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 IL4-mediated signaling events 12.0 1100.0 91.0 -0.541 0.455 1000.0 -1000.0 -0.113 -1000.0 TCGA08_p53 12.0 84.0 7.0 -0.063 0.032 1000.0 -1000.0 -0.019 -1000.0 Signaling mediated by p38-alpha and p38-beta 11.0 523.0 44.0 -0.123 0.033 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by the Hedgehog family 7.0 383.0 52.0 -0.078 0.047 1000.0 -1000.0 -0.042 -1000.0 FOXA2 and FOXA3 transcription factor networks 7.0 351.0 46.0 -0.293 0.035 1000.0 -1000.0 -0.116 -1000.0 Endothelins 7.0 764.0 96.0 -0.112 0.033 1000.0 -1000.0 -0.055 -1000.0 Ephrin B reverse signaling 6.0 292.0 48.0 -0.092 0.046 1000.0 -1000.0 -0.035 -1000.0 BCR signaling pathway 6.0 617.0 99.0 -0.131 0.033 1000.0 -1000.0 -0.066 -1000.0 EGFR-dependent Endothelin signaling events 6.0 127.0 21.0 -0.06 0.047 1000.0 -1000.0 -0.047 -1000.0 Syndecan-4-mediated signaling events 6.0 441.0 67.0 -0.085 0.048 1000.0 -1000.0 -0.046 -1000.0 IL23-mediated signaling events 6.0 365.0 60.0 -0.307 0.036 1000.0 -1000.0 -0.121 -1000.0 IL12-mediated signaling events 5.0 511.0 87.0 -0.234 0.042 1000.0 -1000.0 -0.078 -1000.0 HIF-1-alpha transcription factor network 5.0 383.0 76.0 -0.144 0.037 1000.0 -1000.0 -0.098 -1000.0 Glypican 1 network 5.0 249.0 48.0 -0.076 0.051 1000.0 -1000.0 -0.033 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 509.0 97.0 -0.198 0.063 1000.0 -1000.0 -0.071 -1000.0 IL1-mediated signaling events 5.0 338.0 62.0 -0.045 0.131 1000.0 -1000.0 -0.073 -1000.0 TCR signaling in naïve CD8+ T cells 5.0 535.0 93.0 -0.084 0.083 1000.0 -1000.0 -0.053 -1000.0 Plasma membrane estrogen receptor signaling 5.0 464.0 86.0 -0.062 0.08 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 5.0 417.0 78.0 -0.245 0.042 1000.0 -1000.0 -0.052 -1000.0 Thromboxane A2 receptor signaling 4.0 517.0 105.0 -0.087 0.034 1000.0 -1000.0 -0.044 -1000.0 Arf6 signaling events 4.0 274.0 62.0 -0.067 0.069 1000.0 -1000.0 -0.039 -1000.0 p75(NTR)-mediated signaling 4.0 507.0 125.0 -0.097 0.08 1000.0 -1000.0 -0.083 -1000.0 Glucocorticoid receptor regulatory network 4.0 538.0 114.0 -0.233 0.126 1000.0 -1000.0 -0.048 -1000.0 Reelin signaling pathway 4.0 241.0 56.0 -0.056 0.079 1000.0 -1000.0 -0.037 -1000.0 Wnt signaling 4.0 28.0 7.0 -0.048 0.028 1000.0 -1000.0 -0.024 -1000.0 LPA receptor mediated events 4.0 486.0 102.0 -0.081 0.04 1000.0 -1000.0 -0.066 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 322.0 68.0 -0.154 0.065 1000.0 -1000.0 -0.082 -1000.0 VEGFR1 specific signals 4.0 226.0 56.0 -0.024 0.089 1000.0 -1000.0 -0.047 -1000.0 PDGFR-beta signaling pathway 4.0 447.0 97.0 -0.063 0.088 1000.0 -1000.0 -0.068 -1000.0 ErbB2/ErbB3 signaling events 3.0 202.0 65.0 -0.051 0.047 1000.0 -1000.0 -0.049 -1000.0 Osteopontin-mediated events 3.0 115.0 38.0 -0.094 0.049 1000.0 -1000.0 -0.048 -1000.0 Noncanonical Wnt signaling pathway 3.0 83.0 26.0 -0.055 0.039 1000.0 -1000.0 -0.046 -1000.0 Syndecan-2-mediated