Cargando…

Accuracy of genotype imputation in Labrador Retrievers

The dog is a valuable model species for the genetic analysis of complex traits, and the use of genotype imputation in dogs will be an important tool for future studies. It is of particular interest to analyse the effect of factors like single nucleotide polymorphism (SNP) density of genotyping array...

Descripción completa

Detalles Bibliográficos
Autores principales: Friedrich, J., Antolín, R., Edwards, S. M., Sánchez‐Molano, E., Haskell, M. J., Hickey, J. M., Wiener, P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6055857/
https://www.ncbi.nlm.nih.gov/pubmed/29974966
http://dx.doi.org/10.1111/age.12677
_version_ 1783341263407284224
author Friedrich, J.
Antolín, R.
Edwards, S. M.
Sánchez‐Molano, E.
Haskell, M. J.
Hickey, J. M.
Wiener, P.
author_facet Friedrich, J.
Antolín, R.
Edwards, S. M.
Sánchez‐Molano, E.
Haskell, M. J.
Hickey, J. M.
Wiener, P.
author_sort Friedrich, J.
collection PubMed
description The dog is a valuable model species for the genetic analysis of complex traits, and the use of genotype imputation in dogs will be an important tool for future studies. It is of particular interest to analyse the effect of factors like single nucleotide polymorphism (SNP) density of genotyping arrays and relatedness between dogs on imputation accuracy due to the acknowledged genetic and pedigree structure of dog breeds. In this study, we simulated different genotyping strategies based on data from 1179 Labrador Retriever dogs. The study involved 5826 SNPs on chromosome 1 representing the high density (HighD) array; the low‐density (LowD) array was simulated by masking different proportions of SNPs on the HighD array. The correlations between true and imputed genotypes for a realistic masking level of 87.5% ranged from 0.92 to 0.97, depending on the scenario used. A correlation of 0.92 was found for a likely scenario (10% of dogs genotyped using HighD, 87.5% of HighD SNPs masked in the LowD array), which indicates that genotype imputation in Labrador Retrievers can be a valuable tool to reduce experimental costs while increasing sample size. Furthermore, we show that genotype imputation can be performed successfully even without pedigree information and with low relatedness between dogs in the reference and validation sets. Based on these results, the impact of genotype imputation was evaluated in a genome‐wide association analysis and genomic prediction in Labrador Retrievers.
format Online
Article
Text
id pubmed-6055857
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-60558572018-07-30 Accuracy of genotype imputation in Labrador Retrievers Friedrich, J. Antolín, R. Edwards, S. M. Sánchez‐Molano, E. Haskell, M. J. Hickey, J. M. Wiener, P. Anim Genet Articles The dog is a valuable model species for the genetic analysis of complex traits, and the use of genotype imputation in dogs will be an important tool for future studies. It is of particular interest to analyse the effect of factors like single nucleotide polymorphism (SNP) density of genotyping arrays and relatedness between dogs on imputation accuracy due to the acknowledged genetic and pedigree structure of dog breeds. In this study, we simulated different genotyping strategies based on data from 1179 Labrador Retriever dogs. The study involved 5826 SNPs on chromosome 1 representing the high density (HighD) array; the low‐density (LowD) array was simulated by masking different proportions of SNPs on the HighD array. The correlations between true and imputed genotypes for a realistic masking level of 87.5% ranged from 0.92 to 0.97, depending on the scenario used. A correlation of 0.92 was found for a likely scenario (10% of dogs genotyped using HighD, 87.5% of HighD SNPs masked in the LowD array), which indicates that genotype imputation in Labrador Retrievers can be a valuable tool to reduce experimental costs while increasing sample size. Furthermore, we show that genotype imputation can be performed successfully even without pedigree information and with low relatedness between dogs in the reference and validation sets. Based on these results, the impact of genotype imputation was evaluated in a genome‐wide association analysis and genomic prediction in Labrador Retrievers. John Wiley and Sons Inc. 2018-07-05 2018-08 /pmc/articles/PMC6055857/ /pubmed/29974966 http://dx.doi.org/10.1111/age.12677 Text en © 2018 The Authors. Animal Genetics published by John Wiley & Sons Ltd on behalf of Stichting International Foundation for Animal Genetics This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Friedrich, J.
Antolín, R.
Edwards, S. M.
Sánchez‐Molano, E.
Haskell, M. J.
Hickey, J. M.
Wiener, P.
Accuracy of genotype imputation in Labrador Retrievers
title Accuracy of genotype imputation in Labrador Retrievers
title_full Accuracy of genotype imputation in Labrador Retrievers
title_fullStr Accuracy of genotype imputation in Labrador Retrievers
title_full_unstemmed Accuracy of genotype imputation in Labrador Retrievers
title_short Accuracy of genotype imputation in Labrador Retrievers
title_sort accuracy of genotype imputation in labrador retrievers
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6055857/
https://www.ncbi.nlm.nih.gov/pubmed/29974966
http://dx.doi.org/10.1111/age.12677
work_keys_str_mv AT friedrichj accuracyofgenotypeimputationinlabradorretrievers
AT antolinr accuracyofgenotypeimputationinlabradorretrievers
AT edwardssm accuracyofgenotypeimputationinlabradorretrievers
AT sanchezmolanoe accuracyofgenotypeimputationinlabradorretrievers
AT haskellmj accuracyofgenotypeimputationinlabradorretrievers
AT hickeyjm accuracyofgenotypeimputationinlabradorretrievers
AT wienerp accuracyofgenotypeimputationinlabradorretrievers