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 mediated by p38-alpha and p38-beta 90.0 3972.0 44.0 -0.128 0.026 1000.0 -1000.0 -0.024 -1000.0 IL23-mediated signaling events 89.0 5347.0 60.0 -0.408 0.026 1000.0 -1000.0 -0.089 -1000.0 IL4-mediated signaling events 83.0 7615.0 91.0 -0.584 0.493 1000.0 -1000.0 -0.127 -1000.0 Endothelins 61.0 5922.0 96.0 -0.125 0.028 1000.0 -1000.0 -0.043 -1000.0 FOXA2 and FOXA3 transcription factor networks 56.0 2588.0 46.0 -0.265 0.027 1000.0 -1000.0 -0.089 -1000.0 TCR signaling in naïve CD8+ T cells 56.0 5262.0 93.0 -0.094 0.038 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by the Hedgehog family 55.0 2881.0 52.0 -0.062 0.038 1000.0 -1000.0 -0.025 -1000.0 Fc-epsilon receptor I signaling in mast cells 52.0 5068.0 97.0 -0.139 0.048 1000.0 -1000.0 -0.054 -1000.0 Ephrin B reverse signaling 52.0 2507.0 48.0 -0.106 0.036 1000.0 -1000.0 -0.023 -1000.0 Osteopontin-mediated events 51.0 1944.0 38.0 -0.085 0.03 1000.0 -1000.0 -0.041 -1000.0 Noncanonical Wnt signaling pathway 51.0 1345.0 26.0 -0.073 0.025 1000.0 -1000.0 -0.035 -1000.0 Wnt signaling 51.0 361.0 7.0 -0.072 0.019 1000.0 -1000.0 -0.011 -1000.0 BCR signaling pathway 49.0 4858.0 99.0 -0.138 0.029 1000.0 -1000.0 -0.055 -1000.0 IL12-mediated signaling events 48.0 4194.0 87.0 -0.208 0.038 1000.0 -1000.0 -0.068 -1000.0 Reelin signaling pathway 45.0 2575.0 56.0 -0.064 0.066 1000.0 -1000.0 -0.037 -1000.0 Syndecan-1-mediated signaling events 44.0 1500.0 34.0 -0.051 0.026 1000.0 -1000.0 -0.029 -1000.0 TCGA08_p53 44.0 308.0 7.0 -0.031 0.025 1000.0 -1000.0 -0.005 -1000.0 HIF-1-alpha transcription factor network 43.0 3314.0 76.0 -0.156 0.029 1000.0 -1000.0 -0.095 -1000.0 Glypican 1 network 43.0 2106.0 48.0 -0.073 0.045 1000.0 -1000.0 -0.026 -1000.0 amb2 Integrin signaling 41.0 3410.0 82.0 -0.079 0.034 1000.0 -1000.0 -0.036 -1000.0 Syndecan-4-mediated signaling events 41.0 2796.0 67.0 -0.069 0.037 1000.0 -1000.0 -0.033 -1000.0 TCGA08_retinoblastoma 40.0 322.0 8.0 -0.006 0.029 1000.0 -1000.0 -0.002 -1000.0 EGFR-dependent Endothelin signaling events 40.0 842.0 21.0 -0.049 0.038 1000.0 -1000.0 -0.037 -1000.0 Thromboxane A2 receptor signaling 39.0 4113.0 105.0 -0.085 0.037 1000.0 -1000.0 -0.04 -1000.0 LPA receptor mediated events 38.0 3977.0 102.0 -0.073 0.031 1000.0 -1000.0 -0.056 -1000.0 Ephrin A reverse signaling 37.0 263.0 7.0 -0.029 0.009 1000.0 -1000.0 -0.006 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 35.0 1190.0 34.0 -0.039 0.048 1000.0 -1000.0 -0.025 -1000.0 EPHB forward signaling 35.0 3024.0 85.0 -0.048 0.077 1000.0 -1000.0 -0.055 -1000.0 p75(NTR)-mediated signaling 34.0 4326.0 125.0 -0.062 0.065 1000.0 -1000.0 -0.063 -1000.0 Glucocorticoid receptor regulatory network 34.0 3933.0 114.0 -0.226 0.124 1000.0 -1000.0 -0.049 -1000.0 Signaling events regulated by Ret tyrosine kinase 34.0 2801.0 82.0 -0.049 0.034 1000.0 -1000.0 -0.043 -1000.0 PDGFR-beta signaling pathway 34.0 3343.0 97.0 -0.088 0.073 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 34.0 