Improving the resolution of canine genome-wide association studies using genotype imputation: A study of two breeds.

Jenkins, Christopher A.; Dog Biomedical Variant Database, Consortium; Schofield, Ellen C.; Mellersh, Cathryn S.; De Risio, Luisa; Ricketts, Sally L. (2021). Improving the resolution of canine genome-wide association studies using genotype imputation: A study of two breeds. Animal genetics, 52(5), pp. 703-713. Wiley 10.1111/age.13117

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Genotype imputation using a reference panel that combines high-density array data and publicly available whole genome sequence consortium variant data is potentially a cost-effective method to increase the density of extant lower-density array datasets. In this study, three datasets (two Border Collie; one Italian Spinone) generated using a legacy array (Illumina CanineHD, 173 662 SNPs) were utilised to assess the feasibility and accuracy of this approach and to gather additional evidence for the efficacy of canine genotype imputation. The cosmopolitan reference panels used to impute genotypes comprised dogs of 158 breeds, mixed breed dogs, wolves and Chinese indigenous dogs, as well as breed-specific individuals genotyped using the Axiom Canine HD array. The two Border Collie reference panels comprised 808 individuals including 79 Border Collies and 426 326 or 426 332 SNPs; and the Italian Spinone reference panel comprised 807 individuals including 38 Italian Spinoni and 476 313 SNPs. A high accuracy for imputation was observed, with the lowest accuracy observed for one of the Border Collie datasets (mean R2  = 0.94) and the highest for the Italian Spinone dataset (mean R2  = 0.97). This study's findings demonstrate that imputation of a legacy array study set using a reference panel comprising both breed-specific array data and multi-breed variant data derived from whole genomes is effective and accurate. The process of canine genotype imputation, using the valuable growing resource of publicly available canine genome variant datasets alongside breed-specific data, is described in detail to facilitate and encourage use of this technique in canine genetics.

Item Type:

Journal Article (Original Article)

Division/Institute:

05 Veterinary Medicine > Department of Clinical Research and Veterinary Public Health (DCR-VPH) > Institute of Genetics
05 Veterinary Medicine > Department of Clinical Research and Veterinary Public Health (DCR-VPH)

Subjects:

500 Science > 570 Life sciences; biology
500 Science > 590 Animals (Zoology)
600 Technology > 610 Medicine & health

ISSN:

1365-2052

Publisher:

Wiley

Language:

English

Submitter:

Tosso Leeb

Date Deposited:

05 Aug 2021 09:41

Last Modified:

25 Oct 2021 14:46

Publisher DOI:

10.1111/age.13117

PubMed ID:

34252218

Additional Information:

Dog Biomedical Variant Database Consortium: Drögemüller Cord, Jagannathan Vidya, Leeb Tosso

Uncontrolled Keywords:

Border Collie Italian Spinone genome-wide association study imputation accuracy whole genome sequencing

BORIS DOI:

10.48350/157733

URI:

https://boris.unibe.ch/id/eprint/157733

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