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An Atlas of Genetic Correlations across Human Diseases and Traits

Authors :
Brendan Bulik-Sullivan
Hilary K Finucane
Verneri Anttila
Alexander Gusev
Felix R Day
ReproGen Consortium
Psychiatric Genomics Consortium
Anorexia Nervosa Genetic Consortium Wellcome Trust Consortium
Laramie Duncan
John R.B. Perry
Nick Patterson
Elise Robinson
Mark J Daly
Alkes L Price
Benjamin M Neale
Publication Year :
2015
Publisher :
Cold Spring Harbor Laboratory, 2015.

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/ body mass index and associations between educational attainment and several diseases. These results highlight the power of a polygenic modeling framework, since there currently are no genome-wide significant SNPs for anorexia nervosa and only three for educational attainment.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....2b0b7f591c24086dd0a8e466e35ef062
Full Text :
https://doi.org/10.1101/014498