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 9.0 840.0 91.0 -0.516 0.427 1000.0 -1000.0 -0.125 -1000.0 TCGA08_p53 9.0 69.0 7.0 -0.062 0.031 1000.0 -1000.0 -0.013 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 398.0 44.0 -0.097 0.032 1000.0 -1000.0 -0.035 -1000.0 Ephrin B reverse signaling 7.0 352.0 48.0 -0.126 0.049 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by the Hedgehog family 6.0 329.0 52.0 -0.075 0.045 1000.0 -1000.0 -0.036 -1000.0 Endothelins 6.0 590.0 96.0 -0.094 0.038 1000.0 -1000.0 -0.044 -1000.0 IL23-mediated signaling events 6.0 399.0 60.0 -0.353 0.036 1000.0 -1000.0 -0.113 -1000.0 IL12-mediated signaling events 5.0 452.0 87.0 -0.209 0.043 1000.0 -1000.0 -0.067 -1000.0 Osteopontin-mediated events 5.0 216.0 38.0 -0.077 0.05 1000.0 -1000.0 -0.035 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 537.0 97.0 -0.174 0.064 1000.0 -1000.0 -0.057 -1000.0 TCR signaling in naïve CD8+ T cells 5.0 522.0 93.0 -0.075 0.047 1000.0 -1000.0 -0.037 -1000.0 BCR signaling pathway 5.0 495.0 99.0 -0.122 0.039 1000.0 -1000.0 -0.047 -1000.0 Thromboxane A2 receptor signaling 4.0 496.0 105.0 -0.076 0.032 1000.0 -1000.0 -0.032 -1000.0 HIF-1-alpha transcription factor network 4.0 331.0 76.0 -0.116 0.037 1000.0 -1000.0 -0.092 -1000.0 FOXA2 and FOXA3 transcription factor networks 4.0 229.0 46.0 -0.21 0.035 1000.0 -1000.0 -0.104 -1000.0 Glypican 1 network 4.0 218.0 48.0 -0.06 0.055 1000.0 -1000.0 -0.031 -1000.0 Glucocorticoid receptor regulatory network 4.0 465.0 114.0 -0.215 0.152 1000.0 -1000.0 -0.046 -1000.0 Reelin signaling pathway 4.0 274.0 56.0 -0.058 0.077 1000.0 -1000.0 -0.035 -1000.0 IL1-mediated signaling events 4.0 303.0 62.0 -0.044 0.117 1000.0 -1000.0 -0.066 -1000.0 LPA receptor mediated events 4.0 476.0 102.0 -0.116 0.04 1000.0 -1000.0 -0.06 -1000.0 EGFR-dependent Endothelin signaling events 4.0 89.0 21.0 -0.047 0.045 1000.0 -1000.0 -0.04 -1000.0 Syndecan-4-mediated signaling events 4.0 308.0 67.0 -0.047 0.046 1000.0 -1000.0 -0.032 -1000.0 Plasma membrane estrogen receptor signaling 4.0 409.0 86.0 -0.066 0.071 1000.0 -1000.0 -0.038 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 391.0 88.0 -0.061 0.046 1000.0 -1000.0 -0.079 -1000.0 PDGFR-beta signaling pathway 4.0 455.0 97.0 -0.095 0.073 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 313.0 78.0 -0.201 0.034 1000.0 -1000.0 -0.039 -1000.0 Ephrin A reverse signaling 3.0 24.0 7.0 -0.039 0.032 1000.0 -1000.0 -0.017 -1000.0 Noncanonical Wnt signaling pathway 3.0 89.0 26.0 -0.043 0.033 1000.0 -1000.0 -0.039 -1000.0 Arf6 signaling events 3.0 186.0 62.0 -0.058 0.072 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by PTP1B 3.0 228.0 76.0 -0.035 0.052 1000.0 -1000.0 -0.038 -1000.0 p75(NTR)-mediated signaling 3.0 387.0 125.0 -0.08 0.079 1000.0 -1000.0 -0.062 -1000.0 BMP receptor signaling 3.0 305.0 81.0 -0.064 0.052 1000.0 -1000.0 -0.029 -1000.0 amb2 Integrin signaling 3.0 269.0 82.0 -0.061 0.056 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 3.0 160.0 47.0 -0.088 0.05 1000.0 -1000.0 -0.042 -1000.0 Retinoic acid receptors-mediated signaling 3.0 222.0 58.0 -0.088 0.044 1000.0 -1000.0 -0.04 -1000.0 EPHB forward signaling 3.0 323.0 85.0 -0.056 0.108 1000.0 -1000.0 -0.058 -1000.0 Effects of Botulinum toxin 3.0 88.0 26.0 -0.063 0.055 1000.0 -1000.0 -0.015 -1000.0 Nongenotropic Androgen signaling 3.0 159.0 52.0 -0.039 0.065 1000.0 -1000.0 -0.028 -1000.0 Wnt signaling 3.0 26.0 7.0 -0.043 0.029 1000.0 -1000.0 -0.018 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 231.0 68.0 -0.1 0.038 1000.0 -1000.0 -0.066 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 3.0 99.0 27.0 -0.058 0.031 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events 3.0 249.0 73.0 -0.054 0.032 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 2.0 177.0 65.0 -0.037 0.045 1000.0 -1000.0 -0.045 -1000.0 Caspase cascade in apoptosis 2.0 187.0 