Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis

نویسندگان

  • Eli A Stahl
  • Daniel Wegmann
  • Gosia Trynka
  • Javier Gutierrez - Achury
  • Ron Do
  • Benjamin F Voight
  • Peter Kraft
  • Robert Chen
  • Fina A S Kurreeman
  • Sekar Kathiresan
  • Cisca Wijmenga
  • Peter K Gregersen
  • Lars Alfredsson
  • Katherine A Siminovitch
  • Jane Worthington
  • Paul I W de Bakker
  • Soumya Raychaudhuri
  • Robert M Plenge
چکیده

The genetic architectures of common, complex diseases are largely uncharacterized. We modeled the genetic architecture underlying genome-wide association study (GWAS) data for rheumatoid arthritis and developed a new method using polygenic risk-score analyses to infer the total liability-scale variance explained by associated GWAS SNPs. Using this method, we estimated that, together, thousands of SNPs from rheumatoid arthritis GWAS explain an additional 20% of disease risk (excluding known associated loci). We further tested this method on datasets for three additional diseases and obtained comparable estimates for celiac disease (43% excluding the major histocompatibility complex), myocardial infarction and coronary artery disease (48%) and type 2 diabetes (49%). Our results are consistent with simulated genetic models in which hundreds of associated loci harbor common causal variants and a smaller number of loci harbor multiple rare causal variants. These analyses suggest that GWAS will continue to be highly productive for the discovery of additional susceptibility loci for common diseases.

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تاریخ انتشار 2012