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 247.0 1731.0 7.0 -0.421 -0.0 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 168.0 13123.0 78.0 -0.753 0.237 1000.0 -1000.0 -0.051 -1000.0 Reelin signaling pathway 136.0 7635.0 56.0 -0.462 0.061 1000.0 -1000.0 -0.037 -1000.0 Signaling events regulated by Ret tyrosine kinase 136.0 11193.0 82.0 -0.367 0.027 1000.0 -1000.0 -0.065 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 121.0 8258.0 68.0 -0.732 0.352 1000.0 -1000.0 -0.049 -1000.0 PDGFR-alpha signaling pathway 94.0 4171.0 44.0 -0.4 0.043 1000.0 -1000.0 -0.034 -1000.0 FOXA2 and FOXA3 transcription factor networks 88.0 4052.0 46.0 -0.843 0.031 1000.0 -1000.0 -0.063 -1000.0 Nongenotropic Androgen signaling 86.0 4516.0 52.0 -0.262 0.19 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by the Hedgehog family 83.0 4329.0 52.0 -0.291 0.138 1000.0 -1000.0 -0.039 -1000.0 Noncanonical Wnt signaling pathway 81.0 2118.0 26.0 -0.326 0.027 1000.0 -1000.0 -0.048 -1000.0 Wnt signaling 77.0 542.0 7.0 -0.326 0.014 1000.0 -1000.0 -0.025 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 68.0 3677.0 54.0 -0.462 0.039 1000.0 -1000.0 -0.066 -1000.0 Calcium signaling in the CD4+ TCR pathway 68.0 2119.0 31.0 -0.355 0.027 1000.0 -1000.0 -0.049 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 67.0 2311.0 34.0 -0.103 0.027 1000.0 -1000.0 -0.038 -1000.0 IL4-mediated signaling events 65.0 5919.0 91.0 -1.182 0.574 1000.0 -1000.0 -0.064 -1000.0 Glypican 1 network 63.0 3028.0 48.0 -0.299 0.052 1000.0 -1000.0 -0.025 -1000.0 Endothelins 63.0 6054.0 96.0 -0.316 0.029 1000.0 -1000.0 -0.052 -1000.0 IGF1 pathway 60.0 3456.0 57.0 -0.14 0.063 1000.0 -1000.0 -0.057 -1000.0 Ephrin B reverse signaling 54.0 2592.0 48.0 -0.237 0.117 1000.0 -1000.0 -0.029 -1000.0 HIF-1-alpha transcription factor network 53.0 4063.0 76.0 -0.487 0.041 1000.0 -1000.0 -0.068 -1000.0 Coregulation of Androgen receptor activity 51.0 3896.0 76.0 -0.678 0.076 1000.0 -1000.0 -0.024 -1000.0 BMP receptor signaling 50.0 4056.0 81.0 -0.445 0.052 1000.0 -1000.0 -0.063 -1000.0 TCR signaling in naïve CD8+ T cells 49.0 4564.0 93.0 -0.155 0.046 1000.0 -1000.0 -0.049 -1000.0 IL23-mediated signaling events 49.0 2994.0 60.0 -0.265 0.027 1000.0 -1000.0 -0.053 -1000.0 EPHB forward signaling 48.0 4099.0 85.0 -0.236 0.111 1000.0 -1000.0 -0.066 -1000.0 Arf6 signaling events 44.0 2753.0 62.0 -0.257 0.062 1000.0 -1000.0 -0.039 -1000.0 Glucocorticoid receptor regulatory network 44.0 5063.0 114.0 -0.449 0.257 1000.0 -1000.0 -0.055 -1000.0 IL12-mediated signaling events 40.0 3498.0 87.0 -0.358 0.029 1000.0 -1000.0 -0.069 -1000.0 Signaling mediated by p38-alpha and p38-beta 40.0 1789.0 44.0 -0.225 0.027 1000.0 -1000.0 -0.023 -1000.0 Thromboxane A2 receptor signaling 36.0 3825.0 105.0 -0.163 0.047 1000.0 -1000.0 -0.045 -1000.0 Hedgehog signaling events mediated by Gli proteins 36.0 2377.0 65.0 -0.582 0.064 1000.0 -1000.0 -0.037 -1000.0 EGFR-dependent Endothelin signaling events 31.0 669.0 