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 54.0 382.0 7.0 -0.051 -0.0 1000.0 -1000.0 -0.0 -1000.0 TCR signaling in naïve CD8+ T cells 44.0 4136.0 93.0 -0.226 0.114 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling events 44.0 223.0 5.0 -0.064 0.029 1000.0 -1000.0 0.019 -1000.0 IL4-mediated signaling events 38.0 3485.0 91.0 -0.504 0.366 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 38.0 3014.0 78.0 -0.195 0.063 1000.0 -1000.0 -0.028 -1000.0 IL23-mediated signaling events 37.0 2226.0 60.0 -0.313 0.029 1000.0 -1000.0 -0.063 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 36.0 2728.0 74.0 -0.064 0.063 1000.0 -1000.0 -0.042 -1000.0 E-cadherin signaling in the nascent adherens junction 34.0 2588.0 76.0 -0.122 0.044 1000.0 -1000.0 -0.038 -1000.0 Signaling events regulated by Ret tyrosine kinase 33.0 2719.0 82.0 -0.053 0.032 1000.0 -1000.0 -0.029 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 33.0 2298.0 68.0 -0.306 0.087 1000.0 -1000.0 -0.044 -1000.0 Angiopoietin receptor Tie2-mediated signaling 33.0 2971.0 88.0 -0.203 0.037 1000.0 -1000.0 -0.049 -1000.0 Endothelins 32.0 3121.0 96.0 -0.122 0.051 1000.0 -1000.0 -0.029 -1000.0 IL12-mediated signaling events 31.0 2781.0 87.0 -0.298 0.061 1000.0 -1000.0 -0.045 -1000.0 Syndecan-1-mediated signaling events 30.0 1044.0 34.0 -0.051 0.029 1000.0 -1000.0 -0.014 -1000.0 BCR signaling pathway 30.0 3067.0 99.0 -0.157 0.034 1000.0 -1000.0 -0.066 -1000.0 E-cadherin signaling in keratinocytes 28.0 1232.0 43.0 -0.068 0.031 1000.0 -1000.0 -0.015 -1000.0 Nectin adhesion pathway 27.0 1721.0 63.0 -0.093 0.044 1000.0 -1000.0 -0.025 -1000.0 Thromboxane A2 receptor signaling 24.0 2522.0 105.0 -0.087 0.034 1000.0 -1000.0 -0.026 -1000.0 LPA receptor mediated events 24.0 2524.0 102.0 -0.082 0.032 1000.0 -1000.0 -0.043 -1000.0 TCGA08_retinoblastoma 24.0 195.0 8.0 -0.007 0.048 1000.0 -1000.0 -0.005 -1000.0 Glypican 1 network 23.0 1121.0 48.0 -0.042 0.039 1000.0 -1000.0 -0.018 -1000.0 Signaling mediated by p38-alpha and p38-beta 23.0 1014.0 44.0 -0.059 0.029 1000.0 -1000.0 -0.011 -1000.0 Integrins in angiogenesis 23.0 1935.0 84.0 -0.107 0.052 1000.0 -1000.0 -0.018 -1000.0 EPHB forward signaling 23.0 1989.0 85.0 -0.051 0.059 1000.0 -1000.0 -0.041 -1000.0 Glucocorticoid receptor regulatory network 22.0 2541.0 114.0 -0.242 0.126 1000.0 -1000.0 -0.034 -1000.0 FAS signaling pathway (CD95) 22.0 1076.0 47.0 -0.026 0.037 1000.0 -1000.0 -0.025 -1000.0 IL27-mediated signaling events 22.0 1138.0 51.0 -0.158 0.101 1000.0 -1000.0 -0.036 -1000.0 Wnt signaling 22.0 157.0 7.0 -0.026 0.023 1000.0 -1000.0 -0.001 -1000.0 EGFR-dependent Endothelin signaling events 22.0 471.0 21.0 -0.036 0.041 1000.0 -1000.0 -0.026 -1000.0 Caspase cascade in apoptosis 21.0 1557.0 74.0 -0.062 0.038 1000.0 -1000.0 -0.033 -1000.0 Osteopontin-mediated events 21.0 809.0 38.0 -0.047 0.031 1000.0 -1000.0 -0.021 -1000.0 p75(NTR)-mediated signaling 21.0 2669.0 125.0 -0.053 0.072 1000.0 -1000.0 -0.038 -1000.0 S1P4 pathway 21.0 536.0 25.0 -0.034 0.037 1000.0 -1000.0 -0.015 -1000.0 BMP receptor signaling 20.0 1652.0 81.0 -0.054 0.05 1000.0 -1000.0 -0.013 -1000.0 Calcium signaling in the CD4+ TCR pathway 20.0 646.0 31.0 -0.089 0.029 1000.0 -1000.0 -0.025 -1000.0 JNK signaling in the CD4+ TCR pathway 19.0 326.0 17.0 -0.085 0.038 1000.0 -1000.0 -0.025 -1000.0 Noncanonical Wnt signaling pathway 19.0 498.0 26.0 -0.035 0.028 1000.0 -1000.0 -0.026 -1000.0 Arf6 signaling events 19.0 1182.0 62.0 -0.028 0.058 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by PTP1B 19.0 1446.0 76.0 -0.055 0.043 1000.0 -1000.0 -0.04 -1000.0 Glypican 2 network 19.0 77.0 4.0 0.011 0.014 1000.0 -1000.0 0.019 -1000.0 Plasma membrane estrogen receptor signaling 19.0 1645.0 86.0 -0.124 0.093 1000.0 -1000.0 -0.03 -1000.0 Class IB PI3K non-lipid kinase events 19.0 57.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.022 -1000.0 HIF-1-alpha transcription factor network 18.0 1410.0 76.0 -0.019 0.068 1000.0 -1000.0 -0.018 -1000.0 a4b1 and a4b7 Integrin signaling 18.0 94.0 5.0 0.0 0.019 1000.0 -1000.0 0.02 -1000.0 Fc-epsilon receptor I signaling in mast cells 18.0 1789.0 97.0 -0.046 0.05 1000.0 -1000.0 -0.062 -1000.0 Ephrin B reverse signaling 18.0 867.0 48.0 -0.053 0.04 1000.0 -1000.0 -0.029 -1000.0 Syndecan-4-mediated signaling events 18.0 1219.0 67.0 -0.046 0.037 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by the Hedgehog family 17.0 886.0 52.0 -0.048 0.044 1000.0 -1000.0 -0.017 -1000.0 IFN-gamma pathway 17.0 1191.0 68.0 -0.034 0.037 1000.0 -1000.0 -0.031 -1000.0 Ceramide signaling pathway 17.0 1344.0 76.0 -0.036 0.047 1000.0 -1000.0 -0.019 -1000.0 TRAIL signaling pathway 17.0 855.0 48.0 -0.026 0.044 1000.0 -1000.0 -0.024 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 17.0 794.0 45.0 -0.05 0.059 1000.0 -1000.0 -0.029 -1000.0 Reelin signaling pathway 16.0 947.0 56.0 -0.025 0.059 1000.0 -1000.0 -0.013 -1000.0 S1P5 pathway 16.0 287.0 17.0 -0.034 0.034 1000.0 -1000.0 -0.003 -1000.0 IL2 signaling events mediated by PI3K 16.0 950.0 58.0 -0.095 0.042 1000.0 -1000.0 -0.03 -1000.0 Effects of Botulinum toxin 16.0 432.0 26.0 -0.019 0.042 1000.0 -1000.0 -0.001 -1000.0 Class I PI3K signaling events 16.0 1190.0 73.0 -0.096 0.051 1000.0 -1000.0 -0.022 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 15.0 1352.0 85.0 -0.029 0.04 1000.0 -1000.0 -0.035 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 15.0 781.0 52.0 -0.054 0.058 1000.0 -1000.0 -0.029 -1000.0 Ras signaling in the CD4+ TCR pathway 15.0 260.0 17.0 -0.025 0.051 1000.0 -1000.0 -0.014 -1000.0 amb2 Integrin signaling 14.0 1194.0 82.0 -0.032 0.043 1000.0 -1000.0 -0.019 -1000.0 LPA4-mediated signaling events 13.0 159.0 12.0 -0.042 0.006 1000.0 -1000.0 -0.015 -1000.0 Syndecan-2-mediated signaling events 13.0 900.0 69.0 -0.016 0.043 1000.0 -1000.0 -0.029 -1000.0 IL1-mediated signaling events 13.0 832.0 62.0 -0.03 0.07 1000.0 -1000.0 -0.024 -1000.0 ceramide signaling pathway 