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 PDGFR-alpha signaling pathway 63.0 2801.0 44.0 -0.316 0.023 1000.0 -1000.0 -0.007 -1000.0 Noncanonical Wnt signaling pathway 52.0 1359.0 26.0 -0.44 0.01 1000.0 -1000.0 -0.019 -1000.0 Wnt signaling 51.0 359.0 7.0 -0.44 0.01 1000.0 -1000.0 -0.017 -1000.0 IL23-mediated signaling events 41.0 2487.0 60.0 -0.649 0.022 1000.0 -1000.0 -0.07 -1000.0 Ras signaling in the CD4+ TCR pathway 39.0 671.0 17.0 -0.377 0.019 1000.0 -1000.0 -0.012 -1000.0 Thromboxane A2 receptor signaling 33.0 3509.0 105.0 -0.323 0.084 1000.0 -1000.0 -0.035 -1000.0 EGFR-dependent Endothelin signaling events 30.0 632.0 21.0 -0.201 0.015 1000.0 -1000.0 -0.015 -1000.0 IGF1 pathway 30.0 1710.0 57.0 -0.153 0.078 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 29.0 2165.0 74.0 -0.419 0.067 1000.0 -1000.0 -0.033 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 28.0 1491.0 52.0 -0.331 0.012 1000.0 -1000.0 -0.013 -1000.0 Signaling mediated by p38-alpha and p38-beta 28.0 1253.0 44.0 -0.347 0.01 1000.0 -1000.0 -0.013 -1000.0 mTOR signaling pathway 26.0 1401.0 53.0 -0.199 0.072 1000.0 -1000.0 -0.029 -1000.0 Integrins in angiogenesis 24.0 2083.0 84.0 -0.416 0.026 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by the Hedgehog family 23.0 1244.0 52.0 -0.341 0.258 1000.0 -1000.0 -0.017 -1000.0 Syndecan-3-mediated signaling events 22.0 793.0 35.0 -0.277 0.03 1000.0 -1000.0 -0.017 -1000.0 IL6-mediated signaling events 22.0 1681.0 75.0 -0.304 0.027 1000.0 -1000.0 -0.015 -1000.0 HIF-1-alpha transcription factor network 19.0 1461.0 76.0 -0.202 0.059 1000.0 -1000.0 -0.048 -1000.0 amb2 Integrin signaling 19.0 1566.0 82.0 -0.322 0.014 1000.0 -1000.0 -0.022 -1000.0 IL1-mediated signaling events 19.0 1234.0 62.0 -0.317 0.032 1000.0 -1000.0 -0.041 -1000.0 Syndecan-1-mediated signaling events 18.0 622.0 34.0 -0.126 0.01 1000.0 -1000.0 -0.018 -1000.0 Glypican 1 network 18.0 888.0 48.0 -0.386 0.021 1000.0 -1000.0 -0.008 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 16.0 577.0 34.0 -0.076 0.01 1000.0 -1000.0 -0.013 -1000.0 Arf6 signaling events 16.0 1001.0 62.0 -0.253 0.025 1000.0 -1000.0 -0.021 -1000.0 Glucocorticoid receptor regulatory network 16.0 1871.0 114.0 -0.652 0.163 1000.0 -1000.0 -0.033 -1000.0 TCGA08_rtk_signaling 16.0 429.0 26.0 -0.313 0.012 1000.0 -1000.0 -0.008 -1000.0 Plasma membrane estrogen receptor signaling 13.0 1124.0 86.0 -0.18 0.069 1000.0 -1000.0 -0.042 -1000.0 IL12-mediated signaling events 12.0 1101.0 87.0 -0.216 0.026 1000.0 -1000.0 -0.087 -1000.0 Cellular roles of Anthrax toxin 12.0 504.0 39.0 -0.152 0.01 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by PTP1B 12.0 913.0 76.0 -0.289 0.037 1000.0 -1000.0 -0.033 -1000.0 FOXA2 and FOXA3 transcription factor networks 12.0 565.0 46.0 -1.077 0.239 1000.0 -1000.0 -0.009 -1000.0 Syndecan-2-mediated signaling events 11.0 772.0 69.0 -0.277 0.024 1000.0 -1000.0 -0.009 -1000.0 HIF-2-alpha transcription factor