21.0 -0.075 0.038 1000.0 -1000.0 -0.048 -1000.0 IL6-mediated signaling events 30.0 2292.0 75.0 -0.149 0.054 1000.0 -1000.0 -0.043 -1000.0 Plasma membrane estrogen receptor signaling 26.0 2240.0 86.0 -0.135 0.049 1000.0 -1000.0 -0.06 -1000.0 Ras signaling in the CD4+ TCR pathway 26.0 452.0 17.0 -0.105 0.041 1000.0 -1000.0 -0.028 -1000.0 ErbB2/ErbB3 signaling events 25.0 1628.0 65.0 -0.166 0.037 1000.0 -1000.0 -0.062 -1000.0 Syndecan-1-mediated signaling events 25.0 852.0 34.0 -0.079 0.027 1000.0 -1000.0 -0.034 -1000.0 Osteopontin-mediated events 25.0 975.0 38.0 -0.149 0.043 1000.0 -1000.0 -0.04 -1000.0 IFN-gamma pathway 25.0 1762.0 68.0 -0.17 0.035 1000.0 -1000.0 -0.047 -1000.0 Regulation of p38-alpha and p38-beta 25.0 1396.0 54.0 -0.359 0.065 1000.0 -1000.0 -0.051 -1000.0 FAS signaling pathway (CD95) 24.0 1172.0 47.0 -0.196 0.042 1000.0 -1000.0 -0.035 -1000.0 Regulation of Androgen receptor activity 24.0 1748.0 70.0 -0.448 0.036 1000.0 -1000.0 -0.058 -1000.0 BCR signaling pathway 23.0 2337.0 99.0 -0.103 0.048 1000.0 -1000.0 -0.059 -1000.0 Syndecan-4-mediated signaling events 23.0 1545.0 67.0 -0.156 0.039 1000.0 -1000.0 -0.036 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 22.0 1879.0 85.0 -0.218 0.135 1000.0 -1000.0 -0.043 -1000.0 Ceramide signaling pathway 20.0 1559.0 76.0 -0.15 0.075 1000.0 -1000.0 -0.036 -1000.0 LPA receptor mediated events 20.0 2078.0 102.0 -0.153 0.035 1000.0 -1000.0 -0.062 -1000.0 Fc-epsilon receptor I signaling in mast cells 19.0 1924.0 97.0 -0.149 0.044 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by PRL 19.0 660.0 34.0 -0.087 0.04 1000.0 -1000.0 -0.039 -1000.0 Angiopoietin receptor Tie2-mediated signaling 18.0 1647.0 88.0 -0.255 0.039 1000.0 -1000.0 -0.066 -1000.0 ceramide signaling pathway 17.0 842.0 49.0 -0.055 0.039 1000.0 -1000.0 -0.04 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 17.0 887.0 52.0 -0.179 0.057 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PTP1B 16.0 1219.0 76.0 -0.19 0.039 1000.0 -1000.0 -0.034 -1000.0 Integrins in angiogenesis 16.0 1420.0 84.0 -0.141 0.056 1000.0 -1000.0 -0.049 -1000.0 IL27-mediated signaling events 16.0 862.0 51.0 -0.106 0.045 1000.0 -1000.0 -0.047 -1000.0 JNK signaling in the CD4+ TCR pathway 15.0 269.0 17.0 -0.084 0.026 1000.0 -1000.0 -0.031 -1000.0 amb2 Integrin signaling 15.0 1284.0 82.0 -0.186 0.035 1000.0 -1000.0 -0.042 -1000.0 LPA4-mediated signaling events 14.0 175.0 12.0 -0.054 0.004 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Cones 14.0 551.0 38.0 -0.043 0.043 1000.0 -1000.0 -0.016 -1000.0 p75(NTR)-mediated signaling 14.0 1848.0 125.0 -0.281 0.071 1000.0 -1000.0 -0.061 -1000.0 mTOR signaling pathway 14.0 793.0 53.0 -0.042 0.03 1000.0 -1000.0 -0.041 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 14.0 659.0 45.0 -0.056 0.076 1000.0 -1000.0 -0.042 -1000.0 Insulin Pathway 14.0 1080.0 74.0 -0.054 0.065 1000.0 -1000.0 -0.045 -1000.0 VEGFR1 specific signals 14.0 825.0 56.0 -0.045 0.058 1000.0 -1000.0 -0.053 -1000.0 