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 FOXM1 transcription factor network 235.0 12028.0 51.0 -0.034 0.781 1000.0 -1000.0 -0.087 -1000.0 Glypican 2 network 177.0 711.0 4.0 0.092 0.137 1000.0 -1000.0 0.017 -1000.0 Angiopoietin receptor Tie2-mediated signaling 153.0 13491.0 88.0 -0.591 0.115 1000.0 -1000.0 -0.059 -1000.0 HIF-1-alpha transcription factor network 124.0 9424.0 76.0 -0.06 0.434 1000.0 -1000.0 -0.035 -1000.0 Aurora B signaling 123.0 8270.0 67.0 -0.137 0.275 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by the Hedgehog family 119.0 6217.0 52.0 -0.22 0.103 1000.0 -1000.0 -0.023 -1000.0 Endothelins 84.0 8066.0 96.0 -0.311 0.196 1000.0 -1000.0 -0.045 -1000.0 PLK1 signaling events 75.0 6423.0 85.0 -0.049 0.195 1000.0 -1000.0 -0.03 -1000.0 Aurora C signaling 70.0 493.0 7.0 -0.0 0.165 1000.0 -1000.0 -0.009 -1000.0 Signaling mediated by p38-alpha and p38-beta 67.0 2982.0 44.0 -0.101 0.021 1000.0 -1000.0 -0.019 -1000.0 Visual signal transduction: Cones 63.0 2424.0 38.0 -0.08 0.123 1000.0 -1000.0 -0.014 -1000.0 Signaling events regulated by Ret tyrosine kinase 58.0 4783.0 82.0 -0.076 0.059 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 55.0 2570.0 46.0 -0.196 0.157 1000.0 -1000.0 -0.072 -1000.0 BMP receptor signaling 53.0 4320.0 81.0 -0.186 0.217 1000.0 -1000.0 -0.015 -1000.0 Fc-epsilon receptor I signaling in mast cells 53.0 5200.0 97.0 -0.095 0.021 1000.0 -1000.0 -0.042 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 53.0 2793.0 52.0 -0.143 0.045 1000.0 -1000.0 -0.022 -1000.0 IL4-mediated signaling events 52.0 4735.0 91.0 -0.623 0.337 1000.0 -1000.0 -0.117 -1000.0 amb2 Integrin signaling 52.0 4303.0 82.0 -0.289 0.084 1000.0 -1000.0 -0.026 -1000.0 Osteopontin-mediated events 46.0 1767.0 38.0 -0.0 0.233 1000.0 -1000.0 -0.03 -1000.0 Ephrin B reverse signaling 46.0 2249.0 48.0 -0.079 0.076 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Rods 45.0 2357.0 52.0 -0.08 0.1 1000.0 -1000.0 -0.03 -1000.0 p75(NTR)-mediated signaling 40.0 5005.0 125.0 -0.153 0.131 1000.0 -1000.0 -0.046 -1000.0 Canonical Wnt signaling pathway 40.0 2046.0 51.0 -0.206 0.095 1000.0 -1000.0 -0.027 -1000.0 Syndecan-1-mediated signaling events 39.0 1345.0 34.0 -0.0 0.211 1000.0 -1000.0 -0.022 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 39.0 2653.0 68.0 -0.158 0.07 1000.0 -1000.0 -0.071 -1000.0 Thromboxane A2 receptor signaling 38.0 4085.0 105.0 -0.125 0.071 1000.0 -1000.0 -0.036 -1000.0 IL23-mediated signaling events 37.0 2247.0 60.0 -0.214 0.025 1000.0 -1000.0 -0.087 -1000.0 TCGA08_retinoblastoma 36.0 293.0 8.0 -0.023 0.098 1000.0 -1000.0 -0.004 -1000.0 LPA4-mediated signaling events 35.0 421.0 12.0 -0.071 -0.0 1000.0 -1000.0 -0.016 -1000.0 Arf6 signaling events 35.0 2222.0 62.0 -0.106 0.071 1000.0 -1000.0 -0.017 -1000.0 Integrins in angiogenesis 35.0 2950.0 84.0 -0.069 0.229 1000.0 -1000.0 -0.033 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 35.0 4257.0 120.0 -0.163 0.144 1000.0 -1000.0 -0.038 -1000.0 