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 Nephrin/Neph1 signaling in the kidney podocyte 132.0 4512.0 34.0 -0.626 0.012 1000.0 -1000.0 -0.055 -1000.0 EGFR-dependent Endothelin signaling events 114.0 2399.0 21.0 -0.732 0.018 1000.0 -1000.0 -0.062 -1000.0 Angiopoietin receptor Tie2-mediated signaling 112.0 9878.0 88.0 -1.086 0.1 1000.0 -1000.0 -0.092 -1000.0 PDGFR-alpha signaling pathway 85.0 3749.0 44.0 -0.382 0.029 1000.0 -1000.0 -0.051 -1000.0 FOXA2 and FOXA3 transcription factor networks 60.0 2802.0 46.0 -1.124 0.019 1000.0 -1000.0 -0.076 -1000.0 Signaling mediated by p38-alpha and p38-beta 56.0 2507.0 44.0 -0.293 0.012 1000.0 -1000.0 -0.044 -1000.0 Thromboxane A2 receptor signaling 55.0 5830.0 105.0 -0.732 0.088 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 46.0 3603.0 78.0 -0.424 0.099 1000.0 -1000.0 -0.068 -1000.0 Arf6 signaling events 44.0 2761.0 62.0 -0.732 0.031 1000.0 -1000.0 -0.063 -1000.0 Endothelins 42.0 4122.0 96.0 -0.638 0.012 1000.0 -1000.0 -0.082 -1000.0 Glypican 1 network 39.0 1919.0 48.0 -0.432 0.03 1000.0 -1000.0 -0.048 -1000.0 IL4-mediated signaling events 35.0 3208.0 91.0 -0.916 0.57 1000.0 -1000.0 -0.128 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 35.0 4453.0 125.0 -0.179 0.032 1000.0 -1000.0 -0.093 -1000.0 BMP receptor signaling 34.0 2813.0 81.0 -0.55 0.018 1000.0 -1000.0 -0.094 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 33.0 2263.0 68.0 -0.623 0.084 1000.0 -1000.0 -0.1 -1000.0 S1P1 pathway 32.0 1157.0 36.0 -0.274 0.012 1000.0 -1000.0 -0.052 -1000.0 amb2 Integrin signaling 30.0 2484.0 82.0 -0.472 0.012 1000.0 -1000.0 -0.072 -1000.0 TCGA08_retinoblastoma 29.0 233.0 8.0 -0.203 0.052 1000.0 -1000.0 -0.019 -1000.0 Syndecan-1-mediated signaling events 26.0 897.0 34.0 -0.138 0.012 1000.0 -1000.0 -0.046 -1000.0 Integrins in angiogenesis 23.0 1989.0 84.0 -0.523 0.033 1000.0 -1000.0 -0.087 -1000.0 Glypican 2 network 21.0 86.0 4.0 -0.1 -0.091 1000.0 -1000.0 -0.024 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 21.0 1582.0 74.0 -0.732 0.045 1000.0 -1000.0 -0.09 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2302.0 120.0 -0.354 0.129 1000.0 -1000.0 -0.069 -1000.0 Noncanonical Wnt signaling pathway 18.0 484.0 26.0 -0.159 0.012 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by PTP1B 18.0 1369.0 76.0 -0.736 0.092 1000.0 -1000.0 -0.083 -1000.0 Aurora C signaling 18.0 132.0 7.0 -0.109 0.012 1000.0 -1000.0 -0.03 -1000.0 Syndecan-4-mediated signaling events 18.0 1246.0 67.0 -0.422 0.072 1000.0 -1000.0 -0.09 -1000.0 Signaling events regulated by Ret tyrosine kinase 17.0 1454.0 82.0 -0.144 0.012 1000.0 -1000.0 -0.078 -1000.0 Wnt signaling 17.0 121.0 7.0 -0.083 0.012 1000.0 -1000.0 -0.023 -1000.0 Plasma membrane estrogen receptor signaling 17.0 1534.0 86.0 -0.224 0.023 1000.0 -1000.0 -0.079 -1000.0 LPA4-mediated signaling events 16.0 195.0 12.0 -0.251 0.018 1000.0 -1000.0 -0.025 -1000.0 Glucocorticoid receptor regulatory network 16.0 1848.0 114.0 -0.718 0.198 