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 46.0 328.0 7.0 -0.047 0.0 1000.0 -1000.0 -0.011 -1000.0 E-cadherin signaling events 41.0 207.0 5.0 -0.061 0.028 1000.0 -1000.0 0.015 -1000.0 TCR signaling in naïve CD8+ T cells 36.0 3398.0 93.0 -0.203 0.132 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 35.0 2757.0 78.0 -0.214 0.071 1000.0 -1000.0 -0.037 -1000.0 IL23-mediated signaling events 34.0 2053.0 60.0 -0.281 0.028 1000.0 -1000.0 -0.05 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 33.0 2513.0 74.0 -0.061 0.061 1000.0 -1000.0 -0.041 -1000.0 IL4-mediated signaling events 32.0 2973.0 91.0 -0.494 0.38 1000.0 -1000.0 -0.079 -1000.0 E-cadherin signaling in the nascent adherens junction 32.0 2437.0 76.0 -0.121 0.043 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 30.0 2505.0 82.0 -0.055 0.029 1000.0 -1000.0 -0.029 -1000.0 Angiopoietin receptor Tie2-mediated signaling 30.0 2716.0 88.0 -0.211 0.039 1000.0 -1000.0 -0.06 -1000.0 Endothelins 28.0 2770.0 96.0 -0.116 0.05 1000.0 -1000.0 -0.023 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 28.0 1946.0 68.0 -0.289 0.082 1000.0 -1000.0 -0.047 -1000.0 IL12-mediated signaling events 27.0 2393.0 87.0 -0.269 0.061 1000.0 -1000.0 -0.04 -1000.0 BCR signaling pathway 26.0 2647.0 99.0 -0.145 0.035 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in keratinocytes 26.0 1154.0 43.0 -0.066 0.031 1000.0 -1000.0 -0.015 -1000.0 Wnt signaling 23.0 161.0 7.0 -0.024 0.025 1000.0 -1000.0 0.002 -1000.0 Syndecan-1-mediated signaling events 22.0 776.0 34.0 -0.05 0.029 1000.0 -1000.0 -0.014 -1000.0 Glypican 1 network 22.0 1068.0 48.0 -0.038 0.042 1000.0 -1000.0 -0.023 -1000.0 Nectin adhesion pathway 22.0 1447.0 63.0 -0.092 0.043 1000.0 -1000.0 -0.027 -1000.0 TCGA08_retinoblastoma 22.0 182.0 8.0 -0.007 0.047 1000.0 -1000.0 -0.005 -1000.0 LPA receptor mediated events 21.0 2241.0 102.0 -0.076 0.032 1000.0 -1000.0 -0.063 -1000.0 EGFR-dependent Endothelin signaling events 21.0 446.0 21.0 -0.037 0.041 1000.0 -1000.0 -0.026 -1000.0 Osteopontin-mediated events 20.0 761.0 38.0 -0.047 0.032 1000.0 -1000.0 -0.016 -1000.0 Thromboxane A2 receptor signaling 20.0 2191.0 105.0 -0.087 0.034 1000.0 -1000.0 -0.025 -1000.0 p75(NTR)-mediated signaling 20.0 2550.0 125.0 -0.055 0.072 1000.0 -1000.0 -0.044 -1000.0 Signaling mediated by p38-alpha and p38-beta 20.0 889.0 44.0 -0.065 0.028 1000.0 -1000.0 -0.012 -1000.0 Integrins in angiogenesis 20.0 1742.0 84.0 -0.1 0.053 1000.0 -1000.0 -0.019 -1000.0 EPHB forward signaling 20.0 1705.0 85.0 -0.051 0.056 1000.0 -1000.0 -0.04 -1000.0 BMP receptor signaling 19.0 1581.0 81.0 -0.049 0.05 1000.0 -1000.0 -0.016 -1000.0 JNK signaling in the CD4+ TCR pathway 18.0 319.0 17.0 -0.088 0.04 1000.0 -1000.0 -0.017 -1000.0 Glucocorticoid receptor regulatory network 18.0 2115.0 114.0 -0.22 0.118 1000.0 -1000.0 -0.035 -1000.0 FAS signaling pathway (CD95) 18.0 867.0 47.0 -0.024 0.037 1000.0 -1000.0 -0.022 -1000.0 