signaling events 3.0 227.0 69.0 -0.027 0.071 1000.0 -1000.0 -0.052 -1000.0 Cellular roles of Anthrax toxin 3.0 124.0 39.0 -0.032 0.035 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by PTP1B 3.0 251.0 76.0 -0.038 0.058 1000.0 -1000.0 -0.039 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 216.0 61.0 -0.062 0.067 1000.0 -1000.0 -0.048 -1000.0 BMP receptor signaling 3.0 312.0 81.0 -0.052 0.056 1000.0 -1000.0 -0.041 -1000.0 mTOR signaling pathway 3.0 183.0 53.0 -0.079 0.033 1000.0 -1000.0 -0.043 -1000.0 amb2 Integrin signaling 3.0 264.0 82.0 -0.061 0.057 1000.0 -1000.0 -0.047 -1000.0 FAS signaling pathway (CD95) 3.0 145.0 47.0 -0.109 0.047 1000.0 -1000.0 -0.04 -1000.0 Retinoic acid receptors-mediated signaling 3.0 221.0 58.0 -0.072 0.048 1000.0 -1000.0 -0.048 -1000.0 Syndecan-3-mediated signaling events 3.0 108.0 35.0 -0.027 0.067 1000.0 -1000.0 -0.038 -1000.0 EPHB forward signaling 3.0 295.0 85.0 -0.069 0.115 1000.0 -1000.0 -0.07 -1000.0 Effects of Botulinum toxin 3.0 90.0 26.0 -0.079 0.052 1000.0 -1000.0 -0.02 -1000.0 Nongenotropic Androgen signaling 3.0 188.0 52.0 -0.03 0.065 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 265.0 76.0 -0.038 0.072 1000.0 -1000.0 -0.059 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 3.0 86.0 27.0 -0.056 0.039 1000.0 -1000.0 -0.043 -1000.0 Class I PI3K signaling events 3.0 248.0 73.0 -0.062 0.035 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 283.0 88.0 -0.094 0.085 1000.0 -1000.0 -0.07 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 387.0 120.0 -0.079 0.087 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by PRL 3.0 104.0 34.0 -0.037 0.081 1000.0 -1000.0 -0.048 -1000.0 Class IB PI3K non-lipid kinase events 3.0 9.0 3.0 -0.016 0.016 1000.0 -1000.0 -0.017 -1000.0 S1P4 pathway 3.0 82.0 25.0 -0.03 0.043 1000.0 -1000.0 -0.029 -1000.0 Caspase cascade in apoptosis 2.0 218.0 74.0 -0.074 0.052 1000.0 -1000.0 -0.042 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 2.0 72.0 34.0 -0.035 0.083 1000.0 -1000.0 -0.033 -1000.0 Syndecan-1-mediated signaling events 2.0 91.0 34.0 -0.029 0.042 1000.0 -1000.0 -0.041 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 118.0 54.0 -0.063 0.049 1000.0 -1000.0 -0.057 -1000.0 Ephrin A reverse signaling 2.0 18.0 7.0 -0.041 0.036 1000.0 -1000.0 -0.022 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 37.0 17.0 -0.029 0.053 1000.0 -1000.0 -0.038 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 215.0 85.0 -0.052 0.071 1000.0 -1000.0 -0.044 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 156.0 65.0 -0.056 0.049 1000.0 -1000.0 -0.042 -1000.0 EPO signaling pathway 2.0 160.0 55.0 -0.059 0.057 1000.0 -1000.0 -0.06 -1000.0 PLK1 signaling events 2.0 219.0 85.0 -0.021 0.063 1000.0 -1000.0 -0.032 -1000.0 IFN-gamma pathway 2.0 171.0 68.0 -0.063 0.048 1000.0 -1000.0 -0.064 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 158.0 68.0 -0.048 0.076 1000.0 -1000.0 -0.034 -1000.0 Nectin adhesion pathway 2.0 131.0 63.0 -0.02 0.065 1000.0 -1000.0 -0.042 -1000.0 Ceramide signaling pathway 2.0 219.0 76.0 -0.057 0.077 1000.0 -1000.0 -0.037 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 213.0 82.0 -0.056 0.062 1000.0 -1000.0 -0.061 -1000.0 ceramide signaling pathway 2.0 99.0 49.0 -0.009 0.055 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 2.0 100.0 36.0 -0.037 0.055 1000.0 -1000.0 -0.04 -1000.0 IL2 signaling events mediated by PI3K 2.0 143.0 58.0 -0.059 0.044 1000.0 -1000.0 -0.051 -1000.0 Integrins in angiogenesis 2.0 182.0 84.0 -0.086 0.077 1000.0 -1000.0 -0.072 -1000.0 Canonical Wnt signaling pathway 2.0 150.0 51.0 -0.064 0.113 1000.0 -1000.0 -0.045 -1000.0 Regulation of p38-alpha and p38-beta 2.0 151.0 54.0 -0.074 0.054 1000.0 -1000.0 -0.049 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 82.0 31.0 -0.031 0.033 1000.0 -1000.0 -0.048 -1000.0 IL27-mediated signaling events 2.0 123.0 51.0 -0.134 0.067 1000.0 -1000.0 -0.051 -1000.0 TCGA08_rtk_signaling 2.0 53.0 26.0 -0.031 0.07 1000.0 -1000.0 -0.011 -1000.0 IL2 signaling events mediated by STAT5 2.0 45.0 22.0 -0.07 0.033 1000.0 -1000.0 -0.041 -1000.0 TCGA08_retinoblastoma 2.0 23.0 8.0 -0.005 0.027 1000.0 -1000.0 -0.003 -1000.0 Insulin Pathway 2.0 152.0 74.0 -0.069 0.086 1000.0 -1000.0 -0.059 -1000.0 S1P3 pathway 2.0 112.0 42.0 -0.03 0.049 1000.0 -1000.0 -0.029 -1000.0 FOXM1 transcription factor network 2.0 107.0 51.0 -0.157 0.04 1000.0 -1000.0 -0.117 -1000.0 Regulation of Androgen receptor activity 2.0 158.0 70.0 -0.139 0.07 1000.0 -1000.0 -0.054 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 34.0 17.0 -0.008 0.035 1000.0 -1000.0 -0.026 -1000.0 Aurora B signaling 2.0 162.0 67.0 -0.201 0.069 1000.0 -1000.0 -0.039 -1000.0 LPA4-mediated signaling events 1.0 20.0 12.0 -0.035 0.006 1000.0 -1000.0 -0.03 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 215.0 136.0 -0.097 0.056 1000.0 -1000.0 -0.046 -1000.0 Coregulation of Androgen receptor activity 1.0 147.0 76.0 -0.064 0.059 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by HDAC Class II 1.0 84.0 75.0 -0.049 0.085 1000.0 -1000.0 -0.037 -1000.0 ErbB4 signaling events 1.0 109.0 69.0 -0.044 0.056 1000.0 -1000.0 -0.045 -1000.0 BARD1 signaling events 1.0 69.0 57.0 -0.03 0.071 1000.0 -1000.0 -0.052 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 34.0 28.0 -0.031 0.048 1000.0 -1000.0 -0.035 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 -0.033 -1000.0 1000.0 -1000.0 -0.034 -1000.0 Visual signal transduction: Cones 1.0 42.0 38.0 -0.02 0.051 1000.0 -1000.0 -0.02 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 6.0 5.0 0.016 0.048 1000.0 -1000.0 0.017 -1000.0 Arf6 downstream pathway 1.0 57.0 43.0 -0.043 0.044 1000.0 -1000.0 -0.036 -1000.0 Insulin-mediated glucose transport 1.0 61.0 32.0 -0.167 0.046 1000.0 -1000.0 -0.034 -1000.0 PDGFR-alpha signaling pathway 1.0 60.0 44.0 -0.019 0.076 