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 IL23-mediated signaling events 29.0 1786.0 60.0 -0.439 0.027 1000.0 -1000.0 -0.072 -1000.0 Syndecan-1-mediated signaling events 26.0 892.0 34.0 -0.13 0.027 1000.0 -1000.0 -0.029 -1000.0 IL4-mediated signaling events 23.0 2176.0 91.0 -0.438 0.383 1000.0 -1000.0 -0.084 -1000.0 Signaling mediated by p38-alpha and p38-beta 23.0 1020.0 44.0 -0.088 0.027 1000.0 -1000.0 -0.023 -1000.0 TCR signaling in naïve CD8+ T cells 23.0 2224.0 93.0 -0.12 0.037 1000.0 -1000.0 -0.044 -1000.0 TCGA08_retinoblastoma 23.0 191.0 8.0 -0.054 0.064 1000.0 -1000.0 -0.003 -1000.0 IL12-mediated signaling events 20.0 1788.0 87.0 -0.252 0.029 1000.0 -1000.0 -0.058 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 20.0 1416.0 68.0 -0.233 0.11 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by the Hedgehog family 18.0 938.0 52.0 -0.073 0.073 1000.0 -1000.0 -0.026 -1000.0 Glucocorticoid receptor regulatory network 18.0 2081.0 114.0 -0.442 0.217 1000.0 -1000.0 -0.043 -1000.0 Endothelins 18.0 1745.0 96.0 -0.086 0.034 1000.0 -1000.0 -0.048 -1000.0 Syndecan-4-mediated signaling events 17.0 1182.0 67.0 -0.133 0.041 1000.0 -1000.0 -0.03 -1000.0 amb2 Integrin signaling 16.0 1345.0 82.0 -0.106 0.034 1000.0 -1000.0 -0.025 -1000.0 LPA receptor mediated events 16.0 1725.0 102.0 -0.107 0.029 1000.0 -1000.0 -0.051 -1000.0 Thromboxane A2 receptor signaling 15.0 1671.0 105.0 -0.094 0.033 1000.0 -1000.0 -0.042 -1000.0 Osteopontin-mediated events 14.0 562.0 38.0 -0.103 0.027 1000.0 -1000.0 -0.039 -1000.0 Noncanonical Wnt signaling pathway 14.0 379.0 26.0 -0.069 0.027 1000.0 -1000.0 -0.034 -1000.0 HIF-1-alpha transcription factor network 14.0 1080.0 76.0 -0.123 0.036 1000.0 -1000.0 -0.028 -1000.0 Fc-epsilon receptor I signaling in mast cells 14.0 1415.0 97.0 -0.094 0.038 1000.0 -1000.0 -0.046 -1000.0 S1P5 pathway 14.0 239.0 17.0 -0.042 0.03 1000.0 -1000.0 -0.005 -1000.0 IL27-mediated signaling events 14.0 732.0 51.0 -0.191 0.068 1000.0 -1000.0 -0.04 -1000.0 Wnt signaling 14.0 104.0 7.0 -0.062 0.016 1000.0 -1000.0 -0.011 -1000.0 Caspase cascade in apoptosis 13.0 971.0 74.0 -0.094 0.07 1000.0 -1000.0 -0.032 -1000.0 p75(NTR)-mediated signaling 13.0 1650.0 125.0 -0.075 0.059 1000.0 -1000.0 -0.055 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 431.0 31.0 -0.127 0.026 1000.0 -1000.0 -0.045 -1000.0 BCR signaling pathway 13.0 1320.0 99.0 -0.103 0.031 1000.0 -1000.0 -0.048 -1000.0 BMP receptor signaling 12.0 1046.0 81.0 -0.112 0.051 1000.0 -1000.0 -0.041 -1000.0 Reelin signaling pathway 12.0 682.0 56.0 -0.053 0.059 1000.0 -1000.0 -0.028 -1000.0 IGF1 pathway 12.0 732.0 57.0 -0.043 0.046 1000.0 -1000.0 -0.03 -1000.0 EPHB forward signaling 11.0 1007.0 85.0 -0.059 0.052 1000.0 -1000.0 -0.054 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.005 -1000.0 1000.0 -1000.0 -0.01 -1000.0 S1P4 pathway 11.0 299.0 25.0 -0.042 0.038 1000.0 -1000.0 -0.016 -1000.0 Nectin adhesion pathway 