Osteoarthritis and Cartilage · 2019 · 79 citations · 28 references
Life SciencesGeneticsOrthopaedic SurgeryEpigeneticsEpigenomicsGene ExpressionDisease Susceptibility LociExpression Quantitative Trait Loci AnalysisGene MappingPolygenic TraitsQuantitative Trait LociQuantitative Trait Loci MappingExpression Quantitative Trait LociExpression Quantitative Trait Loci MappingExpression Quantitative Trait Locus AnalysisGenetic Risk MarkersGenetic Susceptibility To OsteoarthritisGenome-wide Association MappingMethylation Quantitative Trait LociTrait Loci Discovery
OBJECTIVE: Osteoarthritis (OA) is polygenic with over 90 independent genome-wide association loci so far reported. A key next step is the identification of target genes and the molecular mechanisms through which this genetic risk operates. The majority of OA risk-conferring alleles are predicted to act by modulating gene expression. DNA methylation at CpG dinucleotides may be a functional conduit through which this occurs and is detectable by mapping methylation quantitative trait loci, or mQTLs. This approach can therefore provide functional insight into OA risk and will prioritize genes for subsequent investigation. That was our goal, with a focus on the largest set of OA loci yet to be reported. METHOD: We investigated DNA methylation, genotype and RNA sequencing data derived from the cartilage of patients who had undergone arthroplasty and combined this with in silico analyses of expression quantitative trait loci, epigenomes and chromatin interactions. RESULTS: ). In silico analyses of these mQTLs prioritised genes and regulatory elements at the majority of the ten loci, with COLGALT2 (encoding a collagen galactosyltransferase), COL11A2 (encoding a polypeptide chain of type XI collagen) and WWP2 (encoding a ubiquitin ligase active during chondrogenesis) emerging as particularly compelling target genes. CONCLUSION: We have highlighted the pivotal role of DNA methylation as a link between genetic risk and OA and prioritized genes for further investigation.
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Matrix eQTL: ultra fast eQTL analysis via large matrix operations
Andrey A. Shabalin · Bioinformatics · 2012 · 1.9K citations · Full text