Nature GeneticsGenomicsPeer-reviewed journal article
An Atlas of Genetic Correlations across Human Diseases and Traits
Brendan Bulik-Sullivan, Hilary K Finucane, Verneri AnttilaiD, Alexander GuseviD, Felix R Day, ReproGen Consortium, Psychiatric Genomics Consortium, Anorexia Nervosa Genetic Consortium Wellcome Trust Consortium 3, Laramie Duncan, John R.B. Perry, Nick Patterson, Elise RobinsoniD, Mark J Daly, Alkes L Price, Benjamin M Neale
Abstract
Identifying genetic correlations between complex traits and diseases can provide useful etiological insights and help prioritize likely causal relationships. The major challenges preventing estimation of genetic correlation from genome-wide association study (GWAS) data with current methods are the lack of availability of individual genotype data and widespread sample overlap among meta-analyses. We circumvent these difficulties by introducing a technique for estimating genetic correlation that requires only GWAS summary statistics and is not biased by sample overlap. We use our method to estimate 300 genetic correlations among 25 traits, totaling more than 1.5 million unique phenotype measurements. Our results include genetic correlations between anorexia nervosa and schizophrenia, anorexia and obesity and associations between educational attainment and several diseases. These results highlight the power of genome-wide analyses, since there currently are no genome-wide significant SNPs for anorexia nervosa and only three for educational attainment.
- organism: human
- assay: GWAS summary statistics
- research focus: gene regulatory network inference
- approach: statistical model
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