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Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies

Genomic resources for the domestic dog have improved with the widespread adoption of a 173k SNP array platform and updated reference genome. SNP arrays of this density are sufficient for detecting genetic associations within breeds but are underpowered for finding associations across multiple breeds...

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Autores principales: Hayward, Jessica J., White, Michelle E., Boyle, Michael, Shannon, Laura M., Casal, Margret L., Castelhano, Marta G., Center, Sharon A., Meyers-Wallen, Vicki N., Simpson, Kenneth W., Sutter, Nathan B., Todhunter, Rory J., Boyko, Adam R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762211/
https://www.ncbi.nlm.nih.gov/pubmed/31525180
http://dx.doi.org/10.1371/journal.pgen.1008003
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author Hayward, Jessica J.
White, Michelle E.
Boyle, Michael
Shannon, Laura M.
Casal, Margret L.
Castelhano, Marta G.
Center, Sharon A.
Meyers-Wallen, Vicki N.
Simpson, Kenneth W.
Sutter, Nathan B.
Todhunter, Rory J.
Boyko, Adam R.
author_facet Hayward, Jessica J.
White, Michelle E.
Boyle, Michael
Shannon, Laura M.
Casal, Margret L.
Castelhano, Marta G.
Center, Sharon A.
Meyers-Wallen, Vicki N.
Simpson, Kenneth W.
Sutter, Nathan B.
Todhunter, Rory J.
Boyko, Adam R.
author_sort Hayward, Jessica J.
collection PubMed
description Genomic resources for the domestic dog have improved with the widespread adoption of a 173k SNP array platform and updated reference genome. SNP arrays of this density are sufficient for detecting genetic associations within breeds but are underpowered for finding associations across multiple breeds or in mixed-breed dogs, where linkage disequilibrium rapidly decays between markers, even though such studies would hold particular promise for mapping complex diseases and traits. Here we introduce an imputation reference panel, consisting of 365 diverse, whole-genome sequenced dogs and wolves, which increases the number of markers that can be queried in genome-wide association studies approximately 130-fold. Using previously genotyped dogs, we show the utility of this reference panel in identifying potentially novel associations, including a locus on CFA20 significantly associated with cranial cruciate ligament disease, and fine-mapping for canine body size and blood phenotypes, even when causal loci are not in strong linkage disequilibrium with any single array marker. This reference panel resource will improve future genome-wide association studies for canine complex diseases and other phenotypes.
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spelling pubmed-67622112019-10-11 Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies Hayward, Jessica J. White, Michelle E. Boyle, Michael Shannon, Laura M. Casal, Margret L. Castelhano, Marta G. Center, Sharon A. Meyers-Wallen, Vicki N. Simpson, Kenneth W. Sutter, Nathan B. Todhunter, Rory J. Boyko, Adam R. PLoS Genet Research Article Genomic resources for the domestic dog have improved with the widespread adoption of a 173k SNP array platform and updated reference genome. SNP arrays of this density are sufficient for detecting genetic associations within breeds but are underpowered for finding associations across multiple breeds or in mixed-breed dogs, where linkage disequilibrium rapidly decays between markers, even though such studies would hold particular promise for mapping complex diseases and traits. Here we introduce an imputation reference panel, consisting of 365 diverse, whole-genome sequenced dogs and wolves, which increases the number of markers that can be queried in genome-wide association studies approximately 130-fold. Using previously genotyped dogs, we show the utility of this reference panel in identifying potentially novel associations, including a locus on CFA20 significantly associated with cranial cruciate ligament disease, and fine-mapping for canine body size and blood phenotypes, even when causal loci are not in strong linkage disequilibrium with any single array marker. This reference panel resource will improve future genome-wide association studies for canine complex diseases and other phenotypes. Public Library of Science 2019-09-16 /pmc/articles/PMC6762211/ /pubmed/31525180 http://dx.doi.org/10.1371/journal.pgen.1008003 Text en © 2019 Hayward et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Hayward, Jessica J.
White, Michelle E.
Boyle, Michael
Shannon, Laura M.
Casal, Margret L.
Castelhano, Marta G.
Center, Sharon A.
Meyers-Wallen, Vicki N.
Simpson, Kenneth W.
Sutter, Nathan B.
Todhunter, Rory J.
Boyko, Adam R.
Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
title Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
title_full Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
title_fullStr Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
title_full_unstemmed Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
title_short Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
title_sort imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762211/
https://www.ncbi.nlm.nih.gov/pubmed/31525180
http://dx.doi.org/10.1371/journal.pgen.1008003
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