2710.0 78.0 -0.135 0.035 1000.0 -1000.0 -0.04 -1000.0 JNK signaling in the CD4+ TCR pathway 33.0 577.0 17.0 -0.047 0.026 1000.0 -1000.0 -0.03 -1000.0 Calcium signaling in the CD4+ TCR pathway 33.0 1050.0 31.0 -0.078 0.026 1000.0 -1000.0 -0.034 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 33.0 2246.0 68.0 -0.169 0.065 1000.0 -1000.0 -0.081 -1000.0 BMP receptor signaling 30.0 2508.0 81.0 -0.054 0.042 1000.0 -1000.0 -0.036 -1000.0 Effects of Botulinum toxin 29.0 776.0 26.0 -0.069 0.036 1000.0 -1000.0 -0.006 -1000.0 Caspase cascade in apoptosis 28.0 2131.0 74.0 -0.059 0.052 1000.0 -1000.0 -0.037 -1000.0 FAS signaling pathway (CD95) 28.0 1341.0 47.0 -0.127 0.04 1000.0 -1000.0 -0.03 -1000.0 Angiopoietin receptor Tie2-mediated signaling 28.0 2549.0 88.0 -0.054 0.037 1000.0 -1000.0 -0.058 -1000.0 Syndecan-2-mediated signaling events 27.0 1870.0 69.0 -0.023 0.037 1000.0 -1000.0 -0.039 -1000.0 Nongenotropic Androgen signaling 27.0 1441.0 52.0 -0.029 0.047 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Rods 27.0 1417.0 52.0 -0.049 0.041 1000.0 -1000.0 -0.034 -1000.0 IGF1 pathway 26.0 1508.0 57.0 -0.037 0.051 1000.0 -1000.0 -0.038 -1000.0 Plasma membrane estrogen receptor signaling 26.0 2286.0 86.0 -0.032 0.07 1000.0 -1000.0 -0.043 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 26.0 3177.0 120.0 -0.075 0.071 1000.0 -1000.0 -0.037 -1000.0 Cellular roles of Anthrax toxin 25.0 976.0 39.0 -0.028 0.025 1000.0 -1000.0 -0.022 -1000.0 Retinoic acid receptors-mediated signaling 25.0 1463.0 58.0 -0.042 0.047 1000.0 -1000.0 -0.039 -1000.0 Integrins in angiogenesis 25.0 2128.0 84.0 -0.082 0.057 1000.0 -1000.0 -0.032 -1000.0 a4b1 and a4b7 Integrin signaling 24.0 120.0 5.0 0.004 0.022 1000.0 -1000.0 0.007 -1000.0 IL1-mediated signaling events 24.0 1531.0 62.0 -0.028 0.058 1000.0 -1000.0 -0.034 -1000.0 Canonical Wnt signaling pathway 24.0 1259.0 51.0 -0.104 0.079 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events 24.0 1774.0 73.0 -0.063 0.032 1000.0 -1000.0 -0.033 -1000.0 ErbB2/ErbB3 signaling events 23.0 1520.0 65.0 -0.049 0.038 1000.0 -1000.0 -0.044 -1000.0 Arf6 signaling events 23.0 1458.0 62.0 -0.048 0.058 1000.0 -1000.0 -0.028 -1000.0 Presenilin action in Notch and Wnt signaling 23.0 1411.0 61.0 -0.039 0.065 1000.0 -1000.0 -0.03 -1000.0 Ceramide signaling pathway 23.0 1802.0 76.0 -0.037 0.066 1000.0 -1000.0 -0.03 -1000.0 IL6-mediated signaling events 23.0 1757.0 75.0 -0.036 0.047 1000.0 -1000.0 -0.05 -1000.0 Ras signaling in the CD4+ TCR pathway 23.0 398.0 17.0 -0.016 0.039 1000.0 -1000.0 -0.022 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 22.0 1220.0 54.0 -0.047 0.035 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by PTP1B 22.0 1688.0 76.0 -0.05 0.042 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 22.0 1522.0 68.0 -0.048 0.037 1000.0 -1000.0 -0.051 -1000.0 S1P1 pathway 21.0 759.0 36.0 -0.06 0.033 1000.0 -1000.0 -0.037 -1000.0 IL27-mediated signaling events 21.0 1081.0 51.0 -0.114 0.027 1000.0 -1000.0 -0.054 -1000.0 VEGFR1 