IL27-mediated signaling events 18.0 953.0 51.0 -0.161 0.098 1000.0 -1000.0 -0.042 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.014 -1000.0 Caspase cascade in apoptosis 17.0 1298.0 74.0 -0.06 0.038 1000.0 -1000.0 -0.034 -1000.0 Noncanonical Wnt signaling pathway 17.0 467.0 26.0 -0.037 0.027 1000.0 -1000.0 -0.016 -1000.0 a4b1 and a4b7 Integrin signaling 17.0 89.0 5.0 0.002 0.019 1000.0 -1000.0 0.015 -1000.0 Arf6 signaling events 17.0 1063.0 62.0 -0.029 0.056 1000.0 -1000.0 -0.026 -1000.0 Glypican 2 network 17.0 71.0 4.0 0.011 0.014 1000.0 -1000.0 0.014 -1000.0 HIF-1-alpha transcription factor network 16.0 1291.0 76.0 -0.02 0.065 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PTP1B 16.0 1226.0 76.0 -0.058 0.043 1000.0 -1000.0 -0.022 -1000.0 TRAIL signaling pathway 16.0 782.0 48.0 -0.035 0.041 1000.0 -1000.0 -0.024 -1000.0 Ephrin B reverse signaling 16.0 803.0 48.0 -0.049 0.039 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 16.0 431.0 26.0 -0.017 0.041 1000.0 -1000.0 -0.01 -1000.0 Calcium signaling in the CD4+ TCR pathway 16.0 513.0 31.0 -0.078 0.029 1000.0 -1000.0 -0.024 -1000.0 Syndecan-4-mediated signaling events 16.0 1109.0 67.0 -0.046 0.038 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by the Hedgehog family 15.0 801.0 52.0 -0.029 0.045 1000.0 -1000.0 -0.019 -1000.0 Fc-epsilon receptor I signaling in mast cells 15.0 1503.0 97.0 -0.046 0.049 1000.0 -1000.0 -0.043 -1000.0 Ceramide signaling pathway 15.0 1202.0 76.0 -0.041 0.048 1000.0 -1000.0 -0.021 -1000.0 Reelin signaling pathway 15.0 859.0 56.0 -0.025 0.057 1000.0 -1000.0 -0.018 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 15.0 678.0 45.0 -0.042 0.057 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 15.0 1351.0 86.0 -0.115 0.082 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 15.0 392.0 25.0 -0.031 0.036 1000.0 -1000.0 -0.014 -1000.0 amb2 Integrin signaling 14.0 1174.0 82.0 -0.035 0.047 1000.0 -1000.0 -0.015 -1000.0 S1P5 pathway 14.0 240.0 17.0 -0.026 0.034 1000.0 -1000.0 -0.004 -1000.0 IL2 signaling events mediated by PI3K 14.0 823.0 58.0 -0.09 0.042 1000.0 -1000.0 -0.02 -1000.0 Ras signaling in the CD4+ TCR pathway 14.0 247.0 17.0 -0.02 0.051 1000.0 -1000.0 -0.008 -1000.0 ErbB2/ErbB3 signaling events 13.0 876.0 65.0 -0.035 0.041 1000.0 -1000.0 -0.049 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1177.0 85.0 -0.026 0.042 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 13.0 899.0 68.0 -0.034 0.038 1000.0 -1000.0 -0.035 -1000.0 ceramide signaling pathway 13.0 644.0 49.0 -0.024 0.041 1000.0 -1000.0 -0.03 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 13.0 705.0 52.0 -0.051 0.059 1000.0 -1000.0 -0.017 -1000.0 Class I PI3K signaling events 13.0 1012.0 73.0 -0.097 0.051 1000.0 -1000.0 -0.025 -1000.0 TCGA08_p53 12.0 84.0 7.0 -0.012 0.024 1000.0 -1000.0 -0.009 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1539.0 120.0 -0.07 0.07 1000.0 -1000.0 -0.024 -1000.0 