74.0 -0.055 0.046 1000.0 -1000.0 -0.042 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 2.0 69.0 34.0 -0.041 0.087 1000.0 -1000.0 -0.034 -1000.0 Syndecan-1-mediated signaling events 2.0 71.0 34.0 -0.021 0.045 1000.0 -1000.0 -0.033 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 39.0 17.0 -0.024 0.058 1000.0 -1000.0 -0.024 -1000.0 Syndecan-2-mediated signaling events 2.0 174.0 69.0 -0.02 0.057 1000.0 -1000.0 -0.039 -1000.0 Cellular roles of Anthrax toxin 2.0 102.0 39.0 -0.026 0.036 1000.0 -1000.0 -0.018 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 173.0 61.0 -0.047 0.07 1000.0 -1000.0 -0.04 -1000.0 EPO signaling pathway 2.0 120.0 55.0 -0.023 0.075 1000.0 -1000.0 -0.029 -1000.0 PLK1 signaling events 2.0 172.0 85.0 -0.018 0.062 1000.0 -1000.0 -0.027 -1000.0 mTOR signaling pathway 2.0 146.0 53.0 -0.064 0.034 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 159.0 68.0 -0.045 0.049 1000.0 -1000.0 -0.027 -1000.0 Ceramide signaling pathway 2.0 202.0 76.0 -0.045 0.074 1000.0 -1000.0 -0.027 -1000.0 S1P1 pathway 2.0 95.0 36.0 -0.03 0.054 1000.0 -1000.0 -0.033 -1000.0 Syndecan-3-mediated signaling events 2.0 97.0 35.0 -0.02 0.07 1000.0 -1000.0 -0.021 -1000.0 IL2 signaling events mediated by PI3K 2.0 124.0 58.0 -0.037 0.045 1000.0 -1000.0 -0.034 -1000.0 Canonical Wnt signaling pathway 2.0 136.0 51.0 -0.054 0.097 1000.0 -1000.0 -0.037 -1000.0 Regulation of p38-alpha and p38-beta 2.0 132.0 54.0 -0.069 0.056 1000.0 -1000.0 -0.046 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 73.0 31.0 -0.023 0.032 1000.0 -1000.0 -0.032 -1000.0 IL27-mediated signaling events 2.0 114.0 51.0 -0.167 0.065 1000.0 -1000.0 -0.055 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 156.0 76.0 -0.026 0.083 1000.0 -1000.0 -0.057 -1000.0 TCGA08_retinoblastoma 2.0 19.0 8.0 -0.002 0.034 1000.0 -1000.0 -0.007 -1000.0 VEGFR1 specific signals 2.0 133.0 56.0 -0.01 0.093 1000.0 -1000.0 -0.044 -1000.0 S1P3 pathway 2.0 97.0 42.0 -0.023 0.049 1000.0 -1000.0 -0.04 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 2.0 358.0 120.0 -0.072 0.086 1000.0 -1000.0 -0.037 -1000.0 FOXM1 transcription factor network 2.0 131.0 51.0 -0.151 0.039 1000.0 -1000.0 -0.101 -1000.0 S1P4 pathway 2.0 71.0 25.0 -0.012 0.053 1000.0 -1000.0 -0.026 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 45.0 17.0 -0.016 0.031 1000.0 -1000.0 -0.015 -1000.0 Aurora B signaling 2.0 163.0 67.0 -0.181 0.06 1000.0 -1000.0 -0.028 -1000.0 LPA4-mediated signaling events 1.0 21.0 12.0 -0.03 0.006 1000.0 -1000.0 -0.024 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 203.0 136.0 -0.094 0.053 1000.0 -1000.0 -0.034 -1000.0 Coregulation of Androgen receptor activity 1.0 123.0 76.0 -0.078 0.059 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class II 1.0 104.0 75.0 -0.048 0.084 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 1.0 102.0 69.0 -0.042 0.07 1000.0 -1000.0 -0.035 -1000.0 BARD1 signaling events 1.0 64.0 57.0 -0.035 0.07 1000.0 -1000.0 -0.04 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 30.0 28.0 -0.025 0.052 1000.0 -1000.0 -0.025 -1000.0 Visual signal transduction: Cones 1.0 44.0 38.0 -0.018 0.052 1000.0 -1000.0 -0.027 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 1.0 106.0 54.0 -0.05 0.046 1000.0 -1000.0 -0.053 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 6.0 5.0 0.016 0.046 1000.0 -1000.0 0.021 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 149.0 85.0 -0.037 0.077 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 116.0 65.0 -0.05 0.045 1000.0 -1000.0 -0.049 -1000.0 Arf6 downstream pathway 1.0 71.0 43.0 -0.033 0.039 1000.0 -1000.0 -0.025 -1000.0 Insulin-mediated glucose transport 1.0 54.0 32.0 -0.151 0.042 1000.0 -1000.0 -0.025 -1000.0 PDGFR-alpha signaling pathway 1.0 63.0 44.0 -0.016 0.072 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 1.0 107.0 68.0 -0.054 0.065 1000.0 -1000.0 -0.055 -1000.0 