specific signals 21.0 1222.0 56.0 -0.004 0.078 1000.0 -1000.0 -0.044 -1000.0 Glypican 2 network 19.0 78.0 4.0 0.014 0.023 1000.0 -1000.0 0.008 -1000.0 FOXM1 transcription factor network 19.0 1010.0 51.0 -0.107 0.045 1000.0 -1000.0 -0.105 -1000.0 Visual signal transduction: Cones 18.0 719.0 38.0 -0.019 0.039 1000.0 -1000.0 -0.011 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 18.0 685.0 37.0 -0.024 0.051 1000.0 -1000.0 -0.031 -1000.0 Regulation of p38-alpha and p38-beta 18.0 997.0 54.0 -0.064 0.051 1000.0 -1000.0 -0.041 -1000.0 EPO signaling pathway 17.0 985.0 55.0 -0.01 0.06 1000.0 -1000.0 -0.033 -1000.0 PDGFR-alpha signaling pathway 17.0 755.0 44.0 -0.032 0.057 1000.0 -1000.0 -0.032 -1000.0 S1P4 pathway 17.0 441.0 25.0 -0.016 0.036 1000.0 -1000.0 -0.026 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1416.0 85.0 -0.06 0.046 1000.0 -1000.0 -0.044 -1000.0 Syndecan-3-mediated signaling events 16.0 572.0 35.0 -0.016 0.065 1000.0 -1000.0 -0.024 -1000.0 LPA4-mediated signaling events 15.0 181.0 12.0 -0.043 0.006 1000.0 -1000.0 -0.021 -1000.0 Class I PI3K signaling events mediated by Akt 15.0 1057.0 68.0 -0.044 0.051 1000.0 -1000.0 -0.027 -1000.0 Nectin adhesion pathway 15.0 974.0 63.0 -0.012 0.069 1000.0 -1000.0 -0.042 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 15.0 801.0 52.0 -0.03 0.075 1000.0 -1000.0 -0.045 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 15.0 678.0 45.0 -0.033 0.066 1000.0 -1000.0 -0.043 -1000.0 Aurora B signaling 15.0 1013.0 67.0 -0.156 0.062 1000.0 -1000.0 -0.029 -1000.0 IL2 signaling events mediated by PI3K 14.0 847.0 58.0 -0.017 0.043 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by STAT5 14.0 328.0 22.0 -0.032 0.027 1000.0 -1000.0 -0.043 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 14.0 475.0 33.0 -0.007 0.063 1000.0 -1000.0 -0.028 -1000.0 Coregulation of Androgen receptor activity 13.0 1046.0 76.0 -0.112 0.053 1000.0 -1000.0 -0.024 -1000.0 Arf6 downstream pathway 13.0 571.0 43.0 -0.029 0.039 1000.0 -1000.0 -0.02 -1000.0 mTOR signaling pathway 13.0 739.0 53.0 -0.072 0.029 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 13.0 483.0 36.0 -0.041 0.042 1000.0 -1000.0 -0.034 -1000.0 S1P3 pathway 13.0 548.0 42.0 -0.021 0.041 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by PRL 13.0 453.0 34.0 -0.02 0.076 1000.0 -1000.0 -0.033 -1000.0 Regulation of Androgen receptor activity 13.0 931.0 70.0 -0.14 0.06 1000.0 -1000.0 -0.036 -1000.0 PLK1 signaling events 12.0 1036.0 85.0 -0.007 0.056 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 12.0 213.0 17.0 -0.009 0.029 1000.0 -1000.0 -0.013 -1000.0 Regulation of Telomerase 12.0 1250.0 102.0 -0.06 0.051 1000.0 -1000.0 -0.044 -1000.0 Insulin Pathway 12.0 939.0 74.0 -0.046 0.079 1000.0 -1000.0 -0.048 -1000.0 Class IB PI3K non-lipid kinase events 12.0 36.0 3.0 -0.017 0.017 1000.0 -1000.0 -0.009 -1000.0 ErbB4 signaling events 11.0 824.0 69.0 -0.077 0.051 1000.0 -1000.0 -0.035 -1000.0 Sphingosine 1-phosphate (S1P) pathway 11.0 313.0 28.0 -0.011 