1. Imputation of canine genotype array data using 365 whole-genome sequences improves power of genome-wide association studies.
- Author
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Hayward JJ, White ME, Boyle M, Shannon LM, Casal ML, Castelhano MG, Center SA, Meyers-Wallen VN, Simpson KW, Sutter NB, Todhunter RJ, and Boyko AR
- Subjects
- Animals, Breeding, Chromosome Mapping methods, Dogs genetics, Genome genetics, Genotype, Linkage Disequilibrium genetics, Phenotype, Polymorphism, Single Nucleotide genetics, Genome-Wide Association Study methods, Genomics methods, Whole Genome Sequencing methods
- 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., Competing Interests: I have read the journal's policy and the authors of this manuscript have the following competing interests: ARB is the chief scientific officer of Embark Veterinary Inc.
- Published
- 2019
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