Regulation of nuclear SMAD2/3 signaling 13.0 1874.0 136.0 -0.261 0.053 1000.0 -1000.0 -0.043 -1000.0 Nectin adhesion pathway 13.0 876.0 63.0 -0.109 0.073 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by HDAC Class III 13.0 554.0 40.0 -0.283 0.047 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 13.0 862.0 62.0 -0.077 0.062 1000.0 -1000.0 -0.044 -1000.0 Rapid glucocorticoid signaling 13.0 262.0 20.0 -0.061 0.034 1000.0 -1000.0 -0.006 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 13.0 1650.0 120.0 -0.241 0.074 1000.0 -1000.0 -0.049 -1000.0 Caspase cascade in apoptosis 12.0 952.0 74.0 -0.056 0.046 1000.0 -1000.0 -0.035 -1000.0 Cellular roles of Anthrax toxin 12.0 469.0 39.0 -0.056 0.027 1000.0 -1000.0 -0.02 -1000.0 Presenilin action in Notch and Wnt signaling 12.0 759.0 61.0 -0.149 0.07 1000.0 -1000.0 -0.054 -1000.0 IL2 signaling events mediated by PI3K 12.0 725.0 58.0 -0.059 0.048 1000.0 -1000.0 -0.042 -1000.0 FOXM1 transcription factor network 12.0 662.0 51.0 -0.221 0.051 1000.0 -1000.0 -0.087 -1000.0 Syndecan-3-mediated signaling events 11.0 397.0 35.0 -0.114 0.07 1000.0 -1000.0 -0.03 -1000.0 Visual signal transduction: Rods 11.0 601.0 52.0 -0.073 0.045 1000.0 -1000.0 -0.027 -1000.0 ErbB4 signaling events 10.0 744.0 69.0 -0.052 0.037 1000.0 -1000.0 -0.043 -1000.0 BARD1 signaling events 10.0 576.0 57.0 -0.04 0.051 1000.0 -1000.0 -0.052 -1000.0 Syndecan-2-mediated signaling events 10.0 721.0 69.0 -0.156 0.05 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 10.0 378.0 36.0 -0.054 0.027 1000.0 -1000.0 -0.037 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 750.0 74.0 -0.127 0.068 1000.0 -1000.0 -0.067 -1000.0 TCGA08_p53 9.0 67.0 7.0 -0.025 0.025 1000.0 -1000.0 -0.013 -1000.0 Retinoic acid receptors-mediated signaling 9.0 533.0 58.0 -0.037 0.054 1000.0 -1000.0 -0.035 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 690.0 83.0 -0.172 0.049 1000.0 -1000.0 -0.03 -1000.0 TCGA08_rtk_signaling 8.0 225.0 26.0 -0.183 0.045 1000.0 -1000.0 -0.008 -1000.0 Regulation of Telomerase 8.0 863.0 102.0 -0.189 0.071 1000.0 -1000.0 -0.05 -1000.0 S1P3 pathway 8.0 365.0 42.0 -0.135 0.048 1000.0 -1000.0 -0.04 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 204.0 28.0 -0.135 0.056 1000.0 -1000.0 -0.023 -1000.0 Class I PI3K signaling events 7.0 582.0 73.0 -0.19 0.05 1000.0 -1000.0 -0.046 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 249.0 33.0 -0.11 0.055 1000.0 -1000.0 -0.031 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.015 0.015 1000.0 -1000.0 -0.003 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 32.0 5.0 0.004 0.034 1000.0 -1000.0 -0.006 -1000.0 PLK1 signaling events 6.0 554.0 85.0 -0.006 0.049 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by STAT5 6.0 135.0 22.0 -0.033 0.033 1000.0 -1000.0 -0.034 -1000.0 TCGA08_retinoblastoma 6.0 54.0 8.0 -0.035 0.031 1000.0 -1000.0 -0.001 -1000.0 Insulin-mediated glucose transport 5.0 161.0 32.0 -0.085 0.05 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 