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 HIF-1-alpha transcription factor network 8.0 640.0 76.0 -0.203 0.031 1000.0 -1000.0 -0.007 -1000.0 Ephrin B reverse signaling 8.0 407.0 48.0 -0.222 0.028 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by the Hedgehog family 7.0 395.0 52.0 -0.144 0.04 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 7.0 577.0 78.0 -0.233 0.089 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 6.0 20.0 3.0 -0.048 0.02 1000.0 -1000.0 0.0 -1000.0 IGF1 pathway 6.0 363.0 57.0 -0.064 0.046 1000.0 -1000.0 -0.022 -1000.0 Plasma membrane estrogen receptor signaling 6.0 519.0 86.0 -0.165 0.155 1000.0 -1000.0 -0.037 -1000.0 FOXM1 transcription factor network 6.0 356.0 51.0 -0.442 0.027 1000.0 -1000.0 -0.075 -1000.0 Noncanonical Wnt signaling pathway 5.0 152.0 26.0 -0.078 0.027 1000.0 -1000.0 -0.022 -1000.0 Glypican 1 network 5.0 279.0 48.0 -0.057 0.03 1000.0 -1000.0 -0.017 -1000.0 Nectin adhesion pathway 5.0 340.0 63.0 -0.084 0.055 1000.0 -1000.0 -0.032 -1000.0 Endothelins 5.0 517.0 96.0 -0.155 0.032 1000.0 -1000.0 -0.027 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 367.0 68.0 -0.211 0.118 1000.0 -1000.0 -0.045 -1000.0 TCGA08_retinoblastoma 5.0 46.0 8.0 -0.037 0.024 1000.0 -1000.0 -0.004 -1000.0 IL12-mediated signaling events 4.0 425.0 87.0 -0.263 0.051 1000.0 -1000.0 -0.03 -1000.0 Osteopontin-mediated events 4.0 189.0 38.0 -0.096 0.028 1000.0 -1000.0 -0.011 -1000.0 IL4-mediated signaling events 4.0 390.0 91.0 -0.557 0.359 1000.0 -1000.0 -0.095 -1000.0 Signaling mediated by p38-alpha and p38-beta 4.0 184.0 44.0 -0.068 0.028 1000.0 -1000.0 -0.016 -1000.0 EPHB forward signaling 4.0 369.0 85.0 -0.057 0.046 1000.0 -1000.0 -0.039 -1000.0 Wnt signaling 4.0 33.0 7.0 -0.073 0.024 1000.0 -1000.0 -0.005 -1000.0 IL23-mediated signaling events 4.0 297.0 60.0 -0.312 0.028 1000.0 -1000.0 -0.05 -1000.0 Caspase cascade in apoptosis 3.0 230.0 74.0 -0.039 0.035 1000.0 -1000.0 -0.02 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 491.0 136.0 -0.414 0.084 1000.0 -1000.0 -0.026 -1000.0 Syndecan-1-mediated signaling events 3.0 132.0 34.0 -0.08 0.038 1000.0 -1000.0 -0.012 -1000.0 Thromboxane A2 receptor signaling 3.0 345.0 105.0 -0.078 0.051 1000.0 -1000.0 -0.026 -1000.0 FOXA2 and FOXA3 transcription factor networks 3.0 145.0 46.0 -0.17 0.033 1000.0 -1000.0 -0.059 -1000.0 BMP receptor signaling 3.0 256.0 81.0 -0.102 0.047 1000.0 -1000.0 -0.02 -1000.0 Reelin signaling pathway 3.0 179.0 56.0 -0.045 0.05 1000.0 -1000.0 -0.019 -1000.0 TCGA08_p53 3.0 21.0 7.0 -0.036 0.023 1000.0 -1000.0 -0.004 -1000.0 FAS signaling pathway (CD95) 3.0 182.0 47.0 -0.084 0.034 1000.0 -1000.0 -0.03 -1000.0 TCR signaling in naïve CD8+ T cells 3.0 279.0 93.0 -0.047 0.037 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 3.0 137.0 45.0 -0.034 0.049 1000.0 -1000.0 -0.031 -1000.0 Glypican 2 network 3.0 15.0 4.0 -0.011 -0.0 1000.0 -1000.0 -0.0 -1000.0 