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 96.0 677.0 7.0 -0.049 -0.0 1000.0 -1000.0 -0.011 -1000.0 Angiopoietin receptor Tie2-mediated signaling 89.0 7910.0 88.0 -0.29 0.075 1000.0 -1000.0 -0.059 -1000.0 Signaling mediated by p38-alpha and p38-beta 87.0 3854.0 44.0 -0.154 0.027 1000.0 -1000.0 -0.015 -1000.0 Glypican 2 network 87.0 349.0 4.0 0.031 0.061 1000.0 -1000.0 0.021 -1000.0 Endothelins 75.0 7295.0 96.0 -0.194 0.028 1000.0 -1000.0 -0.041 -1000.0 Glucocorticoid receptor regulatory network 67.0 7713.0 114.0 -0.407 0.213 1000.0 -1000.0 -0.038 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 57.0 1940.0 34.0 -0.05 0.03 1000.0 -1000.0 -0.027 -1000.0 IL23-mediated signaling events 57.0 3435.0 60.0 -0.299 0.046 1000.0 -1000.0 -0.07 -1000.0 Reelin signaling pathway 55.0 3126.0 56.0 -0.095 0.07 1000.0 -1000.0 -0.022 -1000.0 Integrins in angiogenesis 49.0 4161.0 84.0 -0.099 0.083 1000.0 -1000.0 -0.024 -1000.0 Thromboxane A2 receptor signaling 48.0 5126.0 105.0 -0.116 0.037 1000.0 -1000.0 -0.034 -1000.0 EPHB forward signaling 47.0 4015.0 85.0 -0.075 0.094 1000.0 -1000.0 -0.044 -1000.0 Aurora B signaling 46.0 3112.0 67.0 -0.091 0.116 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 45.0 3576.0 78.0 -0.115 0.059 1000.0 -1000.0 -0.032 -1000.0 S1P5 pathway 42.0 724.0 17.0 -0.045 0.042 1000.0 -1000.0 -0.002 -1000.0 Ras signaling in the CD4+ TCR pathway 42.0 724.0 17.0 -0.081 0.041 1000.0 -1000.0 -0.011 -1000.0 HIF-1-alpha transcription factor network 40.0 3049.0 76.0 -0.073 0.07 1000.0 -1000.0 -0.046 -1000.0 Ephrin B reverse signaling 40.0 1924.0 48.0 -0.068 0.034 1000.0 -1000.0 -0.029 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 40.0 2736.0 68.0 -0.157 0.062 1000.0 -1000.0 -0.074 -1000.0 LPA receptor mediated events 39.0 4007.0 102.0 -0.057 0.1 1000.0 -1000.0 -0.058 -1000.0 Noncanonical Wnt signaling pathway 38.0 1010.0 26.0 -0.04 0.027 1000.0 -1000.0 -0.028 -1000.0 S1P1 pathway 37.0 1353.0 36.0 -0.192 0.026 1000.0 -1000.0 -0.027 -1000.0 IL6-mediated signaling events 37.0 2848.0 75.0 -0.164 0.032 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by the Hedgehog family 36.0 1911.0 52.0 -0.041 0.037 1000.0 -1000.0 -0.022 -1000.0 p75(NTR)-mediated signaling 36.0 4566.0 125.0 -0.073 0.072 1000.0 -1000.0 -0.046 -1000.0 Osteopontin-mediated events 35.0 1364.0 38.0 -0.054 0.051 1000.0 -1000.0 -0.021 -1000.0 EPO signaling pathway 35.0 1978.0 55.0 -0.019 0.048 1000.0 -1000.0 -0.02 -1000.0 EGFR-dependent Endothelin signaling events 35.0 753.0 21.0 -0.029 0.045 1000.0 -1000.0 -0.028 -1000.0 amb2 Integrin signaling 34.0 2831.0 82.0 -0.113 0.1 1000.0 -1000.0 -0.026 -1000.0 Nongenotropic Androgen signaling 34.0 1791.0 52.0 -0.117 0.06 1000.0 -1000.0 -0.021 -1000.0 S1P4 pathway 34.0 857.0 25.0 -0.045 0.048 1000.0 -1000.0 -0.017 -1000.0 Wnt signaling 33.0 235.0 7.0 -0.03 0.027 1000.0 -1000.0 0.0 -1000.0 Syndecan-1-mediated signaling events 32.0 1098.0 34.0 -0.019 0.1 1000.0 -1000.0 -0.022 -1000.0 BMP receptor signaling 32.0 