44.0 -0.061 0.032 1000.0 -1000.0 -0.034 -1000.0 Integrins in angiogenesis 5.0 481.0 84.0 -0.094 0.062 1000.0 -1000.0 -0.038 -1000.0 Effects of Botulinum toxin 5.0 141.0 26.0 -0.057 0.029 1000.0 -1000.0 -0.007 -1000.0 LPA receptor mediated events 5.0 548.0 102.0 -0.101 0.036 1000.0 -1000.0 -0.07 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 346.0 68.0 -0.206 0.074 1000.0 -1000.0 -0.086 -1000.0 Syndecan-4-mediated signaling events 5.0 368.0 67.0 -0.091 0.043 1000.0 -1000.0 -0.038 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 657.0 120.0 -0.132 0.076 1000.0 -1000.0 -0.043 -1000.0 Coregulation of Androgen receptor activity 4.0 348.0 76.0 -0.26 0.08 1000.0 -1000.0 -0.037 -1000.0 Cellular roles of Anthrax toxin 4.0 161.0 39.0 -0.036 0.032 1000.0 -1000.0 -0.022 -1000.0 Ceramide signaling pathway 4.0 342.0 76.0 -0.164 0.084 1000.0 -1000.0 -0.034 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 181.0 37.0 -0.078 0.052 1000.0 -1000.0 -0.033 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 243.0 52.0 -0.088 0.075 1000.0 -1000.0 -0.045 -1000.0 Nongenotropic Androgen signaling 4.0 240.0 52.0 -0.052 0.052 1000.0 -1000.0 -0.033 -1000.0 IL27-mediated signaling events 4.0 225.0 51.0 -0.092 0.051 1000.0 -1000.0 -0.043 -1000.0 IGF1 pathway 4.0 249.0 57.0 -0.088 0.055 1000.0 -1000.0 -0.04 -1000.0 Plasma membrane estrogen receptor signaling 4.0 370.0 86.0 -0.089 0.057 1000.0 -1000.0 -0.055 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 390.0 88.0 -0.081 0.043 1000.0 -1000.0 -0.082 -1000.0 FOXM1 transcription factor network 4.0 224.0 51.0 -0.076 0.064 1000.0 -1000.0 -0.143 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 77.0 17.0 -0.045 0.052 1000.0 -1000.0 -0.025 -1000.0 LPA4-mediated signaling events 3.0 44.0 12.0 -0.028 0.011 1000.0 -1000.0 -0.017 -1000.0 ErbB4 signaling events 3.0 246.0 69.0 -0.108 0.078 1000.0 -1000.0 -0.037 -1000.0 Osteopontin-mediated events 3.0 129.0 38.0 -0.056 0.034 1000.0 -1000.0 -0.051 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 183.0 61.0 -0.08 0.079 1000.0 -1000.0 -0.041 -1000.0 IL1-mediated signaling events 3.0 231.0 62.0 -0.043 0.077 1000.0 -1000.0 -0.039 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 319.0 82.0 -0.027 0.032 1000.0 -1000.0 -0.055 -1000.0 HIF-2-alpha transcription factor network 3.0 157.0 43.0 -0.034 0.053 1000.0 -1000.0 -0.058 -1000.0 Ephrin B reverse signaling 3.0 186.0 48.0 -0.045 0.036 1000.0 -1000.0 -0.029 -1000.0 S1P1 pathway 3.0 136.0 36.0 -0.062 0.032 1000.0 -1000.0 -0.05 -1000.0 Retinoic acid receptors-mediated signaling 3.0 213.0 58.0 -0.081 0.063 1000.0 -1000.0 -0.033 -1000.0 Canonical Wnt signaling pathway 3.0 199.0 51.0 -0.08 0.14 1000.0 -1000.0 -0.047 -1000.0 Regulation of p38-alpha and p38-beta 3.0 206.0 54.0 -0.126 0.065 1000.0 -1000.0 -0.044 -1000.0 Rapid glucocorticoid signaling 3.0 75.0 20.0 -0.083 0.03 1000.0 -1000.0 -0.005 -1000.0 Regulation of Androgen receptor activity 3.0 257.0 70.0 -0.307 0.037 1000.0 -1000.0 -0.054 -1000.0 ErbB2/ErbB3 signaling events 2.0 157.0 65.0 -0.05 0.046 1000.0 -1000.0 -0.048 -1000.0 Caspase cascade in apoptosis 2.0 210.0 74.0 -0.063 0.065 1000.0 -1000.0 -0.042 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 397.0 136.0 -0.184 0.096 1000.0 -1000.0 -0.043 -1000.0 BARD1 signaling events 2.0 134.0 57.0 -0.042 0.062 1000.0 -1000.0 -0.038 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 196.0 85.0 -0.028 0.061 1000.0 -1000.0 -0.045 -1000.0 EPO signaling pathway 2.0 156.0 55.0 -0.033 0.041 1000.0 -1000.0 -0.04 -1000.0 PDGFR-alpha signaling pathway 2.0 94.0 44.0 -0.018 0.062 1000.0 -1000.0 -0.036 -1000.0 Nectin adhesion pathway 2.0 147.0 63.0 -0.006 0.074 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class III 2.0 81.0 40.0 -0.055 0.056 1000.0 -1000.0 -0.021 -1000.0 S1P5 pathway 2.0 36.0 17.0 -0.011 0.032 1000.0 -1000.0 -0.017 -1000.0 ceramide signaling pathway 2.0 146.0 49.0 -0.009 0.045 1000.0 -1000.0 -0.035 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 173.0 83.0 -0.076 0.064 1000.0 -1000.0 -0.034 -1000.0 FoxO family signaling 2.0 149.0 64.0 -0.191 0.062 