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 Signaling events mediated by the Hedgehog family 57.0 2984.0 52.0 -0.132 0.048 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-alpha and p38-beta 48.0 2112.0 44.0 -0.116 0.025 1000.0 -1000.0 -0.021 -1000.0 EPHB forward signaling 42.0 3642.0 85.0 -0.068 0.068 1000.0 -1000.0 -0.045 -1000.0 IL4-mediated signaling events 41.0 3746.0 91.0 -0.554 0.43 1000.0 -1000.0 -0.126 -1000.0 IL23-mediated signaling events 40.0 2457.0 60.0 -0.341 0.025 1000.0 -1000.0 -0.098 -1000.0 Ephrin A reverse signaling 37.0 261.0 7.0 -0.039 0.017 1000.0 -1000.0 -0.011 -1000.0 Class IB PI3K non-lipid kinase events 36.0 108.0 3.0 -0.002 0.002 1000.0 -1000.0 -0.016 -1000.0 TCR signaling in naïve CD8+ T cells 34.0 3166.0 93.0 -0.098 0.035 1000.0 -1000.0 -0.038 -1000.0 TCGA08_retinoblastoma 32.0 259.0 8.0 -0.021 0.02 1000.0 -1000.0 -0.003 -1000.0 Noncanonical Wnt signaling pathway 31.0 821.0 26.0 -0.064 0.025 1000.0 -1000.0 -0.027 -1000.0 Ephrin B reverse signaling 31.0 1535.0 48.0 -0.076 0.025 1000.0 -1000.0 -0.017 -1000.0 Endothelins 31.0 3011.0 96.0 -0.113 0.053 1000.0 -1000.0 -0.049 -1000.0 Wnt signaling 30.0 210.0 7.0 -0.062 0.008 1000.0 -1000.0 -0.011 -1000.0 LPA receptor mediated events 30.0 3118.0 102.0 -0.079 0.028 1000.0 -1000.0 -0.057 -1000.0 HIF-1-alpha transcription factor network 28.0 2185.0 76.0 -0.148 0.036 1000.0 -1000.0 -0.072 -1000.0 IGF1 pathway 28.0 1598.0 57.0 -0.041 0.039 1000.0 -1000.0 -0.033 -1000.0 FOXA2 and FOXA3 transcription factor networks 27.0 1262.0 46.0 -0.266 0.027 1000.0 -1000.0 -0.094 -1000.0 Glucocorticoid receptor regulatory network 27.0 3153.0 114.0 -0.311 0.16 1000.0 -1000.0 -0.045 -1000.0 Syndecan-1-mediated signaling events 25.0 867.0 34.0 -0.086 0.024 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 25.0 1965.0 78.0 -0.078 0.037 1000.0 -1000.0 -0.038 -1000.0 p75(NTR)-mediated signaling 24.0 3094.0 125.0 -0.086 0.058 1000.0 -1000.0 -0.048 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2118.0 86.0 -0.079 0.074 1000.0 -1000.0 -0.04 -1000.0 Reelin signaling pathway 23.0 1312.0 56.0 -0.053 0.049 1000.0 -1000.0 -0.029 -1000.0 Signaling events regulated by Ret tyrosine kinase 23.0 1919.0 82.0 -0.041 0.026 1000.0 -1000.0 -0.039 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 23.0 1575.0 68.0 -0.173 0.065 1000.0 -1000.0 -0.074 -1000.0 IL12-mediated signaling events 22.0 1959.0 87.0 -0.155 0.025 1000.0 -1000.0 -0.057 -1000.0 Thromboxane A2 receptor signaling 22.0 2405.0 105.0 -0.078 0.035 1000.0 -1000.0 -0.031 -1000.0 BMP receptor signaling 22.0 1782.0 81.0 -0.086 0.048 1000.0 -1000.0 -0.034 -1000.0 Glypican 1 network 22.0 1073.0 48.0 -0.071 0.046 1000.0 -1000.0 -0.022 -1000.0 Nectin adhesion pathway 21.0 1328.0 63.0 -0.039 0.058 1000.0 -1000.0 -0.038 -1000.0 BCR signaling pathway 21.0 2104.0 99.0 -0.09 0.035 1000.0 -1000.0 -0.043 -1000.0 Angiopoietin receptor Tie2-mediated signaling 21.0 1895.0 88.0 -0.083 0.035 1000.0 -1000.0 -0.056 -1000.0 