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by HDAC Class III 1.0 66.0 40.0 -0.055 0.058 1000.0 -1000.0 -0.036 -1000.0 TRAIL signaling pathway 1.0 89.0 48.0 -0.036 0.048 1000.0 -1000.0 -0.036 -1000.0 S1P5 pathway 1.0 21.0 17.0 -0.016 0.033 1000.0 -1000.0 -0.019 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 60.0 52.0 -0.031 0.1 1000.0 -1000.0 -0.042 -1000.0 HIF-2-alpha transcription factor network 1.0 54.0 43.0 -0.062 0.064 1000.0 -1000.0 -0.055 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 134.0 83.0 -0.059 0.051 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class I 1.0 130.0 104.0 -0.063 0.071 1000.0 -1000.0 -0.038 -1000.0 FoxO family signaling 1.0 119.0 64.0 -0.066 0.067 1000.0 -1000.0 -0.063 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 28.0 15.0 -0.03 0.034 1000.0 -1000.0 -0.035 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 86.0 45.0 -0.051 0.077 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 134.0 125.0 -0.047 0.116 1000.0 -1000.0 -0.067 -1000.0 IL6-mediated signaling events 1.0 128.0 75.0 -0.038 0.079 1000.0 -1000.0 -0.062 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 147.0 74.0 -0.057 0.066 1000.0 -1000.0 -0.068 -1000.0 Arf6 trafficking events 1.0 104.0 71.0 -0.052 0.054 1000.0 -1000.0 -0.03 -1000.0 Regulation of Telomerase 1.0 173.0 102.0 -0.056 0.054 1000.0 -1000.0 -0.057 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 57.0 33.0 -0.02 0.068 1000.0 -1000.0 -0.031 -1000.0 Visual signal transduction: Rods 1.0 76.0 52.0 -0.046 0.065 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 1.0 66.0 43.0 -0.033 0.089 1000.0 -1000.0 -0.033 -1000.0 E-cadherin signaling events 1.0 8.0 5.0 0.02 0.048 1000.0 -1000.0 0.019 -1000.0 Arf1 pathway 1.0 75.0 54.0 -0.014 0.066 1000.0 -1000.0 -0.023 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 5.0 23.0 -0.003 0.034 1000.0 -1000.0 -0.038 -1000.0 Canonical NF-kappaB pathway 0.0 29.0 39.0 -0.024 0.066 1000.0 -1000.0 -0.032 -1000.0 Circadian rhythm pathway 0.0 1.0 22.0 -0.007 0.072 1000.0 -1000.0 -0.037 -1000.0 Aurora A signaling 0.0 55.0 60.0 -0.033 0.085 1000.0 -1000.0 -0.034 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.04 1000.0 -1000.0 -0.02 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 36.0 37.0 -0.02 0.079 1000.0 -1000.0 -0.039 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 21.0 36.0 -0.063 0.065 1000.0 -1000.0 -0.036 -1000.0 Atypical NF-kappaB pathway 0.0 19.0 31.0 -0.022 0.051 1000.0 -1000.0 -0.034 -1000.0 Glypican 2 network 0.0 0.0 4.0 0.032 0.048 1000.0 -1000.0 0.023 -1000.0 IGF1 pathway 0.0 32.0 57.0 -0.052 0.08 1000.0 -1000.0 -0.06 -1000.0 Rapid glucocorticoid signaling 0.0 2.0 20.0 -0.0 0.039 1000.0 -1000.0 -0.002 -1000.0 p38 MAPK signaling pathway 0.0 36.0 44.0 -0.02 0.069 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.086 1000.0 -1000.0 -0.0 -1000.0 Total 335 23502 7203 -8.7787488066 -991.931707814 131000 -131000 -5.75420210402 -131000