1000.0 -1000.0 -0.067 -1000.0 TCR signaling in naïve CD8+ T cells 16.0 1536.0 93.0 -0.564 0.265 1000.0 -1000.0 -0.079 -1000.0 IL6-mediated signaling events 16.0 1242.0 75.0 -0.226 0.052 1000.0 -1000.0 -0.074 -1000.0 E-cadherin signaling events 16.0 81.0 5.0 -0.064 0.012 1000.0 -1000.0 -0.047 -1000.0 Ephrin A reverse signaling 15.0 110.0 7.0 -0.051 -0.0 1000.0 -1000.0 -0.033 -1000.0 Calcium signaling in the CD4+ TCR pathway 15.0 489.0 31.0 -0.199 0.013 1000.0 -1000.0 -0.071 -1000.0 Coregulation of Androgen receptor activity 14.0 1095.0 76.0 -0.756 0.022 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by the Hedgehog family 14.0 769.0 52.0 -0.08 0.031 1000.0 -1000.0 -0.049 -1000.0 HIF-1-alpha transcription factor network 14.0 1089.0 76.0 -0.2 0.046 1000.0 -1000.0 -0.107 -1000.0 Ceramide signaling pathway 14.0 1095.0 76.0 -0.732 0.251 1000.0 -1000.0 -0.06 -1000.0 p75(NTR)-mediated signaling 13.0 1651.0 125.0 -0.429 0.032 1000.0 -1000.0 -0.089 -1000.0 FoxO family signaling 13.0 879.0 64.0 -0.774 0.091 1000.0 -1000.0 -0.06 -1000.0 IL27-mediated signaling events 13.0 701.0 51.0 -1.051 0.175 1000.0 -1000.0 -0.074 -1000.0 Visual signal transduction: Rods 13.0 697.0 52.0 -0.278 0.012 1000.0 -1000.0 -0.077 -1000.0 FOXM1 transcription factor network 13.0 691.0 51.0 -0.197 0.028 1000.0 -1000.0 -0.166 -1000.0 S1P3 pathway 12.0 522.0 42.0 -0.203 0.018 1000.0 -1000.0 -0.035 -1000.0 Presenilin action in Notch and Wnt signaling 11.0 684.0 61.0 -0.25 0.116 1000.0 -1000.0 -0.062 -1000.0 Reelin signaling pathway 11.0 631.0 56.0 -0.199 0.018 1000.0 -1000.0 -0.07 -1000.0 EPHB forward signaling 11.0 956.0 85.0 -0.198 0.068 1000.0 -1000.0 -0.086 -1000.0 Nongenotropic Androgen signaling 11.0 609.0 52.0 -0.078 0.019 1000.0 -1000.0 -0.064 -1000.0 Regulation of nuclear SMAD2/3 signaling 10.0 1383.0 136.0 -0.619 0.106 1000.0 -1000.0 -0.062 -1000.0 ErbB4 signaling events 10.0 720.0 69.0 -0.238 0.115 1000.0 -1000.0 -0.084 -1000.0 Osteopontin-mediated events 10.0 394.0 38.0 -0.104 0.029 1000.0 -1000.0 -0.096 -1000.0 Regulation of Androgen receptor activity 10.0 719.0 70.0 -0.87 0.027 1000.0 -1000.0 -0.062 -1000.0 Aurora B signaling 10.0 679.0 67.0 -0.313 0.012 1000.0 -1000.0 -0.063 -1000.0 Sphingosine 1-phosphate (S1P) pathway 9.0 271.0 28.0 -0.203 0.018 1000.0 -1000.0 -0.027 -1000.0 Regulation of Telomerase 9.0 932.0 102.0 -0.732 0.043 1000.0 -1000.0 -0.105 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 9.0 314.0 33.0 -0.2 0.035 1000.0 -1000.0 -0.058 -1000.0 E-cadherin signaling in keratinocytes 9.0 400.0 43.0 -0.323 0.033 1000.0 -1000.0 -0.07 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 145.0 17.0 -0.045 0.02 1000.0 -1000.0 -0.065 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 688.0 85.0 -0.104 0.017 1000.0 -1000.0 -0.08 -1000.0 Effects of Botulinum toxin 8.0 212.0 26.0 -0.261 0.015 1000.0 -1000.0 -0.056 -1000.0 E-cadherin signaling in the nascent adherens junction 8.0 659.0 76.0 -0.064 0.027 1000.0 -1000.0 -0.085 -1000.0 