Nectin adhesion pathway 1.0 84.0 63.0 -0.014 0.08 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class III 1.0 46.0 40.0 -0.054 0.054 1000.0 -1000.0 -0.037 -1000.0 TRAIL signaling pathway 1.0 55.0 48.0 -0.025 0.055 1000.0 -1000.0 -0.028 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 143.0 82.0 -0.041 0.063 1000.0 -1000.0 -0.047 -1000.0 S1P5 pathway 1.0 24.0 17.0 -0.009 0.031 1000.0 -1000.0 -0.01 -1000.0 ceramide signaling pathway 1.0 69.0 49.0 -0.009 0.055 1000.0 -1000.0 -0.032 -1000.0 HIF-2-alpha transcription factor network 1.0 48.0 43.0 -0.068 0.069 1000.0 -1000.0 -0.043 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 129.0 83.0 -0.073 0.055 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by HDAC Class I 1.0 148.0 104.0 -0.06 0.069 1000.0 -1000.0 -0.039 -1000.0 FoxO family signaling 1.0 97.0 64.0 -0.043 0.065 1000.0 -1000.0 -0.055 -1000.0 Integrins in angiogenesis 1.0 143.0 84.0 -0.067 0.078 1000.0 -1000.0 -0.037 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 77.0 45.0 -0.034 0.082 1000.0 -1000.0 -0.04 -1000.0 Glypican 2 network 1.0 6.0 4.0 0.018 0.038 1000.0 -1000.0 0.022 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 151.0 125.0 -0.024 0.095 1000.0 -1000.0 -0.046 -1000.0 TCGA08_rtk_signaling 1.0 41.0 26.0 -0.027 0.066 1000.0 -1000.0 -0.005 -1000.0 IL6-mediated signaling events 1.0 99.0 75.0 -0.01 0.077 1000.0 -1000.0 -0.055 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 82.0 74.0 -0.063 0.072 1000.0 -1000.0 -0.062 -1000.0 IL2 signaling events mediated by STAT5 1.0 37.0 22.0 -0.034 0.033 1000.0 -1000.0 -0.037 -1000.0 Arf6 trafficking events 1.0 103.0 71.0 -0.054 0.056 1000.0 -1000.0 -0.031 -1000.0 Regulation of Telomerase 1.0 193.0 102.0 -0.093 0.054 1000.0 -1000.0 -0.047 -1000.0 IGF1 pathway 1.0 102.0 57.0 -0.039 0.067 1000.0 -1000.0 -0.045 -1000.0 Insulin Pathway 1.0 112.0 74.0 -0.047 0.09 1000.0 -1000.0 -0.052 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 55.0 33.0 -0.011 0.067 1000.0 -1000.0 -0.041 -1000.0 Visual signal transduction: Rods 1.0 98.0 52.0 -0.052 0.065 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PRL 1.0 65.0 34.0 -0.025 0.073 1000.0 -1000.0 -0.038 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.026 0.026 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 1.0 67.0 54.0 -0.007 0.064 1000.0 -1000.0 -0.017 -1000.0 Regulation of Androgen receptor activity 1.0 131.0 70.0 -0.164 0.062 1000.0 -1000.0 -0.05 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.002 0.034 1000.0 -1000.0 -0.024 -1000.0 Canonical NF-kappaB pathway 0.0 35.0 39.0 -0.015 0.063 1000.0 -1000.0 -0.025 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.021 -1000.0 1000.0 -1000.0 -0.028 -1000.0 Circadian rhythm pathway 0.0 0.0 22.0 -0.006 0.071 1000.0 -1000.0 -0.026 -1000.0 Aurora A signaling 0.0 42.0 60.0 -0.032 0.084 1000.0 -1000.0 -0.028 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.0 0.047 1000.0 -1000.0 -0.016 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 34.0 37.0 -0.016 0.077 1000.0 -1000.0 -0.033 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 0.0 41.0 52.0 -0.025 0.099 1000.0 -1000.0 -0.04 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 14.0 15.0 -0.029 0.031 1000.0 -1000.0 -0.032 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 21.0 36.0 -0.065 0.067 1000.0 -1000.0 -0.027 -1000.0 Atypical NF-kappaB pathway 0.0 6.0 31.0 -0.014 0.051 1000.0 -1000.0 -0.032 -1000.0 Rapid glucocorticoid signaling 0.0 4.0 20.0 -0.01 0.038 1000.0 -1000.0 -0.015 -1000.0 E-cadherin signaling in keratinocytes 0.0 17.0 43.0 -0.04 0.091 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.031 0.061 1000.0 -1000.0 0.022 -1000.0 p38 MAPK signaling pathway 0.0 32.0 44.0 -0.024 0.071 1000.0 -1000.0 -0.019 -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 283 20759 7203 -7.88894231422 -992.112426387 131000 -131000 -4.8454962392 -131000