13.0 652.0 49.0 -0.029 0.041 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-gamma and p38-delta 13.0 200.0 15.0 -0.019 0.027 1000.0 -1000.0 -0.019 -1000.0 ErbB2/ErbB3 signaling events 12.0 842.0 65.0 -0.03 0.041 1000.0 -1000.0 -0.044 -1000.0 EPO signaling pathway 12.0 664.0 55.0 -0.001 0.049 1000.0 -1000.0 -0.02 -1000.0 S1P1 pathway 12.0 459.0 36.0 -0.071 0.028 1000.0 -1000.0 -0.021 -1000.0 TCGA08_p53 12.0 88.0 7.0 -0.012 0.024 1000.0 -1000.0 -0.003 -1000.0 IL2 signaling events mediated by STAT5 12.0 276.0 22.0 -0.04 0.029 1000.0 -1000.0 -0.012 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1557.0 120.0 -0.079 0.069 1000.0 -1000.0 -0.033 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 608.0 54.0 -0.017 0.04 1000.0 -1000.0 -0.016 -1000.0 IGF1 pathway 11.0 659.0 57.0 -0.027 0.059 1000.0 -1000.0 -0.02 -1000.0 PDGFR-beta signaling pathway 11.0 1082.0 97.0 -0.056 0.064 1000.0 -1000.0 -0.032 -1000.0 Regulation of Androgen receptor activity 11.0 789.0 70.0 -0.093 0.036 1000.0 -1000.0 -0.028 -1000.0 Regulation of nuclear SMAD2/3 signaling 10.0 1381.0 136.0 -0.296 0.073 1000.0 -1000.0 -0.032 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 288.0 28.0 -0.034 0.043 1000.0 -1000.0 -0.015 -1000.0 Cellular roles of Anthrax toxin 10.0 423.0 39.0 -0.029 0.028 1000.0 -1000.0 -0.016 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 489.0 46.0 -0.15 0.036 1000.0 -1000.0 -0.044 -1000.0 PDGFR-alpha signaling pathway 10.0 471.0 44.0 -0.02 0.055 1000.0 -1000.0 -0.024 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 10.0 393.0 37.0 -0.032 0.047 1000.0 -1000.0 -0.017 -1000.0 Paxillin-dependent events mediated by a4b1 10.0 376.0 36.0 -0.037 0.047 1000.0 -1000.0 -0.029 -1000.0 Regulation of p38-alpha and p38-beta 10.0 554.0 54.0 -0.056 0.058 1000.0 -1000.0 -0.034 -1000.0 Rapid glucocorticoid signaling 10.0 202.0 20.0 -0.008 0.029 1000.0 -1000.0 -0.0 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 570.0 61.0 -0.011 0.073 1000.0 -1000.0 -0.022 -1000.0 Atypical NF-kappaB pathway 9.0 288.0 31.0 -0.018 0.035 1000.0 -1000.0 -0.016 -1000.0 Canonical Wnt signaling pathway 9.0 495.0 51.0 -0.039 0.064 1000.0 -1000.0 -0.022 -1000.0 Nongenotropic Androgen signaling 9.0 490.0 52.0 -0.054 0.044 1000.0 -1000.0 -0.016 -1000.0 TCGA08_rtk_signaling 9.0 238.0 26.0 -0.021 0.063 1000.0 -1000.0 -0.011 -1000.0 IL6-mediated signaling events 9.0 690.0 75.0 -0.036 0.072 1000.0 -1000.0 -0.038 -1000.0 S1P3 pathway 9.0 396.0 42.0 -0.034 0.045 1000.0 -1000.0 -0.03 -1000.0 mTOR signaling pathway 8.0 450.0 53.0 -0.034 0.033 1000.0 -1000.0 -0.027 -1000.0 HIF-2-alpha transcription factor network 8.0 384.0 43.0 -0.108 0.11 1000.0 -1000.0 -0.034 -1000.0 Retinoic acid receptors-mediated signaling 8.0 488.0 58.0 -0.043 0.055 1000.0 -1000.0 -0.032 -1000.0 Insulin Pathway 8.0 605.0 74.0 -0.077 0.07 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Rods 8.0 457.0 52.0 -0.0 0.046 1000.0 -1000.0 -0.006 -1000.0 Coregulation of Androgen