network 10.0 432.0 43.0 -0.186 0.056 1000.0 -1000.0 -0.046 -1000.0 LPA receptor mediated events 10.0 1080.0 102.0 -0.327 0.094 1000.0 -1000.0 -0.043 -1000.0 BMP receptor signaling 9.0 801.0 81.0 -0.452 0.034 1000.0 -1000.0 -0.047 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 352.0 37.0 -0.198 0.026 1000.0 -1000.0 -0.015 -1000.0 Retinoic acid receptors-mediated signaling 9.0 569.0 58.0 -0.331 0.036 1000.0 -1000.0 -0.03 -1000.0 Nongenotropic Androgen signaling 9.0 509.0 52.0 -0.078 0.077 1000.0 -1000.0 -0.02 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 659.0 68.0 -0.346 0.059 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling in keratinocytes 9.0 412.0 43.0 -0.201 0.026 1000.0 -1000.0 -0.016 -1000.0 IL4-mediated signaling events 8.0 736.0 91.0 -0.289 0.289 1000.0 -1000.0 -0.103 -1000.0 Syndecan-4-mediated signaling events 8.0 546.0 67.0 -0.14 0.017 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 7.0 533.0 76.0 -0.254 0.04 1000.0 -1000.0 -0.019 -1000.0 Reelin signaling pathway 7.0 405.0 56.0 -0.027 0.263 1000.0 -1000.0 -0.02 -1000.0 Endothelins 7.0 712.0 96.0 -0.134 0.077 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 7.0 255.0 36.0 -0.123 0.02 1000.0 -1000.0 -0.033 -1000.0 ErbB4 signaling events 6.0 437.0 69.0 -0.222 0.08 1000.0 -1000.0 -0.035 -1000.0 Nectin adhesion pathway 6.0 405.0 63.0 -0.476 0.03 1000.0 -1000.0 -0.038 -1000.0 TRAIL signaling pathway 6.0 320.0 48.0 -0.087 0.022 1000.0 -1000.0 -0.021 -1000.0 Signaling events regulated by Ret tyrosine kinase 6.0 519.0 82.0 -0.289 0.066 1000.0 -1000.0 -0.04 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 208.0 31.0 -0.108 0.01 1000.0 -1000.0 -0.033 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 531.0 88.0 -0.419 0.067 1000.0 -1000.0 -0.057 -1000.0 Regulation of Androgen receptor activity 6.0 425.0 70.0 -0.375 0.044 1000.0 -1000.0 -0.031 -1000.0 Circadian rhythm pathway 5.0 130.0 22.0 -0.136 0.01 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 5.0 253.0 43.0 -0.069 0.033 1000.0 -1000.0 -0.018 -1000.0 FoxO family signaling 5.0 322.0 64.0 -0.312 0.04 1000.0 -1000.0 -0.017 -1000.0 FAS signaling pathway (CD95) 5.0 255.0 47.0 -0.353 0.019 1000.0 -1000.0 -0.014 -1000.0 IL2 signaling events mediated by PI3K 5.0 337.0 58.0 -0.119 0.021 1000.0 -1000.0 -0.029 -1000.0 Canonical Wnt signaling pathway 5.0 261.0 51.0 -0.197 0.06 1000.0 -1000.0 -0.031 -1000.0 BCR signaling pathway 5.0 592.0 99.0 -0.177 0.069 1000.0 -1000.0 -0.037 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 643.0 136.0 -0.331 0.165 1000.0 -1000.0 -0.022 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 375.0 85.0 -0.023 0.022 1000.0 -1000.0 -0.019 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 418.0 97.0 -0.102 0.027 1000.0 -1000.0 -0.04 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 149.0 36.0 -0.198 0.027 1000.0 -1000.0 -0.014 -1000.0 Effects of Botulinum toxin 4.0 108.0 26.0 -0.0 0.032 1000.0 -1000.0 -0.017 -1000.0 PDGFR-beta signaling pathway 4.0 400.0 97.0 -0.123 0.026 1000.0 -1000.0 -0.038 -1000.0 FOXM1 transcription factor network 4.0 248.0 51.0 -0.072 0.091 1000.0 -1000.0 -0.068 -1000.0 Osteopontin-mediated events 3.0 126.0 38.0 -0.014 0.039 1000.0 -1000.0 -0.015 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 211.0 61.0 -0.204 0.034 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 3.0 175.0 55.0 -0.059 0.042 1000.0 -1000.0 -0.03 -1000.0 Ceramide signaling pathway 3.0 257.0 76.0 -0.144 0.025 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class III 3.0 128.0 40.0 -0.141 0.019 1000.0 -1000.0 -0.01 -1000.0 Regulation of p38-alpha and p38-beta 3.0 175.0 54.0 -0.135 0.046 1000.0 -1000.0 -0.028 -1000.0 IL27-mediated signaling events 3.0 187.0 51.0 -0.153 0.024 1000.0 -1000.0 -0.033 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 240.0 74.0 -0.201 0.031 1000.0 -1000.0 -0.035 -1000.0 Arf6 trafficking events 3.0 276.0 71.0 -0.105 0.048 1000.0 -1000.0 -0.026 -1000.0 S1P3 pathway 3.0 160.0 42.0 -0.086 0.073 1000.0 -1000.0 -0.019 -1000.0 Visual signal transduction: Rods 3.0 206.0 52.0 -0.051 0.05 1000.0 -1000.0 -0.029 -1000.0 ErbB2/ErbB3 signaling events 2.0 175.0 65.0 -0.014 0.053 1000.0 -1000.0 -0.028 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 71.0 28.0 -0.087 0.027 1000.0 -1000.0 -0.019 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 108.0 54.0 -0.027 0.079 1000.0 -1000.0 -0.047 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 165.0 65.0 -0.038 0.064 1000.0 -1000.0 -0.029 -1000.0 p75(NTR)-mediated signaling 2.0 347.0 125.0 -0.013 0.03 1000.0 -1000.0 -0.046 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 197.0 83.0 -0.144 0.059 1000.0 -1000.0 -0.026 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 36.0 15.0 -0.004 0.078 1000.0 -1000.0 -0.009 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 197.0 93.0 -0.013 0.029 1000.0 -1000.0 -0.039 -1000.0 EPHB forward signaling 2.0 190.0 85.0 -0.06 0.07 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events 2.0 166.0 73.0 -0.145 0.03 1000.0 -1000.0 -0.018 -1000.0 Regulation of Telomerase 2.0 246.0 102.0 -0.201 0.029 1000.0 -1000.0 -0.051 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 85.0 33.0 -0.114 0.031 1000.0 -1000.0 -0.022 -1000.0 Rapid glucocorticoid signaling 2.0 43.0 20.0 -0.0 0.032 1000.0 -1000.0 -0.004 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 2.0 267.0 120.0 -0.098 0.094 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 233.0 78.0 -0.068 0.052 1000.0 -1000.0 -0.032 -1000.0 p38 MAPK signaling pathway 2.0 102.0 44.0 -0.068 0.044 1000.0 -1000.0 -0.028 -1000.0 LPA4-mediated signaling events 1.0 14.0 12.0 0.0 0.019 1000.0 -1000.0 -0.004 -1000.0 Caspase cascade in apoptosis 1.0 93.0 74.0 -0.175 0.031 1000.0 -1000.0 -0.024 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 23.0 17.0 -0.005 0.025 1000.0 -1000.0 -0.018 -1000.0 Insulin-mediated glucose transport 1.0 54.0 32.0 -0.027 0.021 1000.0 -1000.0 -0.026 -1000.0 IFN-gamma pathway 1.0 78.0 68.0 -0.057 0.075 1000.0 -1000.0 -0.051 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 134.0 68.0 -0.07 0.029 1000.0 -1000.0 -0.021 -1000.0 Ephrin B reverse signaling 1.0 90.0 48.0 -0.056 0.025 1000.0 -1000.0 -0.015 -1000.0 IL2 signaling events mediated by STAT5 1.0 34.0 22.0 -0.027 0.03 1000.0 -1000.0 -0.009 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 8.0 23.0 -0.002 0.027 1000.0 -1000.0 -0.02 -1000.0 Canonical NF-kappaB pathway 0.0 10.0 39.0 -0.002 0.038 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class II 0.0 20.0 75.0 -0.018 0.05 1000.0 -1000.0 -0.018 -1000.0 BARD1 signaling events 0.0 0.0 57.0 -0.025 0.034 1000.0 -1000.0 -0.023 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.01 0.012 1000.0 -1000.0 -0.004 -1000.0 Visual signal transduction: Cones 0.0 35.0 38.0 -0.008 0.018 1000.0 -1000.0 -0.009 -1000.0 Ephrin A reverse signaling 0.0 0.0 7.0 -0.0 0.053 1000.0 -1000.0 -0.005 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 0.007 0.015 1000.0 -1000.0 -0.004 -1000.0 Aurora A signaling 0.0 0.0 60.0 -0.001 0.027 1000.0 -1000.0 -0.016 -1000.0 Aurora C signaling 0.0 2.0 7.0 -0.0 0.018 1000.0 -1000.0 -0.01 -1000.0 PLK1 signaling events 0.0 2.0 85.0 -0.006 0.032 1000.0 -1000.0 -0.02 -1000.0 S1P5 pathway 0.0 1.0 17.0 -0.001 0.014 1000.0 -1000.0 -0.012 -1000.0 ceramide signaling pathway 0.0 14.0 49.0 0.0 0.029 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 0.0 15.0 104.0 -0.02 0.031 1000.0 -1000.0 -0.02 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.0 0.01 1000.0 -1000.0 -0.004 -1000.0 Atypical NF-kappaB pathway 0.0 0.0 31.0 -0.0 0.028 1000.0 -1000.0 -0.012 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 36.0 45.0 -0.008 0.03 1000.0 -1000.0 -0.048 -1000.0 Glypican 2 network 0.0 0.0 4.0 0.01 0.015 1000.0 -1000.0 -0.003 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 14.0 125.0 -0.008 0.046 1000.0 -1000.0 -0.042 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 7.0 76.0 -0.0 0.03 1000.0 -1000.0 -0.039 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 0.0 0.026 1000.0 -1000.0 -0.025 -1000.0 TCGA08_retinoblastoma 0.0 4.0 8.0 -0.009 0.01 1000.0 -1000.0 -0.005 -1000.0 VEGFR1 specific signals 0.0 7.0 56.0 0.0 0.042 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PRL 0.0 14.0 34.0 -0.002 0.026 1000.0 -1000.0 -0.01 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.01 0.01 1000.0 -1000.0 -0.003 -1000.0 S1P4 pathway 0.0 4.0 25.0 -0.0 0.018 1000.0 -1000.0 -0.017 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.007 0.018 1000.0 -1000.0 -0.008 -1000.0 Arf1 pathway 0.0 0.0 54.0 -0.0 0.021 1000.0 -1000.0 -0.011 -1000.0 Alternative NF-kappaB pathway 0.0 5.0 13.0 -0.0 0.028 1000.0 -1000.0 -0.009 -1000.0 Aurora B signaling 0.0 39.0 67.0 -0.101 0.038 1000.0 -1000.0 -0.021 -1000.0 Total 1066 61132 7203 -20.6381573038 5.86930713203 131000 -131000 -3.34832354416 -131000