10.0 637.0 63.0 -0.066 0.046 1000.0 -1000.0 -0.04 -1000.0 IL1-mediated signaling events 10.0 645.0 62.0 -0.066 0.057 1000.0 -1000.0 -0.03 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 828.0 82.0 -0.043 0.027 1000.0 -1000.0 -0.045 -1000.0 Ephrin B reverse signaling 10.0 514.0 48.0 -0.036 0.033 1000.0 -1000.0 -0.027 -1000.0 Glypican 2 network 10.0 41.0 4.0 0.005 0.014 1000.0 -1000.0 0.005 -1000.0 Nongenotropic Androgen signaling 10.0 536.0 52.0 -0.058 0.043 1000.0 -1000.0 -0.026 -1000.0 IL6-mediated signaling events 10.0 803.0 75.0 -0.067 0.058 1000.0 -1000.0 -0.035 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 750.0 74.0 -0.077 0.048 1000.0 -1000.0 -0.057 -1000.0 ErbB2/ErbB3 signaling events 9.0 607.0 65.0 -0.036 0.037 1000.0 -1000.0 -0.043 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 9.0 310.0 34.0 -0.015 0.04 1000.0 -1000.0 -0.025 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 164.0 17.0 -0.055 0.041 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 9.0 332.0 36.0 -0.073 0.025 1000.0 -1000.0 -0.034 -1000.0 Integrins in angiogenesis 9.0 817.0 84.0 -0.088 0.05 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Rods 9.0 506.0 52.0 -0.09 0.035 1000.0 -1000.0 -0.029 -1000.0 FOXM1 transcription factor network 9.0 462.0 51.0 -0.168 0.039 1000.0 -1000.0 -0.097 -1000.0 Coregulation of Androgen receptor activity 8.0 672.0 76.0 -0.248 0.045 1000.0 -1000.0 -0.018 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 236.0 28.0 -0.042 0.036 1000.0 -1000.0 -0.012 -1000.0 a4b1 and a4b7 Integrin signaling 8.0 41.0 5.0 0.002 0.017 1000.0 -1000.0 0.009 -1000.0 FOXA2 and FOXA3 transcription factor networks 8.0 370.0 46.0 -0.17 0.039 1000.0 -1000.0 -0.078 -1000.0 ceramide signaling pathway 8.0 435.0 49.0 -0.013 0.04 1000.0 -1000.0 -0.028 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 1033.0 120.0 -0.153 0.11 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 8.0 646.0 78.0 -0.041 0.036 1000.0 -1000.0 -0.037 -1000.0 Syndecan-2-mediated signaling events 7.0 543.0 69.0 -0.045 0.044 1000.0 -1000.0 -0.036 -1000.0 Arf6 signaling events 7.0 491.0 62.0 -0.016 0.043 1000.0 -1000.0 -0.025 -1000.0 Glypican 1 network 7.0 381.0 48.0 -0.058 0.041 1000.0 -1000.0 -0.027 -1000.0 IFN-gamma pathway 7.0 512.0 68.0 -0.046 0.04 1000.0 -1000.0 -0.051 -1000.0 HIF-2-alpha transcription factor network 7.0 333.0 43.0 -0.034 0.04 1000.0 -1000.0 -0.034 -1000.0 FAS signaling pathway (CD95) 7.0 351.0 47.0 -0.15 0.038 1000.0 -1000.0 -0.024 -1000.0 IL2 signaling events mediated by PI3K 7.0 406.0 58.0 -0.06 0.041 1000.0 -1000.0 -0.04 -1000.0 Plasma membrane estrogen receptor signaling 7.0 638.0 86.0 -0.045 0.05 1000.0 -1000.0 -0.034 -1000.0 S1P3 pathway 7.0 324.0 42.0 -0.017 0.04 1000.0 -1000.0 -0.02 -1000.0 Regulation of Androgen receptor activity 7.0 541.0 70.0 -0.313 0.039 1000.0 -1000.0 -0.046 -1000.0 Ras signaling in the CD4+ TCR pathway 7.0 123.0 17.0 -0.022 0.047 1000.0 -1000.0 -0.03 -1000.0 Visual signal transduction: Cones 6.0 255.0 38.0 -0.016 0.036 1000.0 -1000.0 -0.01 -1000.0 Ephrin A reverse signaling 6.0 42.0 7.0 -0.012 0.02 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by PTP1B 6.0 479.0 76.0 -0.043 0.041 1000.0 -1000.0 -0.029 -1000.0 Ceramide signaling pathway 6.0 502.0 76.0 -0.017 0.066 1000.0 -1000.0 -0.021 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 347.0 52.0 -0.063 0.067 1000.0 -1000.0 -0.032 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 95.0 15.0 -0.021 0.024 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 289.0 45.0 -0.01 0.048 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 499.0 76.0 -0.058 0.046 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by STAT5 6.0 135.0 22.0 -0.093 0.029 1000.0 -1000.0 -0.024 -1000.0 EGFR-dependent Endothelin signaling events 6.0 139.0 21.0 -0.027 0.045 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 543.0 88.0 -0.045 0.034 1000.0 -1000.0 -0.055 -1000.0 LPA4-mediated signaling events 5.0 71.0 12.0 -0.029 0.01 1000.0 -1000.0 -0.022 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 800.0 136.0 -0.341 0.051 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 5.0 379.0 69.0 -0.055 0.035 1000.0 -1000.0 -0.033 -1000.0 BARD1 signaling events 5.0 329.0 57.0 -0.021 0.046 1000.0 -1000.0 -0.03 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 5.0 270.0 54.0 -0.038 0.038 1000.0 -1000.0 -0.03 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 457.0 85.0 -0.021 0.037 1000.0 -1000.0 -0.045 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 379.0 65.0 -0.055 0.064 1000.0 -1000.0 -0.034 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 306.0 61.0 -0.088 0.069 1000.0 -1000.0 -0.04 -1000.0 TCGA08_p53 5.0 40.0 7.0 -0.006 0.027 1000.0 -1000.0 -0.005 -1000.0 Canonical Wnt signaling pathway 5.0 290.0 51.0 -0.052 0.063 1000.0 -1000.0 -0.044 -1000.0 Effects of Botulinum toxin 5.0 143.0 26.0 -0.032 0.048 1000.0 -1000.0 -0.006 -1000.0 PDGFR-beta signaling pathway 5.0 548.0 97.0 -0.052 0.055 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling in keratinocytes 5.0 239.0 43.0 -0.021 0.032 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling events 5.0 28.0 5.0 0.003 0.027 1000.0 -1000.0 0.006 -1000.0 Cellular roles of Anthrax toxin 4.0 176.0 39.0 -0.035 0.028 1000.0 -1000.0 -0.02 -1000.0 PDGFR-alpha signaling pathway 4.0 213.0 44.0 -0.033 0.048 1000.0 -1000.0 -0.041 -1000.0 mTOR signaling pathway 4.0 225.0 53.0 -0.045 0.029 1000.0 -1000.0 -0.03 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 178.0 37.0 -0.024 0.044 1000.0 -1000.0 -0.024 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 144.0 36.0 -0.032 0.045 1000.0 -1000.0 -0.027 -1000.0 Syndecan-3-mediated signaling events 4.0 140.0 35.0 -0.036 0.059 1000.0 -1000.0 -0.015 -1000.0 Class I PI3K signaling events 4.0 328.0 73.0 -0.054 0.046 1000.0 -1000.0 -0.037 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 