IL1-mediated signaling events 7.0 443.0 62.0 -0.244 0.058 1000.0 -1000.0 -0.098 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 7.0 380.0 52.0 -0.269 0.057 1000.0 -1000.0 -0.066 -1000.0 Syndecan-3-mediated signaling events 7.0 274.0 35.0 -0.18 0.018 1000.0 -1000.0 -0.06 -1000.0 IL23-mediated signaling events 7.0 430.0 60.0 -0.203 0.02 1000.0 -1000.0 -0.168 -1000.0 Caspase cascade in apoptosis 6.0 510.0 74.0 -0.413 0.041 1000.0 -1000.0 -0.035 -1000.0 IL12-mediated signaling events 6.0 602.0 87.0 -0.149 0.038 1000.0 -1000.0 -0.117 -1000.0 BARD1 signaling events 6.0 389.0 57.0 -0.098 0.023 1000.0 -1000.0 -0.062 -1000.0 Syndecan-2-mediated signaling events 6.0 452.0 69.0 -0.472 0.039 1000.0 -1000.0 -0.044 -1000.0 Ephrin B reverse signaling 6.0 301.0 48.0 -0.109 0.036 1000.0 -1000.0 -0.066 -1000.0 TCGA08_rtk_signaling 6.0 171.0 26.0 -0.377 0.025 1000.0 -1000.0 -0.019 -1000.0 BCR signaling pathway 6.0 666.0 99.0 -0.065 0.033 1000.0 -1000.0 -0.084 -1000.0 PDGFR-beta signaling pathway 6.0 677.0 97.0 -0.12 0.043 1000.0 -1000.0 -0.091 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.008 -1000.0 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.002 0.011 1000.0 -1000.0 -0.018 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 5.0 290.0 54.0 -0.19 0.025 1000.0 -1000.0 -0.087 -1000.0 Canonical Wnt signaling pathway 5.0 263.0 51.0 -0.25 0.122 1000.0 -1000.0 -0.06 -1000.0 Regulation of p38-alpha and p38-beta 5.0 291.0 54.0 -0.212 0.063 1000.0 -1000.0 -0.056 -1000.0 IGF1 pathway 5.0 315.0 57.0 -0.033 0.038 1000.0 -1000.0 -0.093 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 91.0 17.0 -0.004 0.027 1000.0 -1000.0 -0.037 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 394.0 97.0 -0.104 0.028 1000.0 -1000.0 -0.081 -1000.0 Nectin adhesion pathway 4.0 268.0 63.0 -0.064 0.044 1000.0 -1000.0 -0.072 -1000.0 S1P5 pathway 4.0 74.0 17.0 -0.044 0.025 1000.0 -1000.0 -0.036 -1000.0 FAS signaling pathway (CD95) 4.0 215.0 47.0 -0.204 0.015 1000.0 -1000.0 -0.046 -1000.0 LPA receptor mediated events 4.0 440.0 102.0 -0.104 0.053 1000.0 -1000.0 -0.084 -1000.0 Signaling events mediated by PRL 4.0 168.0 34.0 -0.032 0.021 1000.0 -1000.0 -0.038 -1000.0 S1P4 pathway 4.0 116.0 25.0 -0.044 0.027 1000.0 -1000.0 -0.047 -1000.0 ErbB2/ErbB3 signaling events 3.0 198.0 65.0 -0.087 0.034 1000.0 -1000.0 -0.062 -1000.0 Cellular roles of Anthrax toxin 3.0 147.0 39.0 -0.214 0.018 1000.0 -1000.0 -0.028 -1000.0 IFN-gamma pathway 3.0 257.0 68.0 -0.281 0.069 1000.0 -1000.0 -0.097 -1000.0 HIF-2-alpha transcription factor network 3.0 135.0 43.0 -0.249 0.095 1000.0 -1000.0 -0.079 -1000.0 IL2 signaling events mediated by PI3K 3.0 214.0 58.0 -0.044 0.061 1000.0 -1000.0 -0.071 -1000.0 Class I PI3K signaling events 3.0 235.0 73.0 -0.045 0.037 1000.0 -1000.0 -0.066 -1000.0 Arf6 trafficking events 3.0 276.0 71.0 -0.34 0.04 1000.0 -1000.0 -0.077 -1000.0 Signaling events mediated by HDAC Class II 2.0 215.0 75.0 -0.167 0.037 1000.0 -1000.0 -0.055 -1000.0 PLK1 signaling