receptor activity 7.0 554.0 76.0 -0.064 0.048 1000.0 -1000.0 -0.017 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 516.0 65.0 -0.049 0.067 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class III 7.0 312.0 40.0 -0.053 0.046 1000.0 -1000.0 -0.035 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 596.0 83.0 -0.032 0.053 1000.0 -1000.0 -0.009 -1000.0 Aurora B signaling 7.0 516.0 67.0 -0.073 0.064 1000.0 -1000.0 -0.038 -1000.0 ErbB4 signaling events 6.0 457.0 69.0 -0.068 0.064 1000.0 -1000.0 -0.02 -1000.0 Arf6 downstream pathway 6.0 264.0 43.0 -0.039 0.049 1000.0 -1000.0 -0.024 -1000.0 FoxO family signaling 6.0 422.0 64.0 -0.189 0.042 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 6.0 853.0 125.0 -0.015 0.067 1000.0 -1000.0 -0.019 -1000.0 Regulation of Telomerase 6.0 703.0 102.0 -0.084 0.058 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 225.0 33.0 -0.003 0.061 1000.0 -1000.0 -0.017 -1000.0 FOXM1 transcription factor network 6.0 322.0 51.0 -0.023 0.084 1000.0 -1000.0 -0.068 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 5.0 180.0 34.0 -0.041 0.071 1000.0 -1000.0 -0.029 -1000.0 PLK2 and PLK4 events 5.0 15.0 3.0 -0.018 -1000.0 1000.0 -1000.0 -0.018 -1000.0 Visual signal transduction: Cones 5.0 208.0 38.0 -0.016 0.052 1000.0 -1000.0 -0.018 -1000.0 PLK1 signaling events 5.0 432.0 85.0 -0.007 0.049 1000.0 -1000.0 -0.024 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 371.0 68.0 -0.039 0.051 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by PRL 5.0 202.0 34.0 -0.025 0.049 1000.0 -1000.0 -0.026 -1000.0 p38 MAPK signaling pathway 5.0 234.0 44.0 -0.038 0.047 1000.0 -1000.0 -0.009 -1000.0 Canonical NF-kappaB pathway 4.0 169.0 39.0 -0.007 0.059 1000.0 -1000.0 -0.014 -1000.0 BARD1 signaling events 4.0 246.0 57.0 -0.055 0.06 1000.0 -1000.0 -0.043 -1000.0 Aurora C signaling 4.0 30.0 7.0 -0.0 0.046 1000.0 -1000.0 -0.008 -1000.0 Insulin-mediated glucose transport 4.0 153.0 32.0 -0.014 0.049 1000.0 -1000.0 -0.017 -1000.0 Syndecan-3-mediated signaling events 4.0 167.0 35.0 -0.0 0.072 1000.0 -1000.0 -0.012 -1000.0 Aurora A signaling 3.0 202.0 60.0 -0.025 0.058 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class I 3.0 342.0 104.0 -0.053 0.067 1000.0 -1000.0 -0.033 -1000.0 VEGFR1 specific signals 3.0 190.0 56.0 -0.029 0.055 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by HDAC Class II 2.0 161.0 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 0.043 1000.0 -1000.0 -0.026 -1000.0 Arf6 trafficking events 2.0 197.0 71.0 -0.04 0.052 1000.0 -1000.0 -0.031 -1000.0 Arf1 pathway 2.0 117.0 54.0 -0.002 0.048 1000.0 -1000.0 -0.008 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 20.0 23.0 0.003 0.057 1000.0 -1000.0 -0.009 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 11.0 27.0 -0.011 0.068 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 -0.0 0.072 1000.0 -1000.0 -0.0 -1000.0 Total 1970 116695 7203 -8.08664616587 -993.208373953 131000 -131000 -3.16877128116 -131000