Nongenotropic Androgen signaling 3.0 186.0 52.0 -0.1 0.049 1000.0 -1000.0 -0.016 -1000.0 LPA receptor mediated events 3.0 323.0 102.0 -0.105 0.028 1000.0 -1000.0 -0.055 -1000.0 Syndecan-4-mediated signaling events 3.0 209.0 67.0 -0.062 0.039 1000.0 -1000.0 -0.037 -1000.0 VEGFR1 specific signals 3.0 178.0 56.0 -0.047 0.028 1000.0 -1000.0 -0.03 -1000.0 Regulation of Androgen receptor activity 3.0 216.0 70.0 -0.144 0.034 1000.0 -1000.0 -0.036 -1000.0 Coregulation of Androgen receptor activity 2.0 221.0 76.0 -0.135 0.046 1000.0 -1000.0 -0.008 -1000.0 Visual signal transduction: Cones 2.0 81.0 38.0 -0.014 0.043 1000.0 -1000.0 -0.0 -1000.0 Syndecan-2-mediated signaling events 2.0 147.0 69.0 -0.036 0.041 1000.0 -1000.0 -0.032 -1000.0 Cellular roles of Anthrax toxin 2.0 113.0 39.0 -0.057 0.027 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by PTP1B 2.0 167.0 76.0 -0.071 0.047 1000.0 -1000.0 -0.024 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 173.0 65.0 -0.318 0.066 1000.0 -1000.0 -0.034 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 150.0 61.0 -0.085 0.051 1000.0 -1000.0 -0.031 -1000.0 Fc-epsilon receptor I signaling in mast cells 2.0 289.0 97.0 -0.062 0.046 1000.0 -1000.0 -0.036 -1000.0 PLK1 signaling events 2.0 223.0 85.0 -0.044 0.029 1000.0 -1000.0 -0.017 -1000.0 PDGFR-alpha signaling pathway 2.0 114.0 44.0 -0.132 0.038 1000.0 -1000.0 -0.033 -1000.0 mTOR signaling pathway 2.0 111.0 53.0 -0.019 0.034 1000.0 -1000.0 -0.037 -1000.0 IFN-gamma pathway 2.0 200.0 68.0 -0.05 0.038 1000.0 -1000.0 -0.031 -1000.0 Glucocorticoid receptor regulatory network 2.0 244.0 114.0 -0.134 0.071 1000.0 -1000.0 -0.037 -1000.0 TRAIL signaling pathway 2.0 112.0 48.0 -0.014 0.037 1000.0 -1000.0 -0.018 -1000.0 IL1-mediated signaling events 2.0 177.0 62.0 -0.042 0.044 1000.0 -1000.0 -0.017 -1000.0 S1P5 pathway 2.0 40.0 17.0 -0.025 0.027 1000.0 -1000.0 -0.009 -1000.0 ceramide signaling pathway 2.0 126.0 49.0 -0.026 0.04 1000.0 -1000.0 -0.021 -1000.0 HIF-2-alpha transcription factor network 2.0 122.0 43.0 -0.05 0.049 1000.0 -1000.0 -0.038 -1000.0 S1P1 pathway 2.0 92.0 36.0 -0.101 0.026 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 36.0 15.0 -0.026 0.026 1000.0 -1000.0 -0.022 -1000.0 Retinoic acid receptors-mediated signaling 2.0 173.0 58.0 -0.106 0.055 1000.0 -1000.0 -0.015 -1000.0 Syndecan-3-mediated signaling events 2.0 71.0 35.0 -0.057 0.051 1000.0 -1000.0 -0.013 -1000.0 IL2 signaling events mediated by PI3K 2.0 130.0 58.0 -0.101 0.028 1000.0 -1000.0 -0.019 -1000.0 Integrins in angiogenesis 2.0 223.0 84.0 -0.075 0.056 1000.0 -1000.0 -0.023 -1000.0 Canonical Wnt signaling pathway 2.0 145.0 51.0 -0.085 0.068 1000.0 -1000.0 -0.032 -1000.0 IL27-mediated signaling events 2.0 151.0 51.0 -0.098 0.05 1000.0 -1000.0 -0.031 -1000.0 IL6-mediated signaling events 2.0 203.0 75.0 -0.079 0.074 1000.0 -1000.0 -0.031 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 215.0 