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 46.0 325.0 7.0 -0.044 0.0 1000.0 -1000.0 -0.0 -1000.0 E-cadherin signaling events 40.0 203.0 5.0 -0.061 0.029 1000.0 -1000.0 0.02 -1000.0 TCR signaling in naïve CD8+ T cells 36.0 3348.0 93.0 -0.203 0.127 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 35.0 2793.0 78.0 -0.214 0.071 1000.0 -1000.0 -0.036 -1000.0 IL4-mediated signaling events 34.0 3125.0 91.0 -0.494 0.38 1000.0 -1000.0 -0.065 -1000.0 IL23-mediated signaling events 33.0 2021.0 60.0 -0.282 0.029 1000.0 -1000.0 -0.056 -1000.0 E-cadherin signaling in the nascent adherens junction 32.0 2460.0 76.0 -0.121 0.043 1000.0 -1000.0 -0.032 -1000.0 Angiopoietin receptor Tie2-mediated signaling 31.0 2751.0 88.0 -0.21 0.039 1000.0 -1000.0 -0.046 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 29.0 2019.0 68.0 -0.288 0.081 1000.0 -1000.0 -0.042 -1000.0 Signaling events regulated by Ret tyrosine kinase 28.0 2369.0 82.0 -0.055 0.033 1000.0 -1000.0 -0.03 -1000.0 Endothelins 28.0 2714.0 96.0 -0.115 0.051 1000.0 -1000.0 -0.029 -1000.0 IL12-mediated signaling events 27.0 2385.0 87.0 -0.268 0.06 1000.0 -1000.0 -0.038 -1000.0 BCR signaling pathway 26.0 2631.0 99.0 -0.144 0.035 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 26.0 1153.0 43.0 -0.066 0.031 1000.0 -1000.0 -0.012 -1000.0 Nectin adhesion pathway 23.0 1503.0 63.0 -0.094 0.043 1000.0 -1000.0 -0.02 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 23.0 1754.0 74.0 -0.061 0.061 1000.0 -1000.0 -0.04 -1000.0 LPA receptor mediated events 22.0 2268.0 102.0 -0.075 0.032 1000.0 -1000.0 -0.057 -1000.0 TCGA08_retinoblastoma 22.0 183.0 8.0 -0.007 0.049 1000.0 -1000.0 -0.004 -1000.0 EGFR-dependent Endothelin signaling events 22.0 465.0 21.0 -0.037 0.041 1000.0 -1000.0 -0.026 -1000.0 Syndecan-1-mediated signaling events 21.0 718.0 34.0 -0.05 0.029 1000.0 -1000.0 -0.019 -1000.0 Wnt signaling 21.0 147.0 7.0 -0.024 0.027 1000.0 -1000.0 -0.001 -1000.0 p75(NTR)-mediated signaling 20.0 2570.0 125.0 -0.054 0.072 1000.0 -1000.0 -0.038 -1000.0 BMP receptor signaling 20.0 1626.0 81.0 -0.048 0.05 1000.0 -1000.0 -0.018 -1000.0 Glypican 1 network 20.0 984.0 48.0 -0.036 0.042 1000.0 -1000.0 -0.02 -1000.0 Thromboxane A2 receptor signaling 19.0 2099.0 105.0 -0.088 0.034 1000.0 -1000.0 -0.025 -1000.0 FAS signaling pathway (CD95) 19.0 904.0 47.0 -0.023 0.037 1000.0 -1000.0 -0.021 -1000.0 Signaling mediated by p38-alpha and p38-beta 19.0 878.0 44.0 -0.064 0.029 1000.0 -1000.0 -0.011 -1000.0 Integrins in angiogenesis 19.0 1630.0 84.0 -0.102 0.053 1000.0 -1000.0 -0.026 -1000.0 EPHB forward signaling 19.0 1678.0 85.0 -0.05 0.052 1000.0 -1000.0 -0.036 -1000.0 Glypican 2 network 19.0 78.0 4.0 0.011 0.014 1000.0 -1000.0 0.022 -1000.0 S1P4 pathway 19.0 499.0 25.0 -0.031 0.037 1000.0 -1000.0 -0.01 -1000.0 JNK signaling in the CD4+ TCR pathway 18.0 307.0 17.0 -0.087 0.041 1000.0 -1000.0 -0.02 -1000.0 Glucocorticoid receptor regulatory network 18.0 2129.0 114.0 -0.22 0.118 1000.0 -1000.0 -0.034 -1000.0 IL27-mediated signaling events 18.0 943.0 51.0 -0.16 0.098 1000.0 -1000.0 -0.029 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.024 -1000.0 Caspase cascade in apoptosis 17.0 1304.0 74.0 -0.06 0.038 1000.0 -1000.0 -0.027 -1000.0 Noncanonical Wnt signaling pathway 17.0 445.0 26.0 -0.036 0.027 1000.0 -1000.0 -0.024 -1000.0 HIF-1-alpha transcription factor network 17.0 1320.0 76.0 -0.019 0.065 1000.0 -1000.0 -0.017 -1000.0 a4b1 and a4b7 Integrin signaling 17.0 89.0 5.0 0.002 0.019 1000.0 -1000.0 0.018 -1000.0 Signaling events mediated by PTP1B 17.0 1297.0 76.0 -0.059 0.043 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 17.0 831.0 48.0 -0.027 0.041 1000.0 -1000.0 -0.018 -1000.0 Osteopontin-mediated events 16.0 632.0 38.0 -0.046 0.032 1000.0 -1000.0 -0.016 -1000.0 Arf6 signaling events 16.0 1007.0 62.0 -0.028 0.056 1000.0 -1000.0 -0.018 -1000.0 Ceramide signaling pathway 16.0 1236.0 76.0 -0.041 0.049 1000.0 -1000.0 -0.018 -1000.0 Reelin signaling pathway 16.0 940.0 56.0 -0.025 0.057 1000.0 -1000.0 -0.012 -1000.0 Effects of Botulinum toxin 16.0 430.0 26.0 -0.017 0.042 1000.0 -1000.0 -0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 16.0 520.0 31.0 -0.077 0.029 1000.0 -1000.0 -0.03 -1000.0 Syndecan-4-mediated signaling events 16.0 1130.0 67.0 -0.047 0.038 1000.0 -1000.0 -0.027 -1000.0 Plasma membrane estrogen receptor signaling 16.0 1393.0 86.0 -0.115 0.085 1000.0 -1000.0 -0.027 -1000.0 Fc-epsilon receptor I signaling in mast cells 15.0 1475.0 97.0 -0.045 0.05 1000.0 -1000.0 -0.034 -1000.0 Ephrin B reverse signaling 15.0 748.0 48.0 -0.05 0.039 1000.0 -1000.0 -0.031 -1000.0 IFN-gamma pathway 14.0 1013.0 68.0 -0.033 0.038 1000.0 -1000.0 -0.041 -1000.0 S1P5 pathway 14.0 242.0 17.0 -0.026 0.034 1000.0 -1000.0 -0.007 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 14.0 632.0 45.0 -0.041 0.058 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events 14.0 1057.0 73.0 -0.097 0.051 1000.0 -1000.0 -0.023 -1000.0 Ras signaling in the CD4+ TCR pathway 14.0 240.0 17.0 -0.02 0.051 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by the Hedgehog family 13.0 698.0 52.0 -0.027 0.045 1000.0 -1000.0 -0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1160.0 85.0 -0.027 0.041 1000.0 -1000.0 -0.041 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 13.0 713.0 52.0 -0.051 0.06 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by PI3K 13.0 806.0 58.0 -0.09 0.042 1000.0 -1000.0 -0.019 -1000.0 amb2 Integrin signaling 12.0 1047.0 82.0 -0.034 0.047 1000.0 -1000.0 -0.021 -1000.0 Signaling mediated by p38-gamma and p38-delta 12.0 187.0 15.0 -0.018 0.027 1000.0 -1000.0 -0.017 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1487.0 120.0 -0.07 0.07 1000.0 -1000.0 -0.041 -1000.0 ErbB2/ErbB3 signaling events 11.0 779.0 65.0 -0.035 0.041 1000.0 -1000.0 -0.06 -1000.0 Syndecan-2-mediated signaling events 11.0 780.0 69.0 -0.013 0.043 1000.0 -1000.0 -0.023 -1000.0 ceramide signaling pathway 11.0 573.0 49.0 -0.023 0.041 1000.0 -1000.0 -0.021 -1000.0 S1P1 pathway 11.0 417.0 36.0 -0.059 0.028 1000.0 -1000.0 -0.019 -1000.0 IGF1 pathway 11.0 647.0 57.0 -0.026 0.061 1000.0 -1000.0 -0.021 -1000.0 PDGFR-beta signaling pathway 11.0 1120.0 97.0 -0.052 0.062 1000.0 -1000.0 -0.029 -1000.0 LPA4-mediated signaling events 10.0 127.0 12.0 -0.039 0.006 1000.0 -1000.0 -0.018 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 10.0 558.0 54.0 -0.022 0.04 1000.0 -1000.0 -0.019 -1000.0 EPO signaling pathway 10.0 568.0 55.0 -0.001 0.049 1000.0 -1000.0 -0.019 -1000.0 PDGFR-alpha signaling pathway 10.0 445.0 44.0 -0.019 0.055 1000.0 -1000.0 -0.032 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 10.0 372.0 37.0 -0.032 0.048 1000.0 -1000.0 -0.016 -1000.0 TCGA08_p53 10.0 71.0 7.0 -0.01 0.024 1000.0 -1000.0 -0.001 -1000.0 IL2 signaling events mediated by STAT5 10.0 241.0 22.0 -0.037 0.029 1000.0 -1000.0 -0.021 -1000.0 Regulation of Androgen receptor activity 10.0 728.0 70.0 -0.102 0.037 1000.0 -1000.0 -0.029 -1000.0 Cellular roles of Anthrax toxin 9.0 389.0 39.0 -0.029 0.028 1000.0 -1000.0 -0.012 -1000.0 IL1-mediated signaling events 9.0 610.0 62.0 -0.025 0.075 1000.0 -1000.0 -0.021 -1000.0 Paxillin-dependent events mediated by a4b1 9.0 336.0 36.0 -0.038 0.047 1000.0 -1000.0 -0.027 -1000.0 Regulation of p38-alpha and p38-beta 9.0 533.0 54.0 -0.057 0.058 1000.0 -1000.0 -0.035 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1168.0 136.0 -0.296 0.071 1000.0 -1000.0 -0.026 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 234.0 28.0 -0.026 0.044 1000.0 -1000.0 -0.017 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 500.0 61.0 -0.01 0.072 1000.0 -1000.0 -0.035 -1000.0 FOXA2 and FOXA3 transcription factor networks 8.0 402.0 46.0 -0.154 0.038 1000.0 -1000.0 -0.053 -1000.0 Canonical Wnt signaling pathway 8.0 450.0 51.0 -0.024 0.063 1000.0 -1000.0 -0.02 -1000.0 Nongenotropic Androgen signaling 8.0 425.0 52.0 -0.051 0.044 1000.0 -1000.0 -0.018 -1000.0 TCGA08_rtk_signaling 8.0 211.0 26.0 -0.021 0.06 1000.0 -1000.0 -0.013 -1000.0 S1P3 pathway 8.0 365.0 42.0 -0.025 0.045 1000.0 -1000.0 -0.019 -1000.0 Rapid glucocorticoid signaling 8.0 174.0 20.0 -0.008 0.028 1000.0 -1000.0 -0.001 -1000.0 Visual signal transduction: Rods 8.0 427.0 52.0 -0.0 0.049 1000.0 -1000.0 -0.017 -1000.0 ErbB4 signaling events 7.0 491.0 69.0 -0.067 0.064 1000.0 -1000.0 -0.02 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 482.0 65.0 -0.045 0.067 1000.0 -1000.0 -0.024 -1000.0 mTOR signaling pathway 7.0 379.0 53.0 -0.038 0.032 1000.0 -1000.0 -0.025 -1000.0 Retinoic acid receptors-mediated signaling 7.0 426.0 58.0 -0.038 0.055 1000.0 -1000.0 -0.033 -1000.0 Atypical NF-kappaB pathway 7.0 229.0 31.0 -0.014 0.036 1000.0 -1000.0 -0.016 -1000.0 Insulin Pathway 7.0 572.0 74.0 -0.084 0.071 1000.0 -1000.0 -0.028 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 242.0 33.0 -0.004 0.061 1000.0 -1000.0 -0.021 -1000.0 Aurora B signaling 7.0 496.0 67.0 -0.065 0.063 1000.0 -1000.0 -0.025 -1000.0 Coregulation of Androgen receptor activity 6.0 521.0 76.0 -0.071 0.049 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class III 6.0 279.0 40.0 -0.055 0.046 1000.0 -1000.0 -0.038 -1000.0 HIF-2-alpha transcription factor network 6.0 297.0 43.0 -0.106 0.108 1000.0 -1000.0 -0.032 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 557.0 83.0 -0.033 0.054 1000.0 -1000.0 -0.011 -1000.0 IL6-mediated signaling events 6.0 510.0 75.0 -0.035 0.085 1000.0 -1000.0 -0.033 -1000.0 Regulation of Telomerase 6.0 673.0 102.0 -0.088 0.057 1000.0 -1000.0 -0.019 -1000.0 FOXM1 transcription factor network 6.0 350.0 51.0 -0.02 0.082 1000.0 -1000.0 -0.06 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.018 -1000.0 1000.0 -1000.0 -0.016 -1000.0 Visual signal transduction: Cones 5.0 205.0 38.0 -0.016 0.052 1000.0 -1000.0 -0.017 -1000.0 Arf6 downstream pathway 5.0 233.0 43.0 -0.039 0.049 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 372.0 68.0 -0.038 0.052 1000.0 -1000.0 -0.017 -1000.0 FoxO family signaling 5.0 364.0 64.0 -0.175 0.042 1000.0 -1000.0 -0.029 -1000.0 Syndecan-3-mediated signaling events 5.0 201.0 35.0 -0.0 0.072 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by PRL 5.0 195.0 34.0 -0.023 0.046 1000.0 -1000.0 -0.022 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 140.0 34.0 -0.043 0.073 1000.0 -1000.0 -0.024 -1000.0 Canonical NF-kappaB pathway 4.0 176.0 39.0 -0.008 0.059 1000.0 -1000.0 -0.013 -1000.0 BARD1 signaling events 4.0 236.0 57.0 -0.054 0.061 1000.0 -1000.0 -0.039 -1000.0 PLK1 signaling events 4.0 389.0 85.0 -0.007 0.051 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 588.0 125.0 -0.012 0.068 1000.0 -1000.0 -0.021 -1000.0 p38 MAPK signaling pathway 4.0 201.0 44.0 -0.042 0.046 1000.0 -1000.0 -0.014 -1000.0 Insulin-mediated glucose transport 3.0 119.0 32.0 -0.02 0.051 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class I 3.0 323.0 104.0 -0.053 0.067 1000.0 -1000.0 -0.039 -1000.0 Arf6 trafficking events 3.0 272.0 71.0 -0.041 0.052 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class II 2.0 184.0 75.0 -0.03 0.071 1000.0 -1000.0 -0.019 -1000.0 Aurora A signaling 2.0 162.0 60.0 -0.024 0.06 1000.0 -1000.0 -0.017 -1000.0 Aurora C signaling 2.0 17.0 7.0 0.0 0.046 1000.0 -1000.0 -0.004 -1000.0 VEGFR1 specific signals 2.0 144.0 56.0 -0.032 0.054 1000.0 -1000.0 -0.027 -1000.0 Arf1 pathway 2.0 132.0 54.0 -0.002 0.048 1000.0 -1000.0 -0.011 -1000.0 Circadian rhythm pathway 1.0 42.0 22.0 -0.007 0.044 1000.0 -1000.0 -0.026 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 13.0 23.0 0.005 0.057 1000.0 -1000.0 -0.011 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 11.0 27.0 -0.011 0.067 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.073 1000.0 -1000.0 0.0 -1000.0 Total 1727 102685 7203 -7.78479885231 -993.174469804 131000 -131000 -3.04040504736 -131000