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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2018
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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 |
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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 |
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