0.041 1000.0 -1000.0 -0.023 -1000.0 Hedgehog signaling events mediated by Gli proteins 11.0 770.0 65.0 -0.02 0.047 1000.0 -1000.0 -0.032 -1000.0 Insulin-mediated glucose transport 11.0 372.0 32.0 -0.127 0.041 1000.0 -1000.0 -0.025 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 11.0 970.0 83.0 -0.052 0.055 1000.0 -1000.0 -0.023 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 821.0 74.0 -0.053 0.061 1000.0 -1000.0 -0.053 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 11.0 301.0 27.0 -0.024 0.041 1000.0 -1000.0 -0.035 -1000.0 Arf6 trafficking events 11.0 792.0 71.0 -0.041 0.045 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-gamma and p38-delta 10.0 155.0 15.0 -0.02 0.024 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling in the nascent adherens junction 10.0 764.0 76.0 -0.014 0.079 1000.0 -1000.0 -0.055 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1323.0 136.0 -0.054 0.049 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by HDAC Class III 9.0 390.0 40.0 -0.045 0.048 1000.0 -1000.0 -0.03 -1000.0 ceramide signaling pathway 9.0 444.0 49.0 -0.0 0.036 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 9.0 1246.0 125.0 -0.021 0.093 1000.0 -1000.0 -0.044 -1000.0 TCGA08_rtk_signaling 9.0 254.0 26.0 -0.025 0.058 1000.0 -1000.0 -0.009 -1000.0 BARD1 signaling events 8.0 458.0 57.0 -0.028 0.066 1000.0 -1000.0 -0.031 -1000.0 HIF-2-alpha transcription factor network 8.0 383.0 43.0 -0.083 0.085 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by HDAC Class I 8.0 849.0 104.0 -0.051 0.061 1000.0 -1000.0 -0.029 -1000.0 FoxO family signaling 8.0 520.0 64.0 -0.063 0.063 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by HDAC Class II 6.0 509.0 75.0 -0.021 0.069 1000.0 -1000.0 -0.029 -1000.0 Arf1 pathway 6.0 370.0 54.0 -0.001 0.04 1000.0 -1000.0 -0.014 -1000.0 Canonical NF-kappaB pathway 5.0 213.0 39.0 -0.007 0.055 1000.0 -1000.0 -0.033 -1000.0 Aurora C signaling 5.0 35.0 7.0 0.0 0.034 1000.0 -1000.0 -0.017 -1000.0 p38 MAPK signaling pathway 5.0 235.0 44.0 -0.005 0.058 1000.0 -1000.0 -0.021 -1000.0 PLK2 and PLK4 events 3.0 9.0 3.0 0.006 -1000.0 1000.0 -1000.0 -0.005 -1000.0 Aurora A signaling 3.0 204.0 60.0 -0.014 0.07 1000.0 -1000.0 -0.019 -1000.0 Atypical NF-kappaB pathway 3.0 95.0 31.0 -0.0 0.047 1000.0 -1000.0 -0.015 -1000.0 Rapid glucocorticoid signaling 3.0 62.0 20.0 -0.014 0.029 1000.0 -1000.0 -0.006 -1000.0 E-cadherin signaling in keratinocytes 3.0 171.0 43.0 -0.039 0.079 1000.0 -1000.0 -0.028 -1000.0 TRAIL signaling pathway 2.0 136.0 48.0 -0.0 0.055 1000.0 -1000.0 -0.035 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 29.0 23.0 0.012 0.036 1000.0 -1000.0 -0.029 -1000.0 Circadian rhythm pathway 1.0 26.0 22.0 -0.007 0.059 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling events 1.0 5.0 5.0 0.025 0.051 1000.0 -1000.0 0.011 -1000.0 Alternative NF-kappaB pathway 1.0 19.0 13.0 -0.0 0.07 1000.0 -1000.0 -0.0 -1000.0 Total 3109 187007 7203 -7.84965006297 -993.402780331 131000 -131000 -4.57975662504 -131000