133.0 33.0 -0.033 0.054 1000.0 -1000.0 -0.025 -1000.0 Rapid glucocorticoid signaling 4.0 93.0 20.0 -0.051 0.035 1000.0 -1000.0 -0.003 -1000.0 Aurora B signaling 4.0 312.0 67.0 -0.171 0.061 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 3.0 187.0 55.0 0.0 0.068 1000.0 -1000.0 -0.029 -1000.0 PLK1 signaling events 3.0 258.0 85.0 -0.012 0.049 1000.0 -1000.0 -0.022 -1000.0 TRAIL signaling pathway 3.0 160.0 48.0 -0.021 0.041 1000.0 -1000.0 -0.022 -1000.0 Regulation of p38-alpha and p38-beta 3.0 187.0 54.0 -0.045 0.056 1000.0 -1000.0 -0.045 -1000.0 Regulation of Telomerase 3.0 354.0 102.0 -0.102 0.057 1000.0 -1000.0 -0.06 -1000.0 Insulin Pathway 3.0 242.0 74.0 -0.031 0.065 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class III 2.0 94.0 40.0 -0.049 0.049 1000.0 -1000.0 -0.027 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 233.0 83.0 -0.027 0.046 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 2.0 134.0 58.0 -0.002 0.059 1000.0 -1000.0 -0.024 -1000.0 Atypical NF-kappaB pathway 2.0 82.0 31.0 -0.0 0.035 1000.0 -1000.0 -0.008 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 297.0 125.0 -0.014 0.063 1000.0 -1000.0 -0.027 -1000.0 TCGA08_rtk_signaling 2.0 73.0 26.0 -0.031 0.057 1000.0 -1000.0 -0.008 -1000.0 VEGFR1 specific signals 2.0 136.0 56.0 -0.029 0.055 1000.0 -1000.0 -0.038 -1000.0 Canonical NF-kappaB pathway 1.0 63.0 39.0 -0.007 0.056 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class II 1.0 103.0 75.0 -0.027 0.069 1000.0 -1000.0 -0.024 -1000.0 Aurora A signaling 1.0 69.0 60.0 -0.0 0.049 1000.0 -1000.0 -0.021 -1000.0 Arf6 downstream pathway 1.0 78.0 43.0 -0.039 0.045 1000.0 -1000.0 -0.025 -1000.0 Aurora C signaling 1.0 8.0 7.0 -0.0 0.039 1000.0 -1000.0 -0.011 -1000.0 Insulin-mediated glucose transport 1.0 43.0 32.0 -0.008 0.046 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 83.0 68.0 -0.04 0.06 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by HDAC Class I 1.0 167.0 104.0 -0.049 0.064 1000.0 -1000.0 -0.027 -1000.0 FoxO family signaling 1.0 118.0 64.0 -0.056 0.059 1000.0 -1000.0 -0.034 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 37.0 27.0 -0.011 0.056 1000.0 -1000.0 -0.03 -1000.0 Arf6 trafficking events 1.0 137.0 71.0 -0.033 0.048 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by PRL 1.0 58.0 34.0 -0.044 0.039 1000.0 -1000.0 -0.029 -1000.0 p38 MAPK signaling pathway 1.0 82.0 44.0 -0.007 0.052 1000.0 -1000.0 -0.016 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 21.0 23.0 0.001 0.047 1000.0 -1000.0 -0.033 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.011 0.026 1000.0 -1000.0 -0.007 -1000.0 Circadian rhythm pathway 0.0 18.0 22.0 -0.009 0.039 1000.0 -1000.0 -0.032 -1000.0 Arf1 pathway 0.0 26.0 54.0 -0.001 0.044 1000.0 -1000.0 -0.016 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 0.0 0.068 1000.0 -1000.0 0.0 -1000.0 Total 1021 63986 7203 -9.0084040527 -993.669727313 131000 -131000 -4.04689573333 -131000