74.0 -0.057 0.05 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 157.0 76.0 -0.028 0.054 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by STAT5 2.0 45.0 22.0 -0.071 0.032 1000.0 -1000.0 -0.018 -1000.0 Class I PI3K signaling events 2.0 166.0 73.0 -0.03 0.045 1000.0 -1000.0 -0.016 -1000.0 BCR signaling pathway 2.0 245.0 99.0 -0.049 0.055 1000.0 -1000.0 -0.031 -1000.0 Visual signal transduction: Rods 2.0 110.0 52.0 -0.077 0.061 1000.0 -1000.0 -0.013 -1000.0 E-cadherin signaling in keratinocytes 2.0 113.0 43.0 -0.031 0.042 1000.0 -1000.0 -0.014 -1000.0 S1P4 pathway 2.0 62.0 25.0 -0.025 0.038 1000.0 -1000.0 -0.012 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 37.0 17.0 -0.015 0.043 1000.0 -1000.0 -0.014 -1000.0 Aurora B signaling 2.0 166.0 67.0 -0.085 0.043 1000.0 -1000.0 -0.021 -1000.0 LPA4-mediated signaling events 1.0 20.0 12.0 -0.023 0.002 1000.0 -1000.0 -0.017 -1000.0 ErbB2/ErbB3 signaling events 1.0 75.0 65.0 -0.039 0.067 1000.0 -1000.0 -0.036 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 23.0 23.0 0.002 0.039 1000.0 -1000.0 -0.01 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 59.0 34.0 -0.023 0.057 1000.0 -1000.0 -0.018 -1000.0 Canonical NF-kappaB pathway 1.0 41.0 39.0 -0.018 0.062 1000.0 -1000.0 -0.018 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 35.0 28.0 -0.025 0.038 1000.0 -1000.0 -0.012 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 1.0 83.0 54.0 -0.035 0.039 1000.0 -1000.0 -0.019 -1000.0 Ephrin A reverse signaling 1.0 8.0 7.0 -0.0 0.032 1000.0 -1000.0 -0.0 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 32.0 17.0 -0.03 0.048 1000.0 -1000.0 -0.014 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.011 0.026 1000.0 -1000.0 0.015 -1000.0 Arf6 signaling events 1.0 107.0 62.0 -0.01 0.043 1000.0 -1000.0 -0.006 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 123.0 85.0 -0.131 0.052 1000.0 -1000.0 -0.034 -1000.0 Aurora A signaling 1.0 96.0 60.0 -0.022 0.047 1000.0 -1000.0 -0.011 -1000.0 p75(NTR)-mediated signaling 1.0 241.0 125.0 -0.087 0.061 1000.0 -1000.0 -0.022 -1000.0 EPO signaling pathway 1.0 96.0 55.0 -0.075 0.049 1000.0 -1000.0 -0.015 -1000.0 amb2 Integrin signaling 1.0 155.0 82.0 -0.026 0.063 1000.0 -1000.0 -0.015 -1000.0 Ceramide signaling pathway 1.0 146.0 76.0 -0.046 0.064 1000.0 -1000.0 -0.018 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 62.0 37.0 -0.026 0.048 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class III 1.0 76.0 40.0 -0.053 0.053 1000.0 -1000.0 -0.026 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 100.0 52.0 -0.054 0.064 1000.0 -1000.0 -0.016 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 116.0 83.0 -0.031 0.058 1000.0 -1000.0 -0.015 -1000.0 FoxO family signaling 1.0 65.0 64.0 -0.038 0.041 1000.0 -1000.0 -0.047 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 58.0 36.0 -0.036 0.043 1000.0 -1000.0 -0.024 -1000.0 Atypical NF-kappaB pathway 