627.0 125.0 -0.008 0.07 1000.0 -1000.0 -0.052 -1000.0 PDGFR-beta signaling pathway 5.0 501.0 97.0 -0.146 0.079 1000.0 -1000.0 -0.052 -1000.0 S1P4 pathway 5.0 140.0 25.0 -0.003 0.047 1000.0 -1000.0 -0.03 -1000.0 Aurora B signaling 5.0 368.0 67.0 -0.323 0.101 1000.0 -1000.0 -0.039 -1000.0 Circadian rhythm pathway 4.0 98.0 22.0 -0.017 0.04 1000.0 -1000.0 -0.023 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 304.0 68.0 -0.085 0.05 1000.0 -1000.0 -0.037 -1000.0 S1P5 pathway 4.0 72.0 17.0 -0.007 0.032 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class I 4.0 510.0 104.0 -0.056 0.063 1000.0 -1000.0 -0.034 -1000.0 Atypical NF-kappaB pathway 4.0 126.0 31.0 -0.018 0.04 1000.0 -1000.0 -0.023 -1000.0 Canonical Wnt signaling pathway 4.0 219.0 51.0 -0.037 0.065 1000.0 -1000.0 -0.049 -1000.0 Effects of Botulinum toxin 4.0 127.0 26.0 -0.067 0.048 1000.0 -1000.0 -0.01 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 71.0 23.0 -0.016 0.049 1000.0 -1000.0 -0.025 -1000.0 Canonical NF-kappaB pathway 3.0 149.0 39.0 -0.056 0.062 1000.0 -1000.0 -0.038 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 137.0 37.0 -0.0 0.063 1000.0 -1000.0 -0.035 -1000.0 FoxO family signaling 3.0 246.0 64.0 -0.085 0.104 1000.0 -1000.0 -0.051 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 53.0 15.0 -0.005 0.027 1000.0 -1000.0 -0.03 -1000.0 E-cadherin signaling in keratinocytes 3.0 146.0 43.0 -0.03 0.051 1000.0 -1000.0 -0.039 -1000.0 p38 MAPK signaling pathway 3.0 170.0 44.0 -0.032 0.049 1000.0 -1000.0 -0.025 -1000.0 Aurora A signaling 2.0 128.0 60.0 -0.025 0.055 1000.0 -1000.0 -0.022 -1000.0 EPO signaling pathway 2.0 158.0 55.0 -0.015 0.059 1000.0 -1000.0 -0.051 -1000.0 TRAIL signaling pathway 2.0 109.0 48.0 -0.014 0.074 1000.0 -1000.0 -0.045 -1000.0 HIF-2-alpha transcription factor network 2.0 126.0 43.0 -0.16 0.164 1000.0 -1000.0 -0.042 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 96.0 36.0 -0.053 0.055 1000.0 -1000.0 -0.04 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 156.0 76.0 -0.059 0.066 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by HDAC Class II 1.0 89.0 75.0 -0.036 0.074 1000.0 -1000.0 -0.027 -1000.0 Arf6 trafficking events 1.0 104.0 71.0 -0.048 0.05 1000.0 -1000.0 -0.024 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.016 0.027 1000.0 -1000.0 -0.015 -1000.0 Arf6 downstream pathway 0.0 9.0 43.0 -0.061 0.045 1000.0 -1000.0 -0.031 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.007 0.046 1000.0 -1000.0 -0.014 -1000.0 Glypican 2 network 0.0 3.0 4.0 -0.02 0.016 1000.0 -1000.0 0.003 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 13.0 27.0 -0.0 0.067 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.026 0.052 1000.0 -1000.0 0.003 -1000.0 Arf1 pathway 0.0 21.0 54.0 -0.001 0.052 1000.0 -1000.0 -0.018 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.073 1000.0 -1000.0 -0.002 -1000.0 Total 3425 198957 7203 -22.3782227819 8.07504148052 131000 -131000 -5.04384923576 -131000