1000.0 -1000.0 -0.057 -1000.0 FAS signaling pathway (CD95) 2.0 134.0 47.0 -0.151 0.049 1000.0 -1000.0 -0.046 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 103.0 36.0 -0.042 0.05 1000.0 -1000.0 -0.043 -1000.0 Syndecan-3-mediated signaling events 2.0 90.0 35.0 -0.041 0.078 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by PI3K 2.0 162.0 58.0 -0.055 0.056 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 125.0 45.0 -0.033 0.077 1000.0 -1000.0 -0.048 -1000.0 EPHB forward signaling 2.0 227.0 85.0 -0.06 0.106 1000.0 -1000.0 -0.055 -1000.0 Glypican 2 network 2.0 9.0 4.0 0.014 0.032 1000.0 -1000.0 0.01 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 282.0 125.0 -0.022 0.068 1000.0 -1000.0 -0.043 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 149.0 74.0 -0.164 0.076 1000.0 -1000.0 -0.061 -1000.0 IL2 signaling events mediated by STAT5 2.0 55.0 22.0 -0.053 0.032 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events 2.0 198.0 73.0 -0.126 0.057 1000.0 -1000.0 -0.039 -1000.0 Regulation of Telomerase 2.0 284.0 102.0 -0.167 0.074 1000.0 -1000.0 -0.067 -1000.0 PDGFR-beta signaling pathway 2.0 202.0 97.0 -0.111 0.072 1000.0 -1000.0 -0.043 -1000.0 S1P4 pathway 2.0 59.0 25.0 -0.001 0.04 1000.0 -1000.0 -0.027 -1000.0 Aurora B signaling 2.0 197.0 67.0 -0.125 0.062 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class II 1.0 85.0 75.0 -0.034 0.08 1000.0 -1000.0 -0.023 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 45.0 28.0 -0.0 0.056 1000.0 -1000.0 -0.024 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 114.0 65.0 -0.004 0.074 1000.0 -1000.0 -0.042 -1000.0 Aurora C signaling 1.0 9.0 7.0 -0.0 0.038 1000.0 -1000.0 -0.009 -1000.0 PLK1 signaling events 1.0 141.0 85.0 -0.009 0.06 1000.0 -1000.0 -0.032 -1000.0 IFN-gamma pathway 1.0 133.0 68.0 -0.063 0.045 1000.0 -1000.0 -0.055 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 15.0 15.0 -0.001 0.031 1000.0 -1000.0 -0.026 -1000.0 TCGA08_rtk_signaling 1.0 30.0 26.0 -0.038 0.069 1000.0 -1000.0 -0.016 -1000.0 Arf6 trafficking events 1.0 101.0 71.0 -0.146 0.057 1000.0 -1000.0 -0.029 -1000.0 S1P3 pathway 1.0 80.0 42.0 -0.012 0.048 1000.0 -1000.0 -0.039 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 57.0 33.0 -0.075 0.074 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by PRL 1.0 36.0 34.0 -0.026 0.046 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 114.0 78.0 -0.049 0.051 1000.0 -1000.0 -0.063 -1000.0 p38 MAPK signaling pathway 1.0 85.0 44.0 -0.063 0.059 1000.0 -1000.0 -0.027 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 14.0 23.0 0.007 0.056 1000.0 -1000.0 -0.027 -1000.0 Canonical NF-kappaB pathway 0.0 30.0 39.0 -0.008 0.07 1000.0 -1000.0 -0.024 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.015 0.032 1000.0 -1000.0 -0.013 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.009 0.065 1000.0 -1000.0 -0.039 -1000.0 Aurora A signaling 0.0 56.0 60.0 -0.006 0.063 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 0.0 41.0 43.0 -0.04 0.055 1000.0 -1000.0 -0.027 -1000.0 Insulin-mediated glucose transport 0.0 29.0 32.0 -0.006 0.052 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 49.0 68.0 -0.043 0.058 1000.0 -1000.0 -0.026 -1000.0 TRAIL signaling pathway 0.0 14.0 48.0 -0.0 0.076 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class I 0.0 103.0 104.0 -0.055 0.074 1000.0 -1000.0 -0.036 -1000.0 Atypical NF-kappaB pathway 0.0 17.0 31.0 -0.0 0.042 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 46.0 76.0 -0.014 0.077 1000.0 -1000.0 -0.059 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.0 0.065 1000.0 -1000.0 -0.029 -1000.0 VEGFR1 specific signals 0.0 39.0 56.0 -0.014 0.08 1000.0 -1000.0 -0.042 -1000.0 E-cadherin signaling in keratinocytes 0.0 25.0 43.0 -0.028 0.061 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.031 0.061 1000.0 -1000.0 0.012 -1000.0 Arf1 pathway 0.0 7.0 54.0 -0.0 0.054 1000.0 -1000.0 -0.017 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.083 1000.0 -1000.0 0.0 -1000.0 Total 501 32805 7203 -12.2954920636 7.73225201798 131000 -131000 -5.16550584248 -131000