Presenilin action in Notch and Wnt signaling 32.0 2004.0 61.0 -0.207 0.095 1000.0 -1000.0 -0.031 -1000.0 Reelin signaling pathway 32.0 1800.0 56.0 -0.038 0.049 1000.0 -1000.0 -0.023 -1000.0 IL6-mediated signaling events 32.0 2439.0 75.0 -0.149 0.057 1000.0 -1000.0 -0.034 -1000.0 Aurora A signaling 31.0 1906.0 60.0 -0.028 0.183 1000.0 -1000.0 -0.019 -1000.0 Glypican 1 network 30.0 1475.0 48.0 -0.066 0.037 1000.0 -1000.0 -0.022 -1000.0 Glucocorticoid receptor regulatory network 30.0 3449.0 114.0 -0.248 0.166 1000.0 -1000.0 -0.038 -1000.0 EGFR-dependent Endothelin signaling events 30.0 635.0 21.0 -0.027 0.071 1000.0 -1000.0 -0.029 -1000.0 TCGA08_p53 29.0 204.0 7.0 -0.023 0.019 1000.0 -1000.0 -0.007 -1000.0 Effects of Botulinum toxin 29.0 756.0 26.0 -0.0 0.045 1000.0 -1000.0 -0.01 -1000.0 Wnt signaling 28.0 197.0 7.0 -0.02 0.04 1000.0 -1000.0 -0.006 -1000.0 HIF-2-alpha transcription factor network 26.0 1146.0 43.0 -0.134 0.137 1000.0 -1000.0 -0.037 -1000.0 Nongenotropic Androgen signaling 25.0 1325.0 52.0 -0.056 0.041 1000.0 -1000.0 -0.02 -1000.0 Noncanonical Wnt signaling pathway 24.0 644.0 26.0 -0.042 0.04 1000.0 -1000.0 -0.024 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 24.0 792.0 33.0 -0.07 0.096 1000.0 -1000.0 -0.02 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 23.0 802.0 34.0 -0.035 0.06 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 23.0 1613.0 69.0 -0.111 0.146 1000.0 -1000.0 -0.026 -1000.0 Nectin adhesion pathway 23.0 1479.0 63.0 -0.047 0.051 1000.0 -1000.0 -0.031 -1000.0 IL1-mediated signaling events 23.0 1442.0 62.0 -0.08 0.042 1000.0 -1000.0 -0.036 -1000.0 Syndecan-4-mediated signaling events 23.0 1561.0 67.0 -0.041 0.122 1000.0 -1000.0 -0.026 -1000.0 PDGFR-alpha signaling pathway 22.0 978.0 44.0 -0.189 0.04 1000.0 -1000.0 -0.024 -1000.0 LPA receptor mediated events 22.0 2310.0 102.0 -0.056 0.085 1000.0 -1000.0 -0.062 -1000.0 Regulation of Androgen receptor activity 22.0 1565.0 70.0 -0.142 0.122 1000.0 -1000.0 -0.038 -1000.0 Syndecan-2-mediated signaling events 21.0 1495.0 69.0 -0.047 0.053 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 21.0 1362.0 64.0 -0.001 0.196 1000.0 -1000.0 -0.056 -1000.0 Ceramide signaling pathway 19.0 1495.0 76.0 -0.019 0.071 1000.0 -1000.0 -0.022 -1000.0 FAS signaling pathway (CD95) 19.0 921.0 47.0 -0.24 0.034 1000.0 -1000.0 -0.038 -1000.0 EPHB forward signaling 19.0 1679.0 85.0 -0.032 0.084 1000.0 -1000.0 -0.043 -1000.0 Class IB PI3K non-lipid kinase events 19.0 57.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.019 -1000.0 Coregulation of Androgen receptor activity 18.0 1386.0 76.0 -0.059 0.096 1000.0 -1000.0 -0.015 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 18.0 1018.0 54.0 -0.034 0.103 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PTP1B 18.0 1372.0 76.0 -0.056 0.072 1000.0 -1000.0 -0.028 -1000.0 Calcium signaling in the CD4+ TCR pathway 18.0 571.0 31.0 -0.038 0.028 1000.0 -1000.0 -0.034 -1000.0 Plasma membrane estrogen receptor