Syndecan-2-mediated signaling events 11.0 782.0 69.0 -0.013 0.042 1000.0 -1000.0 -0.029 -1000.0 EPO signaling pathway 11.0 615.0 55.0 -0.009 0.048 1000.0 -1000.0 -0.015 -1000.0 LPA4-mediated signaling events 10.0 127.0 12.0 -0.039 0.0 1000.0 -1000.0 -0.016 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 10.0 568.0 54.0 -0.023 0.04 1000.0 -1000.0 -0.019 -1000.0 Cellular roles of Anthrax toxin 10.0 392.0 39.0 -0.029 0.028 1000.0 -1000.0 -0.014 -1000.0 PDGFR-alpha signaling pathway 10.0 447.0 44.0 -0.02 0.055 1000.0 -1000.0 -0.02 -1000.0 IL1-mediated signaling events 10.0 627.0 62.0 -0.026 0.074 1000.0 -1000.0 -0.02 -1000.0 S1P1 pathway 10.0 373.0 36.0 -0.059 0.028 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-gamma and p38-delta 10.0 155.0 15.0 -0.018 0.027 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by STAT5 10.0 240.0 22.0 -0.037 0.029 1000.0 -1000.0 -0.024 -1000.0 PDGFR-beta signaling pathway 10.0 1062.0 97.0 -0.052 0.062 1000.0 -1000.0 -0.033 -1000.0 Regulation of Androgen receptor activity 10.0 752.0 70.0 -0.103 0.037 1000.0 -1000.0 -0.025 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1277.0 136.0 -0.295 0.071 1000.0 -1000.0 -0.031 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 559.0 61.0 -0.011 0.073 1000.0 -1000.0 -0.032 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 345.0 37.0 -0.031 0.048 1000.0 -1000.0 -0.014 -1000.0 Paxillin-dependent events mediated by a4b1 9.0 342.0 36.0 -0.037 0.047 1000.0 -1000.0 -0.027 -1000.0 Canonical Wnt signaling pathway 9.0 475.0 51.0 -0.024 0.064 1000.0 -1000.0 -0.023 -1000.0 IGF1 pathway 9.0 529.0 57.0 -0.027 0.06 1000.0 -1000.0 -0.024 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 240.0 28.0 -0.026 0.044 1000.0 -1000.0 -0.017 -1000.0 FOXA2 and FOXA3 transcription factor networks 8.0 372.0 46.0 -0.153 0.038 1000.0 -1000.0 -0.058 -1000.0 Regulation of p38-alpha and p38-beta 8.0 456.0 54.0 -0.057 0.058 1000.0 -1000.0 -0.039 -1000.0 Nongenotropic Androgen signaling 8.0 460.0 52.0 -0.052 0.043 1000.0 -1000.0 -0.02 -1000.0 TCGA08_rtk_signaling 8.0 228.0 26.0 -0.021 0.061 1000.0 -1000.0 -0.009 -1000.0 S1P3 pathway 8.0 371.0 42.0 -0.026 0.045 1000.0 -1000.0 -0.021 -1000.0 Rapid glucocorticoid signaling 8.0 176.0 20.0 -0.012 0.028 1000.0 -1000.0 -0.009 -1000.0 ErbB4 signaling events 7.0 493.0 69.0 -0.069 0.064 1000.0 -1000.0 -0.022 -1000.0 mTOR signaling pathway 7.0 379.0 53.0 -0.035 0.033 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class III 7.0 303.0 40.0 -0.055 0.046 1000.0 -1000.0 -0.038 -1000.0 HIF-2-alpha transcription factor network 7.0 309.0 43.0 -0.106 0.108 1000.0 -1000.0 -0.032 -1000.0 Retinoic acid receptors-mediated signaling 7.0 438.0 58.0 -0.038 0.055 1000.0 -1000.0 -0.025 -1000.0 Atypical NF-kappaB pathway 7.0 229.0 31.0 -0.014 0.036 1000.0 -1000.0 -0.019 -1000.0 Insulin Pathway 7.0 572.0 74.0 -0.082 0.07 1000.0 -1000.0 -0.028 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 