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 59.0 419.0 7.0 -0.05 0.001 1000.0 -1000.0 0.0 -1000.0 E-cadherin signaling events 51.0 255.0 5.0 -0.067 0.029 1000.0 -1000.0 0.02 -1000.0 TCR signaling in naïve CD8+ T cells 49.0 4580.0 93.0 -0.232 0.11 1000.0 -1000.0 -0.032 -1000.0 IL4-mediated signaling events 43.0 3994.0 91.0 -0.507 0.37 1000.0 -1000.0 -0.067 -1000.0 IL23-mediated signaling events 43.0 2590.0 60.0 -0.322 0.029 1000.0 -1000.0 -0.065 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 42.0 3160.0 74.0 -0.067 0.064 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 41.0 3213.0 78.0 -0.184 0.06 1000.0 -1000.0 -0.025 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 38.0 2646.0 68.0 -0.298 0.086 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in the nascent adherens junction 38.0 2951.0 76.0 -0.119 0.043 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 38.0 3383.0 88.0 -0.198 0.037 1000.0 -1000.0 -0.048 -1000.0 IL12-mediated signaling events 37.0 3286.0 87.0 -0.286 0.064 1000.0 -1000.0 -0.038 -1000.0 Signaling events regulated by Ret tyrosine kinase 36.0 2977.0 82.0 -0.053 0.034 1000.0 -1000.0 -0.03 -1000.0 Endothelins 36.0 3525.0 96.0 -0.121 0.051 1000.0 -1000.0 -0.02 -1000.0 Noncanonical Wnt signaling pathway 34.0 886.0 26.0 -0.036 0.028 1000.0 -1000.0 -0.022 -1000.0 Syndecan-1-mediated signaling events 33.0 1146.0 34.0 -0.051 0.029 1000.0 -1000.0 -0.012 -1000.0 BCR signaling pathway 33.0 3332.0 99.0 -0.16 0.035 1000.0 -1000.0 -0.055 -1000.0 Wnt signaling 32.0 225.0 7.0 -0.026 0.022 1000.0 -1000.0 0.004 -1000.0 E-cadherin signaling in keratinocytes 31.0 1353.0 43.0 -0.069 0.031 1000.0 -1000.0 -0.012 -1000.0 Nectin adhesion pathway 30.0 1930.0 63.0 -0.092 0.043 1000.0 -1000.0 -0.024 -1000.0 Integrins in angiogenesis 29.0 2499.0 84.0 -0.116 0.049 1000.0 -1000.0 -0.025 -1000.0 Osteopontin-mediated events 28.0 1101.0 38.0 -0.049 0.031 1000.0 -1000.0 -0.016 -1000.0 Glypican 1 network 28.0 1357.0 48.0 -0.04 0.039 1000.0 -1000.0 -0.021 -1000.0 Signaling mediated by p38-alpha and p38-beta 27.0 1192.0 44.0 -0.06 0.029 1000.0 -1000.0 -0.007 -1000.0 TCGA08_retinoblastoma 27.0 221.0 8.0 -0.006 0.047 1000.0 -1000.0 -0.006 -1000.0 Thromboxane A2 receptor signaling 26.0 2806.0 105.0 -0.086 0.034 1000.0 -1000.0 -0.022 -1000.0 LPA receptor mediated events 26.0 2750.0 102.0 -0.08 0.033 1000.0 -1000.0 -0.077 -1000.0 S1P4 pathway 26.0 659.0 25.0 -0.038 0.037 1000.0 -1000.0 -0.011 -1000.0 p75(NTR)-mediated signaling 25.0 3194.0 125.0 -0.048 0.073 1000.0 -1000.0 -0.036 -1000.0 Calcium signaling in the CD4+ TCR pathway 25.0 785.0 31.0 -0.087 0.029 1000.0 -1000.0 -0.032 -1000.0 Glucocorticoid receptor regulatory network 24.0 2809.0 114.0 -0.246 0.128 1000.0 -1000.0 -0.036 -1000.0 EPHB forward signaling 24.0 2122.0 85.0 -0.056 0.06 1000.0 -1000.0 -0.042 -1000.0 EGFR-dependent Endothelin signaling events 24.0 523.0 21.0 -0.038 0.041 1000.0 -1000.0 -0.029 -1000.0 Caspase cascade in apoptosis 23.0 1730.0 74.0 -0.062 0.04 1000.0 -1000.0 -0.033 -1000.0 HIF-1-alpha transcription factor network 23.0 1750.0 76.0 -0.027 0.065 1000.0 -1000.0 -0.01 -1000.0 a4b1 and a4b7 Integrin signaling 23.0 115.0 5.0 -0.0 0.017 1000.0 -1000.0 0.02 -1000.0 BMP receptor signaling 23.0 1934.0 81.0 -0.045 0.05 1000.0 -1000.0 -0.021 -1000.0 FAS signaling pathway (CD95) 23.0 1122.0 47.0 -0.048 0.037 1000.0 -1000.0 -0.029 -1000.0 IL27-mediated signaling events 23.0 1189.0 51.0 -0.15 0.101 1000.0 -1000.0 -0.043 -1000.0 JNK signaling in the CD4+ TCR pathway 21.0 366.0 17.0 -0.087 0.041 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by PTP1B 21.0 1621.0 76.0 -0.059 0.043 1000.0 -1000.0 -0.034 -1000.0 Glypican 2 network 21.0 85.0 4.0 0.011 0.015 1000.0 -1000.0 0.019 -1000.0 Class IB PI3K non-lipid kinase events 21.0 63.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.024 -1000.0 Arf6 signaling events 20.0 1248.0 62.0 -0.03 0.058 1000.0 -1000.0 -0.025 -1000.0 Ephrin B reverse signaling 20.0 978.0 48.0 -0.049 0.039 1000.0 -1000.0 -0.029 -1000.0 Reelin signaling pathway 19.0 1116.0 56.0 -0.031 0.056 1000.0 -1000.0 -0.019 -1000.0 S1P5 pathway 19.0 339.0 17.0 -0.037 0.033 1000.0 -1000.0 -0.004 -1000.0 IL2 signaling events mediated by PI3K 19.0 1115.0 58.0 -0.104 0.042 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 19.0 508.0 26.0 -0.016 0.04 1000.0 -1000.0 -0.004 -1000.0 Syndecan-4-mediated signaling events 19.0 1294.0 67.0 -0.045 0.037 1000.0 -1000.0 -0.027 -1000.0 Plasma membrane estrogen receptor signaling 19.0 1704.0 86.0 -0.123 0.087 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by the Hedgehog family 18.0 970.0 52.0 -0.045 0.043 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 18.0 1566.0 85.0 -0.035 0.036 1000.0 -1000.0 -0.022 -1000.0 Fc-epsilon receptor I signaling in mast cells 18.0 1812.0 97.0 -0.051 0.049 1000.0 -1000.0 -0.039 -1000.0 amb2 Integrin signaling 18.0 1496.0 82.0 -0.037 0.041 1000.0 -1000.0 -0.018 -1000.0 Ceramide signaling pathway 18.0 1415.0 76.0 -0.041 0.041 1000.0 -1000.0 -0.017 -1000.0 TRAIL signaling pathway 18.0 879.0 48.0 -0.024 0.044 1000.0 -1000.0 -0.021 -1000.0 S1P1 pathway 18.0 661.0 36.0 -0.076 0.029 1000.0 -1000.0 -0.017 -1000.0 IFN-gamma pathway 17.0 1180.0 68.0 -0.032 0.037 1000.0 -1000.0 -0.03 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 17.0 918.0 52.0 -0.061 0.061 1000.0 -1000.0 -0.024 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 17.0 797.0 45.0 -0.047 0.059 1000.0 -1000.0 -0.037 -1000.0 Class I PI3K signaling events 17.0 1291.0 73.0 -0.092 0.051 1000.0 -1000.0 -0.019 -1000.0 ceramide signaling pathway 16.0 812.0 49.0 -0.027 0.041 1000.0 -1000.0 -0.029 -1000.0 IL2 signaling events mediated by STAT5 16.0 354.0 22.0 -0.04 0.029 1000.0 -1000.0 -0.017 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 16.0 1990.0 120.0 -0.089 0.069 1000.0 -1000.0 -0.035 -1000.0 ErbB2/ErbB3 signaling events 15.0 981.0 65.0 -0.032 0.041 1000.0 -1000.0 -0.052 -1000.0 TCGA08_p53 15.0 107.0 7.0 -0.013 0.024 1000.0 -1000.0 -0.001 -1000.0 Signaling mediated by p38-gamma and p38-delta 15.0 235.0 15.0 -0.023 0.027 1000.0 -1000.0 -0.019 -1000.0 Ras signaling in the CD4+ TCR pathway 15.0 269.0 17.0 -0.021 0.051 1000.0 -1000.0 -0.014 -1000.0 Syndecan-2-mediated signaling events 14.0 979.0 69.0 -0.019 0.043 1000.0 -1000.0 -0.021 -1000.0 IL1-mediated signaling events 14.0 914.0 62.0 -0.013 0.069 1000.0 -1000.0 -0.017 -1000.0 S1P3 pathway 14.0 602.0 42.0 -0.037 0.045 1000.0 -1000.0 -0.012 -1000.0 LPA4-mediated signaling events 13.0 163.0 12.0 -0.038 0.006 1000.0 -1000.0 -0.017 -1000.0 EPO signaling pathway 13.0 746.0 55.0 -0.001 0.05 1000.0 -1000.0 -0.016 -1000.0 Regulation of p38-alpha and p38-beta 13.0 715.0 54.0 -0.057 0.059 1000.0 -1000.0 -0.033 -1000.0 IL6-mediated signaling events 13.0 978.0 75.0 -0.03 0.069 1000.0 -1000.0 -0.037 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 12.0 684.0 54.0 -0.02 0.04 1000.0 -1000.0 -0.015 -1000.0 PDGFR-alpha signaling pathway 12.0 532.0 44.0 -0.019 0.054 1000.0 -1000.0 -0.021 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 12.0 474.0 37.0 -0.032 0.046 1000.0 -1000.0 -0.014 -1000.0 Paxillin-dependent events mediated by a4b1 12.0 442.0 36.0 -0.036 0.047 1000.0 -1000.0 -0.029 -1000.0 PDGFR-beta signaling pathway 12.0 1202.0 97.0 -0.058 0.065 1000.0 -1000.0 -0.032 -1000.0 Visual signal transduction: Rods 12.0 628.0 52.0 -0.002 0.047 1000.0 -1000.0 -0.015 -1000.0 Regulation of Androgen receptor activity 12.0 862.0 70.0 -0.088 0.036 1000.0 -1000.0 -0.038 -1000.0 Cellular roles of Anthrax toxin 11.0 452.0 39.0 -0.031 0.028 1000.0 -1000.0 -0.013 -1000.0 Nongenotropic Androgen signaling 11.0 574.0 52.0 -0.057 0.044 1000.0 -1000.0 -0.018 -1000.0 Regulation of nuclear SMAD2/3 signaling 10.0 1404.0 136.0 -0.258 0.074 1000.0 -1000.0 -0.036 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 296.0 28.0 -0.037 0.043 1000.0 -1000.0 -0.011 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 614.0 61.0 -0.013 0.073 1000.0 -1000.0 -0.039 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 494.0 46.0 -0.141 0.041 1000.0 -1000.0 -0.062 -1000.0 Atypical NF-kappaB pathway 10.0 328.0 31.0 -0.018 0.035 1000.0 -1000.0 -0.006 -1000.0 Canonical Wnt signaling pathway 10.0 512.0 51.0 -0.032 0.065 1000.0 -1000.0 -0.028 -1000.0 IGF1 pathway 10.0 602.0 57.0 -0.028 0.061 1000.0 -1000.0 -0.021 -1000.0 Hedgehog signaling events mediated by Gli proteins 9.0 620.0 65.0 -0.053 0.067 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by HDAC Class III 9.0 379.0 40.0 -0.054 0.045 1000.0 -1000.0 -0.039 -1000.0 HIF-2-alpha transcription factor network 9.0 402.0 43.0 -0.106 0.108 1000.0 -1000.0 -0.042 -1000.0 TCGA08_rtk_signaling 9.0 255.0 26.0 -0.023 0.062 1000.0 -1000.0 -0.013 -1000.0 Rapid glucocorticoid signaling 9.0 182.0 20.0 -0.008 0.028 1000.0 -1000.0 -0.0 -1000.0 Coregulation of Androgen receptor activity 8.0 638.0 76.0 -0.064 0.048 1000.0 -1000.0 -0.017 -1000.0 ErbB4 signaling events 8.0 