Fc-epsilon receptor I signaling in mast cells 20.0 1949.0 97.0 -0.072 0.046 1000.0 -1000.0 -0.049 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 20.0 1048.0 52.0 -0.068 0.046 1000.0 -1000.0 -0.034 -1000.0 TCGA08_p53 20.0 145.0 7.0 -0.025 0.021 1000.0 -1000.0 -0.004 -1000.0 Glypican 2 network 20.0 83.0 4.0 -0.003 0.007 1000.0 -1000.0 0.011 -1000.0 Syndecan-4-mediated signaling events 20.0 1382.0 67.0 -0.079 0.035 1000.0 -1000.0 -0.026 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2319.0 120.0 -0.078 0.068 1000.0 -1000.0 -0.041 -1000.0 Caspase cascade in apoptosis 18.0 1361.0 74.0 -0.076 0.042 1000.0 -1000.0 -0.031 -1000.0 Retinoic acid receptors-mediated signaling 18.0 1074.0 58.0 -0.065 0.049 1000.0 -1000.0 -0.036 -1000.0 FOXM1 transcription factor network 18.0 940.0 51.0 -0.125 0.032 1000.0 -1000.0 -0.113 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 17.0 606.0 34.0 -0.009 0.037 1000.0 -1000.0 -0.023 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 17.0 1471.0 85.0 -0.037 0.025 1000.0 -1000.0 -0.038 -1000.0 amb2 Integrin signaling 17.0 1412.0 82.0 -0.096 0.034 1000.0 -1000.0 -0.023 -1000.0 PDGFR-alpha signaling pathway 16.0 706.0 44.0 -0.033 0.037 1000.0 -1000.0 -0.03 -1000.0 FAS signaling pathway (CD95) 16.0 776.0 47.0 -0.029 0.037 1000.0 -1000.0 -0.03 -1000.0 Canonical Wnt signaling pathway 16.0 844.0 51.0 -0.109 0.061 1000.0 -1000.0 -0.035 -1000.0 Nongenotropic Androgen signaling 16.0 838.0 52.0 -0.038 0.037 1000.0 -1000.0 -0.022 -1000.0 Arf6 signaling events 15.0 936.0 62.0 -0.019 0.04 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by PTP1B 15.0 1167.0 76.0 -0.053 0.034 1000.0 -1000.0 -0.028 -1000.0 S1P1 pathway 15.0 546.0 36.0 -0.126 0.025 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 15.0 697.0 45.0 -0.028 0.06 1000.0 -1000.0 -0.038 -1000.0 Calcium signaling in the CD4+ TCR pathway 15.0 475.0 31.0 -0.081 0.025 1000.0 -1000.0 -0.036 -1000.0 Osteopontin-mediated events 14.0 543.0 38.0 -0.037 0.026 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 14.0 1011.0 69.0 -0.071 0.037 1000.0 -1000.0 -0.031 -1000.0 Presenilin action in Notch and Wnt signaling 14.0 893.0 61.0 -0.109 0.051 1000.0 -1000.0 -0.034 -1000.0 Integrins in angiogenesis 14.0 1227.0 84.0 -0.07 0.047 1000.0 -1000.0 -0.043 -1000.0 IL6-mediated signaling events 14.0 1094.0 75.0 -0.116 0.057 1000.0 -1000.0 -0.054 -1000.0 Visual signal transduction: Rods 14.0 779.0 52.0 -0.042 0.041 1000.0 -1000.0 -0.018 -1000.0 Coregulation of Androgen receptor activity 13.0 1028.0 76.0 -0.076 0.044 1000.0 -1000.0 -0.028 -1000.0 Cellular roles of Anthrax toxin 13.0 514.0 39.0 -0.047 0.025 1000.0 -1000.0 -0.02 -1000.0 IL1-mediated signaling events 13.0 850.0 62.0 -0.02 0.048 1000.0 -1000.0 -0.028 -1000.0 EGFR-dependent Endothelin signaling events 13.0 293.0 21.0 -0.025 0.035 1000.0 -1000.0 -0.034 -1000.0 ErbB2/ErbB3 signaling events 12.0 783.0 65.0 -0.027 0.043 1000.0 -1000.0 -0.071 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 