238.0 33.0 -0.003 0.061 1000.0 -1000.0 -0.017 -1000.0 Visual signal transduction: Rods 7.0 411.0 52.0 -0.012 0.048 1000.0 -1000.0 -0.011 -1000.0 Coregulation of Androgen receptor activity 6.0 509.0 76.0 -0.071 0.048 1000.0 -1000.0 -0.016 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 446.0 65.0 -0.045 0.067 1000.0 -1000.0 -0.033 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 524.0 83.0 -0.033 0.054 1000.0 -1000.0 -0.009 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 6.0 838.0 125.0 -0.013 0.067 1000.0 -1000.0 -0.019 -1000.0 IL6-mediated signaling events 6.0 499.0 75.0 -0.035 0.085 1000.0 -1000.0 -0.042 -1000.0 Regulation of Telomerase 6.0 640.0 102.0 -0.087 0.057 1000.0 -1000.0 -0.028 -1000.0 FOXM1 transcription factor network 6.0 350.0 51.0 -0.02 0.082 1000.0 -1000.0 -0.073 -1000.0 Aurora B signaling 6.0 428.0 67.0 -0.065 0.063 1000.0 -1000.0 -0.025 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.019 -1000.0 1000.0 -1000.0 -0.016 -1000.0 Visual signal transduction: Cones 5.0 192.0 38.0 -0.016 0.052 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 5.0 234.0 43.0 -0.039 0.049 1000.0 -1000.0 -0.029 -1000.0 Syndecan-3-mediated signaling events 5.0 196.0 35.0 -0.0 0.072 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PRL 5.0 192.0 34.0 -0.023 0.046 1000.0 -1000.0 -0.027 -1000.0 p38 MAPK signaling pathway 5.0 222.0 44.0 -0.043 0.046 1000.0 -1000.0 -0.009 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 141.0 34.0 -0.043 0.073 1000.0 -1000.0 -0.026 -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 4.0 239.0 57.0 -0.054 0.061 1000.0 -1000.0 -0.044 -1000.0 PLK1 signaling events 4.0 377.0 85.0 -0.007 0.051 1000.0 -1000.0 -0.018 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 301.0 68.0 -0.038 0.052 1000.0 -1000.0 -0.019 -1000.0 FoxO family signaling 4.0 310.0 64.0 -0.175 0.042 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class I 3.0 353.0 104.0 -0.053 0.067 1000.0 -1000.0 -0.033 -1000.0 VEGFR1 specific signals 3.0 212.0 56.0 -0.032 0.054 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class II 2.0 154.0 75.0 -0.029 0.07 1000.0 -1000.0 -0.019 -1000.0 Circadian rhythm pathway 2.0 44.0 22.0 -0.007 0.044 1000.0 -1000.0 -0.02 -1000.0 Aurora A signaling 2.0 175.0 60.0 -0.026 0.059 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 -0.006 -1000.0 Insulin-mediated glucose transport 2.0 77.0 32.0 -0.022 0.051 1000.0 -1000.0 -0.018 -1000.0 Arf6 trafficking events 2.0 187.0 71.0 -0.041 0.052 1000.0 -1000.0 -0.034 -1000.0 Arf1 pathway 1.0 102.0 54.0 -0.006 0.047 1000.0 -1000.0 -0.009 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 15.0 23.0 0.005 0.056 1000.0 -1000.0 -0.013 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 8.0 27.0 -0.012 0.067 1000.0 -1000.0 -0.023 -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 1742 103713 7203 -7.84038979942 -993.203126307 131000 -131000 -3.1701825474 -131000