signaling 18.0 1555.0 86.0 -0.062 0.059 1000.0 -1000.0 -0.042 -1000.0 IL12-mediated signaling events 17.0 1564.0 87.0 -0.133 0.057 1000.0 -1000.0 -0.069 -1000.0 PLK2 and PLK4 events 17.0 52.0 3.0 -0.007 0.036 1000.0 -1000.0 -0.016 -1000.0 ErbB2/ErbB3 signaling events 16.0 1045.0 65.0 -0.051 0.03 1000.0 -1000.0 -0.04 -1000.0 Caspase cascade in apoptosis 16.0 1210.0 74.0 -0.03 0.088 1000.0 -1000.0 -0.03 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1441.0 85.0 -0.044 0.035 1000.0 -1000.0 -0.039 -1000.0 S1P1 pathway 16.0 587.0 36.0 -0.086 0.021 1000.0 -1000.0 -0.024 -1000.0 TCR signaling in naïve CD8+ T cells 16.0 1523.0 93.0 -0.041 0.033 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 16.0 2052.0 125.0 -0.189 0.042 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 16.0 1307.0 78.0 -0.042 0.023 1000.0 -1000.0 -0.03 -1000.0 BARD1 signaling events 15.0 898.0 57.0 -0.046 0.116 1000.0 -1000.0 -0.031 -1000.0 Syndecan-3-mediated signaling events 14.0 491.0 35.0 -0.121 0.047 1000.0 -1000.0 -0.018 -1000.0 Regulation of p38-alpha and p38-beta 14.0 776.0 54.0 -0.036 0.065 1000.0 -1000.0 -0.039 -1000.0 BCR signaling pathway 14.0 1416.0 99.0 -0.053 0.085 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class III 13.0 552.0 40.0 -0.062 0.059 1000.0 -1000.0 -0.032 -1000.0 S1P4 pathway 13.0 331.0 25.0 -0.019 0.027 1000.0 -1000.0 -0.018 -1000.0 IL27-mediated signaling events 11.0 571.0 51.0 -0.047 0.03 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by PRL 11.0 405.0 34.0 -0.02 0.085 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 10.0 183.0 17.0 -0.016 0.022 1000.0 -1000.0 -0.007 -1000.0 PDGFR-beta signaling pathway 10.0 971.0 97.0 -0.032 0.052 1000.0 -1000.0 -0.039 -1000.0 Ephrin A reverse signaling 9.0 64.0 7.0 -0.012 0.028 1000.0 -1000.0 -0.009 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 153.0 17.0 -0.012 0.047 1000.0 -1000.0 -0.017 -1000.0 Hedgehog signaling events mediated by Gli proteins 9.0 586.0 65.0 -0.137 0.049 1000.0 -1000.0 -0.029 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 676.0 74.0 -0.087 0.071 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by STAT5 9.0 218.0 22.0 -0.024 0.089 1000.0 -1000.0 -0.03 -1000.0 Class I PI3K signaling events 9.0 725.0 73.0 -0.033 0.065 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 9.0 690.0 74.0 -0.096 0.051 1000.0 -1000.0 -0.039 -1000.0 VEGFR1 specific signals 9.0 539.0 56.0 -0.189 0.049 1000.0 -1000.0 -0.029 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1197.0 136.0 -0.172 0.072 1000.0 -1000.0 -0.026 -1000.0 IFN-gamma pathway 8.0 573.0 68.0 -0.029 0.064 1000.0 -1000.0 -0.033 -1000.0 Cellular roles of Anthrax toxin 7.0 310.0 39.0 -0.032 0.028 1000.0 -1000.0 -0.015 -1000.0 mTOR signaling pathway 7.0 411.0 53.0 -0.058 0.025 1000.0 -1000.0 -0.026 -1000.0 ceramide signaling pathway 7.0 378.0 49.0 -0.007 0.029 1000.0 -1000.0 -0.022 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 627.0 83.0 -0.057 0.049 1000.0 -1000.0 -0.02 -1000.0 Retinoic acid receptors-mediated signaling 7.0 458.0 58.0 -0.091 0.049 1000.0 -1000.0 -0.035 -1000.0 Arf6 trafficking events 7.0 505.0 71.0 -0.037 0.038 1000.0 -1000.0 -0.031 -1000.0 Regulation of Telomerase 7.0 720.0 102.0 -0.02 0.1 1000.0 -1000.0 -0.037 -1000.0 p38 MAPK signaling pathway 7.0 311.0 44.0 -0.005 0.064 1000.0 -1000.0 -0.015 -1000.0 Ras signaling in the CD4+ TCR pathway 7.0 127.0 17.0 -0.002 0.032 1000.0 -1000.0 -0.015 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 183.0 28.0 -0.015 0.034 1000.0 -1000.0 -0.016 -1000.0 EPO signaling pathway 6.0 377.0 55.0 -0.026 0.045 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 6.0 664.0 104.0 -0.035 0.048 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by PI3K 6.0 371.0 58.0 -0.014 0.081 1000.0 -1000.0 -0.024 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 297.0 45.0 -0.016 0.05 1000.0 -1000.0 -0.033 -1000.0 TCGA08_rtk_signaling 6.0 164.0 26.0 -0.012 0.047 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 521.0 76.0 -0.031 0.051 1000.0 -1000.0 -0.041 -1000.0 IGF1 pathway 6.0 386.0 57.0 -0.032 0.049 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 363.0 68.0 -0.028 0.044 1000.0 -1000.0 -0.016 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 81.0 15.0 -0.018 0.022 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling in keratinocytes 5.0 255.0 43.0 -0.015 0.039 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class II 4.0 360.0 75.0 -0.02 0.057 1000.0 -1000.0 -0.026 -1000.0 Circadian rhythm pathway 4.0 89.0 22.0 -0.004 0.046 1000.0 -1000.0 -0.029 -1000.0 S1P3 pathway 4.0 175.0 42.0 -0.021 0.034 1000.0 -1000.0 -0.033 -1000.0 Arf6 downstream pathway 3.0 162.0 43.0 -0.046 0.047 1000.0 -1000.0 -0.024 -1000.0 TRAIL signaling pathway 3.0 160.0 48.0 -0.018 0.046 1000.0 -1000.0 -0.019 -1000.0 Canonical NF-kappaB pathway 2.0 98.0 39.0 -0.016 0.042 1000.0 -1000.0 -0.018 -1000.0 Insulin-mediated glucose transport 2.0 92.0 32.0 -0.016 0.038 1000.0 -1000.0 -0.016 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 101.0 37.0 -0.024 0.05 1000.0 -1000.0 -0.017 -1000.0 Rapid glucocorticoid signaling 2.0 50.0 20.0 -0.008 0.026 1000.0 -1000.0 -0.006 -1000.0 Arf1 pathway 2.0 120.0 54.0 -0.008 0.034 1000.0 -1000.0 -0.015 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 28.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.018 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.02 0.03 1000.0 -1000.0 0.018 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 66.0 36.0 -0.037 0.039 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 1.0 55.0 31.0 -0.017 0.029 1000.0 -1000.0 -0.022 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.039 1000.0 -1000.0 0.015 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 24.0 27.0 -0.019 0.045 1000.0 -1000.0 -0.029 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.056 1000.0 -1000.0 0.0 -1000.0 Total 3521 208461 7203 -9.58174830167 10.7292524709 131000 -131000 -3.76995138142 -131000