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An Atlas of Genetic Correlations across Human Diseases and Traits

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 3, Laramie Duncan, John R.B. Perry, Nick Patterson, Elise Robinson, Mark J Daly, Alkes L Price, Benjamin M Neale
doi: https://doi.org/10.1101/014498
Brendan Bulik-Sullivan
Broad Institute of MIT and Harvard;
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Hilary K Finucane
Massachusetts Institute of Technology, department of Mathematics;
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Verneri Anttila
Broad Institute of MIT and Harvard;
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Alexander Gusev
Harvard T.H. Chan School of Public Health;;
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Felix R Day
MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine;
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ReproGen Consortium
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Psychiatric Genomics Consortium
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Anorexia Nervosa Genetic Consortium Wellcome Trust Consortium 3
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Laramie Duncan
Broad Institute of MIT and Harvard;
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John R.B. Perry
MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine;
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Nick Patterson
Broad Institute of MIT and Harvard;
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Elise Robinson
Broad Institute of MIT and Harvard;
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Mark J Daly
Broad Institute of MIT and Harvard;
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Alkes L Price
Harvard T.H. Chan School of Public Health;;
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Benjamin M Neale
Broad Institute of MIT and Harvard;
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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.

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The copyright holder for this preprint is the author/funder. All rights reserved. No reuse allowed without permission.
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  • Posted April 6, 2015.

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An Atlas of Genetic Correlations across Human Diseases and Traits
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 3, Laramie Duncan, John R.B. Perry, Nick Patterson, Elise Robinson, Mark J Daly, Alkes L Price, Benjamin M Neale
bioRxiv 014498; doi: https://doi.org/10.1101/014498
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An Atlas of Genetic Correlations across Human Diseases and Traits
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 3, Laramie Duncan, John R.B. Perry, Nick Patterson, Elise Robinson, Mark J Daly, Alkes L Price, Benjamin M Neale
bioRxiv 014498; doi: https://doi.org/10.1101/014498

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