2633.0 81.0 -0.079 0.067 1000.0 -1000.0 -0.013 -1000.0 Calcium signaling in the CD4+ TCR pathway 32.0 1020.0 31.0 -0.088 0.032 1000.0 -1000.0 -0.039 -1000.0 JNK signaling in the CD4+ TCR pathway 31.0 530.0 17.0 -0.119 0.065 1000.0 -1000.0 -0.023 -1000.0 Signaling events regulated by Ret tyrosine kinase 31.0 2599.0 82.0 -0.03 0.044 1000.0 -1000.0 -0.03 -1000.0 Effects of Botulinum toxin 31.0 819.0 26.0 -0.027 0.05 1000.0 -1000.0 -0.01 -1000.0 Glypican 1 network 30.0 1458.0 48.0 -0.034 0.063 1000.0 -1000.0 -0.024 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 30.0 3703.0 120.0 -0.073 0.089 1000.0 -1000.0 -0.039 -1000.0 Fc-epsilon receptor I signaling in mast cells 28.0 2756.0 97.0 -0.067 0.04 1000.0 -1000.0 -0.037 -1000.0 PLK1 signaling events 28.0 2397.0 85.0 -0.026 0.081 1000.0 -1000.0 -0.025 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 28.0 1479.0 52.0 -0.046 0.068 1000.0 -1000.0 -0.022 -1000.0 TCR signaling in naïve CD8+ T cells 28.0 2653.0 93.0 -0.056 0.073 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 27.0 1720.0 62.0 -0.037 0.043 1000.0 -1000.0 -0.02 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 27.0 2364.0 85.0 -0.121 0.034 1000.0 -1000.0 -0.042 -1000.0 IL4-mediated signaling events 27.0 2475.0 91.0 -0.245 0.12 1000.0 -1000.0 -0.103 -1000.0 FOXM1 transcription factor network 27.0 1393.0 51.0 -0.095 0.067 1000.0 -1000.0 -0.111 -1000.0 IL12-mediated signaling events 25.0 2188.0 87.0 -0.174 0.065 1000.0 -1000.0 -0.056 -1000.0 Plasma membrane estrogen receptor signaling 25.0 2162.0 86.0 -0.13 0.055 1000.0 -1000.0 -0.031 -1000.0 Visual signal transduction: Cones 24.0 948.0 38.0 -0.041 0.042 1000.0 -1000.0 -0.021 -1000.0 Regulation of p38-alpha and p38-beta 24.0 1317.0 54.0 -0.098 0.06 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 24.0 3013.0 125.0 -0.06 0.051 1000.0 -1000.0 -0.026 -1000.0 Rapid glucocorticoid signaling 24.0 493.0 20.0 -0.054 0.033 1000.0 -1000.0 -0.013 -1000.0 Presenilin action in Notch and Wnt signaling 23.0 1406.0 61.0 -0.122 0.073 1000.0 -1000.0 -0.032 -1000.0 PDGFR-alpha signaling pathway 23.0 1020.0 44.0 -0.134 0.051 1000.0 -1000.0 -0.032 -1000.0 Canonical Wnt signaling pathway 23.0 1182.0 51.0 -0.122 0.117 1000.0 -1000.0 -0.039 -1000.0 ErbB2/ErbB3 signaling events 22.0 1469.0 65.0 -0.08 0.037 1000.0 -1000.0 -0.047 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 22.0 1211.0 54.0 -0.095 0.07 1000.0 -1000.0 -0.024 -1000.0 Syndecan-2-mediated signaling events 22.0 1518.0 69.0 -0.008 0.044 1000.0 -1000.0 -0.037 -1000.0 Aurora C signaling 22.0 157.0 7.0 0.0 0.067 1000.0 -1000.0 -0.008 -1000.0 FAS signaling pathway (CD95) 22.0 1048.0 47.0 -0.22 0.042 1000.0 -1000.0 -0.032 -1000.0 BARD1 signaling events 21.0 1202.0 57.0 -0.03 0.045 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by PTP1B 21.0 1621.0 76.0 -0.139 0.096 1000.0 -1000.0 -0.029 -1000.0 BCR signaling pathway 21.0 2170.0 99.0 -0.109 0.064 1000.0 -1000.0 -0.053 -1000.0 Visual signal transduction: Rods 21.0 