events 2.0 207.0 85.0 -0.067 0.025 1000.0 -1000.0 -0.047 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 185.0 83.0 -0.215 0.05 1000.0 -1000.0 -0.072 -1000.0 IL2 signaling events mediated by STAT5 2.0 53.0 22.0 -0.026 0.052 1000.0 -1000.0 -0.048 -1000.0 Insulin Pathway 2.0 159.0 74.0 -0.05 0.033 1000.0 -1000.0 -0.085 -1000.0 VEGFR1 specific signals 2.0 123.0 56.0 -0.009 0.045 1000.0 -1000.0 -0.084 -1000.0 Visual signal transduction: Cones 1.0 46.0 38.0 -0.014 0.014 1000.0 -1000.0 -0.051 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 89.0 65.0 -0.044 0.061 1000.0 -1000.0 -0.059 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 54.0 37.0 -0.028 0.038 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by HDAC Class I 1.0 185.0 104.0 -0.167 0.052 1000.0 -1000.0 -0.057 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 25.0 15.0 -0.0 0.026 1000.0 -1000.0 -0.031 -1000.0 Retinoic acid receptors-mediated signaling 1.0 80.0 58.0 -0.076 0.033 1000.0 -1000.0 -0.071 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 52.0 45.0 -0.017 0.067 1000.0 -1000.0 -0.082 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 -0.002 0.044 1000.0 -1000.0 -0.055 -1000.0 Canonical NF-kappaB pathway 0.0 9.0 39.0 -0.009 0.076 1000.0 -1000.0 -0.077 -1000.0 Circadian rhythm pathway 0.0 14.0 22.0 -0.013 0.044 1000.0 -1000.0 -0.056 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.012 0.018 1000.0 -1000.0 -0.016 -1000.0 Aurora A signaling 0.0 39.0 60.0 -0.068 0.036 1000.0 -1000.0 -0.048 -1000.0 Arf6 downstream pathway 0.0 0.0 43.0 -0.027 0.028 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 0.0 53.0 55.0 -0.032 0.074 1000.0 -1000.0 -0.094 -1000.0 Insulin-mediated glucose transport 0.0 10.0 32.0 -0.117 0.07 1000.0 -1000.0 -0.054 -1000.0 mTOR signaling pathway 0.0 45.0 53.0 -0.006 0.033 1000.0 -1000.0 -0.059 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 10.0 68.0 -0.117 0.047 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by HDAC Class III 0.0 22.0 40.0 -0.019 0.021 1000.0 -1000.0 -0.037 -1000.0 TRAIL signaling pathway 0.0 10.0 48.0 -0.003 0.043 1000.0 -1000.0 -0.059 -1000.0 ceramide signaling pathway 0.0 14.0 49.0 -0.012 0.048 1000.0 -1000.0 -0.042 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.133 0.084 1000.0 -1000.0 -0.013 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 4.0 36.0 -0.036 0.038 1000.0 -1000.0 -0.069 -1000.0 Atypical NF-kappaB pathway 0.0 29.0 31.0 -0.003 0.044 1000.0 -1000.0 -0.043 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.001 0.032 1000.0 -1000.0 -0.052 -1000.0 Rapid glucocorticoid signaling 0.0 15.0 20.0 -0.002 0.012 1000.0 -1000.0 -0.034 -1000.0 p38 MAPK signaling pathway 0.0 26.0 44.0 -0.059 0.034 1000.0 -1000.0 -0.06 -1000.0 Arf1 pathway 0.0 0.0 54.0 -0.005 0.03 1000.0 -1000.0 -0.047 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.018 1000.0 -1000.0 -0.056 -1000.0 Total 1831 110477 7203 -32.4999523836 -993.73247959 131000 -131000 -8.37708254045 -131000