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An Atlas of Genetic Correlations across Human Diseases and Traits
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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4797329/ https://www.ncbi.nlm.nih.gov/pubmed/26414676 http://dx.doi.org/10.1038/ng.3406 |
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author | Bulik-Sullivan, Brendan Finucane, Hilary K Anttila, Verneri Gusev, Alexander Day, Felix R. Loh, Po-Ru Duncan, Laramie Perry, John R.B. Patterson, Nick Robinson, Elise B. Daly, Mark J. Price, Alkes L. Neale, Benjamin M. |
author_facet | Bulik-Sullivan, Brendan Finucane, Hilary K Anttila, Verneri Gusev, Alexander Day, Felix R. Loh, Po-Ru Duncan, Laramie Perry, John R.B. Patterson, Nick Robinson, Elise B. Daly, Mark J. Price, Alkes L. Neale, Benjamin M. |
author_sort | Bulik-Sullivan, Brendan |
collection | PubMed |
description | 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 – cross-trait LD Score regression – for estimating genetic correlation that requires only GWAS summary statistics and is not biased by sample overlap. We use this method to estimate 276 genetic correlations among 24 traits. The 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 significantly associated SNPs for anorexia nervosa and only three for educational attainment. |
format | Online Article Text |
id | pubmed-4797329 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
record_format | MEDLINE/PubMed |
spelling | pubmed-47973292016-05-01 An Atlas of Genetic Correlations across Human Diseases and Traits Bulik-Sullivan, Brendan Finucane, Hilary K Anttila, Verneri Gusev, Alexander Day, Felix R. Loh, Po-Ru Duncan, Laramie Perry, John R.B. Patterson, Nick Robinson, Elise B. Daly, Mark J. Price, Alkes L. Neale, Benjamin M. Nat Genet Article 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 – cross-trait LD Score regression – for estimating genetic correlation that requires only GWAS summary statistics and is not biased by sample overlap. We use this method to estimate 276 genetic correlations among 24 traits. The 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 significantly associated SNPs for anorexia nervosa and only three for educational attainment. 2015-09-28 2015-11 /pmc/articles/PMC4797329/ /pubmed/26414676 http://dx.doi.org/10.1038/ng.3406 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Bulik-Sullivan, Brendan Finucane, Hilary K Anttila, Verneri Gusev, Alexander Day, Felix R. Loh, Po-Ru Duncan, Laramie Perry, John R.B. Patterson, Nick Robinson, Elise B. Daly, Mark J. Price, Alkes L. Neale, Benjamin M. An Atlas of Genetic Correlations across Human Diseases and Traits |
title | An Atlas of Genetic Correlations across Human Diseases and Traits |
title_full | An Atlas of Genetic Correlations across Human Diseases and Traits |
title_fullStr | An Atlas of Genetic Correlations across Human Diseases and Traits |
title_full_unstemmed | An Atlas of Genetic Correlations across Human Diseases and Traits |
title_short | An Atlas of Genetic Correlations across Human Diseases and Traits |
title_sort | atlas of genetic correlations across human diseases and traits |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4797329/ https://www.ncbi.nlm.nih.gov/pubmed/26414676 http://dx.doi.org/10.1038/ng.3406 |
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