12.0 665.0 54.0 -0.053 0.036 1000.0 -1000.0 -0.03 -1000.0 JNK signaling in the CD4+ TCR pathway 12.0 212.0 17.0 -0.024 0.043 1000.0 -1000.0 -0.031 -1000.0 ceramide signaling pathway 12.0 624.0 49.0 -0.018 0.037 1000.0 -1000.0 -0.031 -1000.0 HIF-2-alpha transcription factor network 12.0 517.0 43.0 -0.043 0.053 1000.0 -1000.0 -0.046 -1000.0 IL2 signaling events mediated by PI3K 12.0 706.0 58.0 -0.042 0.035 1000.0 -1000.0 -0.042 -1000.0 LPA4-mediated signaling events 11.0 136.0 12.0 -0.035 0.006 1000.0 -1000.0 -0.018 -1000.0 Regulation of nuclear SMAD2/3 signaling 11.0 1529.0 136.0 -0.237 0.073 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 11.0 634.0 55.0 -0.001 0.052 1000.0 -1000.0 -0.028 -1000.0 IFN-gamma pathway 11.0 801.0 68.0 -0.042 0.052 1000.0 -1000.0 -0.044 -1000.0 Ceramide signaling pathway 11.0 838.0 76.0 -0.032 0.068 1000.0 -1000.0 -0.023 -1000.0 Effects of Botulinum toxin 11.0 307.0 26.0 -0.038 0.039 1000.0 -1000.0 -0.003 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 886.0 74.0 -0.051 0.048 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 11.0 511.0 43.0 -0.014 0.038 1000.0 -1000.0 -0.025 -1000.0 Regulation of Androgen receptor activity 11.0 799.0 70.0 -0.1 0.029 1000.0 -1000.0 -0.042 -1000.0 Ras signaling in the CD4+ TCR pathway 11.0 198.0 17.0 -0.015 0.042 1000.0 -1000.0 -0.023 -1000.0 Hedgehog signaling events mediated by Gli proteins 10.0 668.0 65.0 -0.185 0.058 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling in the nascent adherens junction 10.0 784.0 76.0 -0.037 0.055 1000.0 -1000.0 -0.042 -1000.0 mTOR signaling pathway 9.0 490.0 53.0 -0.02 0.028 1000.0 -1000.0 -0.038 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 351.0 37.0 -0.022 0.052 1000.0 -1000.0 -0.027 -1000.0 S1P5 pathway 9.0 159.0 17.0 -0.001 0.025 1000.0 -1000.0 -0.008 -1000.0 IL27-mediated signaling events 9.0 500.0 51.0 -0.041 0.026 1000.0 -1000.0 -0.039 -1000.0 Regulation of Telomerase 9.0 941.0 102.0 -0.135 0.057 1000.0 -1000.0 -0.038 -1000.0 S1P4 pathway 9.0 235.0 25.0 -0.007 0.038 1000.0 -1000.0 -0.017 -1000.0 Aurora B signaling 9.0 640.0 67.0 -0.152 0.062 1000.0 -1000.0 -0.038 -1000.0 BARD1 signaling events 8.0 470.0 57.0 -0.036 0.046 1000.0 -1000.0 -0.027 -1000.0 a4b1 and a4b7 Integrin signaling 8.0 41.0 5.0 0.011 0.025 1000.0 -1000.0 0.011 -1000.0 TRAIL signaling pathway 8.0 397.0 48.0 -0.005 0.05 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events 8.0 588.0 73.0 -0.038 0.047 1000.0 -1000.0 -0.041 -1000.0 ErbB4 signaling events 7.0 519.0 69.0 -0.025 0.03 1000.0 -1000.0 -0.028 -1000.0 PLK1 signaling events 7.0 626.0 85.0 -0.006 0.039 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class III 7.0 296.0 40.0 -0.052 0.046 1000.0 -1000.0 -0.02 -1000.0 TCGA08_rtk_signaling 7.0 198.0 26.0 -0.036 0.05 1000.0 -1000.0 -0.006 -1000.0 IL2 signaling events mediated by STAT5 7.0 170.0 22.0 -0.012 0.026 1000.0 -1000.0 -0.038 -1000.0 Insulin Pathway 7.0 564.0 74.0 -0.044 0.059 1000.0 -1000.0 -0.031 -1000.0 PLK2 and PLK4 events 6.0 20.0 3.0 0.002 0.019 1000.0 -1000.0 -0.008 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 573.0 83.0 -0.049 0.047 1000.0 -1000.0 -0.024 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 101.0 15.0 -0.015 0.024 1000.0 -1000.0 -0.024 -1000.0 Paxillin-dependent events mediated by a4b1 6.0 242.0 36.0 -0.041 0.043 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 219.0 33.0 -0.051 0.061 1000.0 -1000.0 -0.027 -1000.0 PDGFR-beta signaling pathway 6.0 638.0 97.0 -0.045 0.062 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by PRL 6.0 209.0 34.0 -0.042 0.037 1000.0 -1000.0 -0.032 -1000.0 Canonical NF-kappaB pathway 5.0 228.0 39.0 -0.017 0.055 1000.0 -1000.0 -0.021 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 144.0 28.0 -0.0 0.045 1000.0 -1000.0 -0.018 -1000.0 Visual signal transduction: Cones 5.0 221.0 38.0 -0.01 0.04 1000.0 -1000.0 -0.008 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 349.0 68.0 -0.032 0.047 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class I 5.0 535.0 104.0 -0.038 0.063 1000.0 -1000.0 -0.025 -1000.0 Syndecan-3-mediated signaling events 5.0 209.0 35.0 -0.034 0.052 1000.0 -1000.0 -0.012 -1000.0 p38 MAPK signaling pathway 5.0 224.0 44.0 -0.042 0.05 1000.0 -1000.0 -0.02 -1000.0 FoxO family signaling 4.0 306.0 64.0 -0.064 0.056 1000.0 -1000.0 -0.05 -1000.0 Regulation of p38-alpha and p38-beta 4.0 265.0 54.0 -0.034 0.058 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 541.0 125.0 -0.008 0.062 1000.0 -1000.0 -0.035 -1000.0 S1P3 pathway 4.0 183.0 42.0 -0.002 0.043 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling events 4.0 20.0 5.0 0.017 0.038 1000.0 -1000.0 0.01 -1000.0 Signaling events mediated by HDAC Class II 3.0 296.0 75.0 -0.03 0.067 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 3.0 154.0 43.0 -0.04 0.044 1000.0 -1000.0 -0.026 -1000.0 Insulin-mediated glucose transport 3.0 115.0 32.0 -0.012 0.045 1000.0 -1000.0 -0.018 -1000.0 Atypical NF-kappaB pathway 3.0 122.0 31.0 0.0 0.025 1000.0 -1000.0 -0.017 -1000.0 VEGFR1 specific signals 3.0 221.0 56.0 -0.017 0.049 1000.0 -1000.0 -0.03 -1000.0 Aurora A signaling 2.0 120.0 60.0 -0.0 0.049 1000.0 -1000.0 -0.018 -1000.0 Aurora C signaling 2.0 19.0 7.0 -0.0 0.038 1000.0 -1000.0 -0.01 -1000.0 Arf6 trafficking events 2.0 156.0 71.0 -0.041 0.045 1000.0 -1000.0 -0.025 -1000.0 Arf1 pathway 2.0 146.0 54.0 -0.001 0.038 1000.0 -1000.0 -0.017 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 37.0 23.0 0.004 0.048 1000.0 -1000.0 -0.025 -1000.0 Circadian rhythm pathway 1.0 37.0 22.0 -0.007 0.043 1000.0 -1000.0 -0.034 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 46.0 27.0 -0.0 0.057 1000.0 -1000.0 -0.026 -1000.0 Rapid glucocorticoid signaling 1.0 33.0 20.0 -0.007 0.029 1000.0 -1000.0 -0.004 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.066 1000.0 -1000.0 0.0 -1000.0 Total 1910 115543 7203 -7.86061883108 5.95090613787 131000 -131000 -4.17236363743 -131000