561.0 69.0 -0.066 0.064 1000.0 -1000.0 -0.016 -1000.0 Arf6 downstream pathway 8.0 361.0 43.0 -0.039 0.048 1000.0 -1000.0 -0.032 -1000.0 mTOR signaling pathway 8.0 447.0 53.0 -0.025 0.036 1000.0 -1000.0 -0.019 -1000.0 Retinoic acid receptors-mediated signaling 8.0 504.0 58.0 -0.044 0.054 1000.0 -1000.0 -0.023 -1000.0 Insulin Pathway 8.0 645.0 74.0 -0.069 0.07 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 8.0 292.0 33.0 -0.006 0.061 1000.0 -1000.0 -0.025 -1000.0 Aurora B signaling 8.0 566.0 67.0 -0.071 0.063 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 7.0 271.0 38.0 -0.013 0.05 1000.0 -1000.0 -0.002 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 623.0 83.0 -0.029 0.054 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 7.0 951.0 125.0 -0.024 0.069 1000.0 -1000.0 -0.013 -1000.0 Regulation of Telomerase 7.0 789.0 102.0 -0.087 0.058 1000.0 -1000.0 -0.037 -1000.0 FOXM1 transcription factor network 7.0 381.0 51.0 -0.019 0.079 1000.0 -1000.0 -0.063 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 217.0 34.0 -0.041 0.072 1000.0 -1000.0 -0.029 -1000.0 PLK1 signaling events 6.0 565.0 85.0 -0.009 0.05 1000.0 -1000.0 -0.02 -1000.0 FoxO family signaling 6.0 397.0 64.0 -0.182 0.042 1000.0 -1000.0 -0.042 -1000.0 Syndecan-3-mediated signaling events 6.0 214.0 35.0 -0.0 0.073 1000.0 -1000.0 -0.013 -1000.0 p38 MAPK signaling pathway 6.0 270.0 44.0 -0.042 0.047 1000.0 -1000.0 -0.015 -1000.0 Canonical NF-kappaB pathway 5.0 206.0 39.0 -0.005 0.058 1000.0 -1000.0 -0.02 -1000.0 BARD1 signaling events 5.0 300.0 57.0 -0.055 0.058 1000.0 -1000.0 -0.039 -1000.0 VEGFR1 specific signals 5.0 307.0 56.0 -0.028 0.054 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by PRL 5.0 173.0 34.0 -0.025 0.048 1000.0 -1000.0 -0.032 -1000.0 PLK2 and PLK4 events 4.0 13.0 3.0 0.006 -1000.0 1000.0 -1000.0 -0.004 -1000.0 Insulin-mediated glucose transport 4.0 130.0 32.0 -0.021 0.05 1000.0 -1000.0 -0.012 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 276.0 68.0 -0.04 0.051 1000.0 -1000.0 -0.02 -1000.0 Aurora A signaling 3.0 223.0 60.0 -0.026 0.059 1000.0 -1000.0 -0.006 -1000.0 Signaling events mediated by HDAC Class I 3.0 402.0 104.0 -0.053 0.067 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 3.0 225.0 71.0 -0.041 0.053 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class II 2.0 207.0 75.0 -0.03 0.071 1000.0 -1000.0 -0.02 -1000.0 Circadian rhythm pathway 2.0 49.0 22.0 -0.008 0.045 1000.0 -1000.0 -0.02 -1000.0 Aurora C signaling 2.0 18.0 7.0 0.0 0.046 1000.0 -1000.0 -0.007 -1000.0 Arf1 pathway 2.0 135.0 54.0 -0.002 0.047 1000.0 -1000.0 -0.009 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 14.0 23.0 0.005 0.057 1000.0 -1000.0 -0.011 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 12.0 27.0 -0.01 0.067 1000.0 -1000.0 -0.023 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 -0.0 0.071 1000.0 -1000.0 -0.0 -1000.0 Total 2254 132299 7203 -8.05909018616 -993.233478465 131000 -131000 -3.12033316514 -131000