1111.0 52.0 -0.041 0.058 1000.0 -1000.0 -0.012 -1000.0 IL27-mediated signaling events 20.0 1035.0 51.0 -0.347 0.077 1000.0 -1000.0 -0.054 -1000.0 S1P3 pathway 20.0 843.0 42.0 -0.028 0.04 1000.0 -1000.0 -0.03 -1000.0 a4b1 and a4b7 Integrin signaling 19.0 95.0 5.0 0.015 0.034 1000.0 -1000.0 0.017 -1000.0 IL1-mediated signaling events 19.0 1190.0 62.0 -0.037 0.067 1000.0 -1000.0 -0.022 -1000.0 Ceramide signaling pathway 18.0 1394.0 76.0 -0.022 0.072 1000.0 -1000.0 -0.025 -1000.0 Syndecan-4-mediated signaling events 18.0 1242.0 67.0 -0.049 0.098 1000.0 -1000.0 -0.029 -1000.0 IGF1 pathway 18.0 1069.0 57.0 -0.017 0.059 1000.0 -1000.0 -0.02 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 18.0 613.0 33.0 -0.066 0.061 1000.0 -1000.0 -0.021 -1000.0 HIF-2-alpha transcription factor network 17.0 773.0 43.0 -0.048 0.049 1000.0 -1000.0 -0.035 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 17.0 1274.0 74.0 -0.142 0.052 1000.0 -1000.0 -0.047 -1000.0 Insulin Pathway 17.0 1307.0 74.0 -0.124 0.076 1000.0 -1000.0 -0.039 -1000.0 Caspase cascade in apoptosis 16.0 1234.0 74.0 -0.038 0.063 1000.0 -1000.0 -0.027 -1000.0 Regulation of nuclear SMAD2/3 signaling 16.0 2204.0 136.0 -0.07 0.152 1000.0 -1000.0 -0.03 -1000.0 Coregulation of Androgen receptor activity 16.0 1237.0 76.0 -0.015 0.068 1000.0 -1000.0 -0.027 -1000.0 ErbB4 signaling events 16.0 1115.0 69.0 -0.08 0.059 1000.0 -1000.0 -0.029 -1000.0 Nectin adhesion pathway 16.0 1050.0 63.0 -0.037 0.061 1000.0 -1000.0 -0.025 -1000.0 TCGA08_p53 16.0 118.0 7.0 -0.013 0.026 1000.0 -1000.0 -0.009 -1000.0 TCGA08_retinoblastoma 16.0 129.0 8.0 -0.01 0.058 1000.0 -1000.0 -0.002 -1000.0 VEGFR1 specific signals 16.0 943.0 56.0 -0.055 0.042 1000.0 -1000.0 -0.031 -1000.0 Sphingosine 1-phosphate (S1P) pathway 15.0 432.0 28.0 -0.026 0.051 1000.0 -1000.0 -0.021 -1000.0 Cellular roles of Anthrax toxin 15.0 599.0 39.0 -0.023 0.026 1000.0 -1000.0 -0.015 -1000.0 Hedgehog signaling events mediated by Gli proteins 15.0 977.0 65.0 -0.222 0.065 1000.0 -1000.0 -0.027 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 15.0 589.0 37.0 -0.02 0.063 1000.0 -1000.0 -0.021 -1000.0 ceramide signaling pathway 15.0 753.0 49.0 -0.0 0.038 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by PI3K 15.0 886.0 58.0 -0.037 0.07 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events 15.0 1140.0 73.0 -0.042 0.063 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by PRL 15.0 530.0 34.0 -0.037 0.046 1000.0 -1000.0 -0.033 -1000.0 Regulation of Androgen receptor activity 15.0 1073.0 70.0 -0.078 0.042 1000.0 -1000.0 -0.031 -1000.0 Aurora A signaling 14.0 880.0 60.0 -0.061 0.074 1000.0 -1000.0 -0.019 -1000.0 FOXA2 and FOXA3 transcription factor networks 14.0 644.0 46.0 -0.056 0.044 1000.0 -1000.0 -0.086 -1000.0 TCGA08_rtk_signaling 14.0 387.0 26.0 -0.013 0.048 1000.0 -1000.0 -0.011 -1000.0 mTOR signaling pathway 13.0 712.0 53.0 -0.139 0.05 1000.0 -1000.0 -0.019 -1000.0 Retinoic acid receptors-mediated signaling 13.0 789.0 58.0 -0.042 0.049 1000.0 -1000.0 -0.032 -1000.0 IL2 signaling events mediated by STAT5 13.0 300.0 22.0 -0.014 0.048 1000.0 -1000.0 -0.017 -1000.0 LPA4-mediated signaling events 11.0 139.0 12.0 -0.03 0.021 1000.0 -1000.0 -0.017 -1000.0 IFN-gamma pathway 11.0 812.0 68.0 -0.023 0.073 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class III 11.0 444.0 40.0 -0.068 0.05 1000.0 -1000.0 -0.039 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 10.0 885.0 83.0 -0.047 0.049 1000.0 -1000.0 -0.022 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 10.0 466.0 45.0 -0.0 0.063 1000.0 -1000.0 -0.036 -1000.0 PDGFR-beta signaling pathway 10.0 1028.0 97.0 -0.101 0.07 1000.0 -1000.0 -0.042 -1000.0 Class I PI3K signaling events mediated by Akt 9.0 624.0 68.0 -0.033 0.05 1000.0 -1000.0 -0.022 -1000.0 Paxillin-dependent events mediated by a4b1 9.0 333.0 36.0 -0.046 0.048 1000.0 -1000.0 -0.025 -1000.0 Syndecan-3-mediated signaling events 9.0 345.0 35.0 -0.022 0.072 1000.0 -1000.0 -0.014 -1000.0 FoxO family signaling 8.0 556.0 64.0 -0.021 0.06 1000.0 -1000.0 -0.048 -1000.0 E-cadherin signaling in the nascent adherens junction 8.0 663.0 76.0 -0.019 0.056 1000.0 -1000.0 -0.039 -1000.0 Regulation of Telomerase 8.0 822.0 102.0 -0.025 0.058 1000.0 -1000.0 -0.026 -1000.0 E-cadherin signaling in keratinocytes 8.0 351.0 43.0 -0.016 0.046 1000.0 -1000.0 -0.017 -1000.0 Canonical NF-kappaB pathway 7.0 284.0 39.0 -0.004 0.056 1000.0 -1000.0 -0.021 -1000.0 Atypical NF-kappaB pathway 7.0 243.0 31.0 -0.01 0.031 1000.0 -1000.0 -0.022 -1000.0 p38 MAPK signaling pathway 7.0 349.0 44.0 -0.03 0.069 1000.0 -1000.0 -0.018 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 83.0 15.0 -0.017 0.029 1000.0 -1000.0 -0.024 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.028 0.028 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by HDAC Class II 4.0 313.0 75.0 -0.028 0.065 1000.0 -1000.0 -0.024 -1000.0 PLK2 and PLK4 events 4.0 13.0 3.0 -0.013 0.027 1000.0 -1000.0 -0.023 -1000.0 Circadian rhythm pathway 4.0 101.0 22.0 -0.007 0.039 1000.0 -1000.0 -0.023 -1000.0 Insulin-mediated glucose transport 4.0 133.0 32.0 -0.013 0.046 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 4.0 216.0 48.0 -0.011 0.049 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 85.0 23.0 0.008 0.053 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class I 2.0 309.0 104.0 -0.052 0.064 1000.0 -1000.0 -0.035 -1000.0 Arf6 trafficking events 2.0 210.0 71.0 -0.046 0.05 1000.0 -1000.0 -0.036 -1000.0 Arf1 pathway 2.0 119.0 54.0 -0.006 0.048 1000.0 -1000.0 -0.012 -1000.0 Arf6 downstream pathway 1.0 67.0 43.0 -0.053 0.054 1000.0 -1000.0 -0.032 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 11.0 27.0 -0.011 0.059 1000.0 -1000.0 -0.026 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.024 0.046 1000.0 -1000.0 0.018 -1000.0 Alternative NF-kappaB pathway 0.0 9.0 13.0 -0.0 0.07 1000.0 -1000.0 -0.0 -1000.0 Total 3178 186867 7203 -8.95824755006 7.56275236335 131000 -131000 -3.76163786975 -131000