A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits

Statistical colocalisation is a method to identify causal genes and shared genetic aetiology across traits. Here, the authors describe HyPrColoc, an efficient Bayesian divisive clustering algorithm which integrates summary statistics from genome-wide association studies to detect clusters of colocal...

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Main Authors: Christopher N. Foley, James R. Staley, Philip G. Breen, Benjamin B. Sun, Paul D. W. Kirk, Stephen Burgess, Joanna M. M. Howson
Format: Article
Language:English
Published: Nature Publishing Group 2021-02-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-020-20885-8
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spelling doaj-3c6045c88c554f35b4d4238ae36ad69a2021-02-07T12:13:42ZengNature Publishing GroupNature Communications2041-17232021-02-0112111810.1038/s41467-020-20885-8A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traitsChristopher N. Foley0James R. Staley1Philip G. Breen2Benjamin B. Sun3Paul D. W. Kirk4Stephen Burgess5Joanna M. M. Howson6MRC Biostatistics Unit, Cambridge Institute of Public Health, University of CambridgeCardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of CambridgeSchool of Mathematics, University of Edinburgh, Kings BuildingsCardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of CambridgeMRC Biostatistics Unit, Cambridge Institute of Public Health, University of CambridgeMRC Biostatistics Unit, Cambridge Institute of Public Health, University of CambridgeCardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of CambridgeStatistical colocalisation is a method to identify causal genes and shared genetic aetiology across traits. Here, the authors describe HyPrColoc, an efficient Bayesian divisive clustering algorithm which integrates summary statistics from genome-wide association studies to detect clusters of colocalised traits from large numbers of traits.https://doi.org/10.1038/s41467-020-20885-8
collection DOAJ
language English
format Article
sources DOAJ
author Christopher N. Foley
James R. Staley
Philip G. Breen
Benjamin B. Sun
Paul D. W. Kirk
Stephen Burgess
Joanna M. M. Howson
spellingShingle Christopher N. Foley
James R. Staley
Philip G. Breen
Benjamin B. Sun
Paul D. W. Kirk
Stephen Burgess
Joanna M. M. Howson
A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
Nature Communications
author_facet Christopher N. Foley
James R. Staley
Philip G. Breen
Benjamin B. Sun
Paul D. W. Kirk
Stephen Burgess
Joanna M. M. Howson
author_sort Christopher N. Foley
title A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
title_short A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
title_full A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
title_fullStr A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
title_full_unstemmed A fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
title_sort fast and efficient colocalization algorithm for identifying shared genetic risk factors across multiple traits
publisher Nature Publishing Group
series Nature Communications
issn 2041-1723
publishDate 2021-02-01
description Statistical colocalisation is a method to identify causal genes and shared genetic aetiology across traits. Here, the authors describe HyPrColoc, an efficient Bayesian divisive clustering algorithm which integrates summary statistics from genome-wide association studies to detect clusters of colocalised traits from large numbers of traits.
url https://doi.org/10.1038/s41467-020-20885-8
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