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

Jessica J. Hayward, Michelle E. White, Michael Boyle, Laura M. Shannon, Margret L. Casal, Marta G. Castelhano, Sharon A. Center, Vicki N. Meyers-Wallen, Kenneth W. Simpson, Nathan B. Sutter, Rory J. Todhunter, Adam R. Boyko

Research output: Contribution to journalArticle

4 Scopus citations

Abstract

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.

Original languageEnglish (US)
Article numbere1008003
JournalPLoS genetics
Volume15
Issue number9
DOIs
StatePublished - Jan 1 2019

PubMed: MeSH publication types

  • Journal Article
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

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    Hayward, J. J., White, M. E., Boyle, M., Shannon, L. M., Casal, M. L., Castelhano, M. G., Center, S. A., Meyers-Wallen, V. N., Simpson, K. W., Sutter, N. B., Todhunter, R. J., & Boyko, A. R. (2019). Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies. PLoS genetics, 15(9), [e1008003]. https://doi.org/10.1371/journal.pgen.1008003