1.0 36.0 31.0 -0.007 0.028 1000.0 -1000.0 -0.006 -1000.0 Regulation of p38-alpha and p38-beta 1.0 57.0 54.0 -0.043 0.059 1000.0 -1000.0 -0.035 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 46.0 31.0 -0.032 0.034 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 238.0 125.0 -0.03 0.045 1000.0 -1000.0 -0.025 -1000.0 TCGA08_rtk_signaling 1.0 34.0 26.0 -0.056 0.062 1000.0 -1000.0 -0.011 -1000.0 Regulation of Telomerase 1.0 124.0 102.0 -0.066 0.058 1000.0 -1000.0 -0.035 -1000.0 EGFR-dependent Endothelin signaling events 1.0 30.0 21.0 -0.015 0.041 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 1.0 127.0 74.0 -0.043 0.059 1000.0 -1000.0 -0.021 -1000.0 S1P3 pathway 1.0 65.0 42.0 -0.03 0.038 1000.0 -1000.0 -0.027 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 166.0 120.0 -0.046 0.075 1000.0 -1000.0 -0.028 -1000.0 PDGFR-beta signaling pathway 1.0 151.0 97.0 -0.028 0.063 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.014 0.042 1000.0 -1000.0 0.014 -1000.0 p38 MAPK signaling pathway 1.0 51.0 44.0 -0.034 0.049 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 0.0 66.0 75.0 -0.066 0.069 1000.0 -1000.0 -0.02 -1000.0 ErbB4 signaling events 0.0 32.0 69.0 -0.032 0.058 1000.0 -1000.0 -0.033 -1000.0 BARD1 signaling events 0.0 56.0 57.0 -0.049 0.062 1000.0 -1000.0 -0.029 -1000.0 Circadian rhythm pathway 0.0 6.0 22.0 -0.01 0.059 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 0.0 33.0 43.0 -0.041 0.047 1000.0 -1000.0 -0.025 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.0 0.037 1000.0 -1000.0 -0.011 -1000.0 Insulin-mediated glucose transport 0.0 26.0 32.0 -0.003 0.05 1000.0 -1000.0 -0.011 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 65.0 68.0 -0.041 0.047 1000.0 -1000.0 -0.019 -1000.0 Signaling events regulated by Ret tyrosine kinase 0.0 80.0 82.0 -0.018 0.05 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by HDAC Class I 0.0 80.0 104.0 -0.04 0.065 1000.0 -1000.0 -0.028 -1000.0 Effects of Botulinum toxin 0.0 8.0 26.0 -0.0 0.046 1000.0 -1000.0 -0.002 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 18.0 27.0 -0.0 0.066 1000.0 -1000.0 -0.017 -1000.0 Arf6 trafficking events 0.0 22.0 71.0 -0.039 0.049 1000.0 -1000.0 -0.019 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 87.0 88.0 -0.043 0.047 1000.0 -1000.0 -0.051 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 24.0 33.0 -0.043 0.068 1000.0 -1000.0 -0.031 -1000.0 Rapid glucocorticoid signaling 0.0 8.0 20.0 -0.003 0.034 1000.0 -1000.0 -0.001 -1000.0 Signaling events mediated by PRL 0.0 25.0 34.0 -0.031 0.041 1000.0 -1000.0 -0.029 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.027 0.027 1000.0 -1000.0 -0.017 -1000.0 Arf1 pathway 0.0 21.0 54.0 -0.001 0.05 1000.0 -1000.0 -0.006 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.067 1000.0 -1000.0 0.0 -1000.0 Total 273 19359 7203 -9.39072072502 6.40404370774 131000 -131000 -3.00141238474 -131000