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Reducing GWAS Complexity
Authors:Dennis J Hazelett  David V Conti  Ying Han  Ali Amin Al Olama  Doug Easton  Rosalind A Eeles
Institution:1. Bioinformatics and Computational Biology Research Center, Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, USA;2. Departments of Preventive Medicine and Urology, USC/Norris Cancer Center, USA;3. Division of Genetics &4. Epidemiology, Centre of Cancer Genetic Epidemiology, University of Cambridge, Cambridge, UK;5. The Institute of Cancer Research &6. Royal Marsden NHS Foundation Trust, London, UK
Abstract:Genome-wide association studies (GWAS) have revealed numerous genomic 'hits' associated with complex phenotypes. In most cases these hits, along with surrogate genetic variation as measure by numerous single nucleotide polymorphisms (SNPs) that are in linkage disequilibrium, are not in coding genes making assignment of functionality or causality intractable. Here we propose that fine-mapping along with the matching of risk SNPs at chromatin biofeatures lessen this complexity by reducing the number of candidate functional/causal SNPs. For example, we show here that only on average 2 SNPs per prostate cancer risk locus are likely candidates for functionality/causality; we further propose that this manageable number should be taken forward in mechanistic studies. The candidate SNPs can be looked up for each prostate cancer risk region in 2 recent publications in 20151,2 Han Y, Hazelett DJ, Wiklund F, Schumacher FR, Stram DO, Berndt SI, Wang Z, Rand KA, Hoover RN, Machiela MJ, et al. Integration of Multiethnic Fine-mapping and Genomic Annotation to Prioritize Candidate Functional SNPs at Prostate Cancer Susceptibility Regions. Hum Mol Genet 2015; 24(19):560318. Amin Al Olama A, Dadaev T, Hazelett DJ, Li Q, Leongamornlert D, Saunders EJ, Stephens S, Cieza-Borrella C, Whitmore I, Benlloch Garcia S, et al. Multiple novel prostate cancer susceptibility signals identified by fine-mapping of known risk loci among Europeans. Hum Mol Genet 2015; 24(19):5589602.  from our groups.
Keywords:GWAS  SNP  Cancer  chromatin  non-coding DNA  enhancer  fine-mapping
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