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Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels
BACKGROUND: Genotype imputation is commonly used as an initial step in genomic selection since the accuracy of genomic selection does not decline if accurately imputed genotypes are used instead of actual genotypes but for a lower cost. Performance of imputation has rarely been investigated in cross...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4486706/ https://www.ncbi.nlm.nih.gov/pubmed/26122927 http://dx.doi.org/10.1186/s12711-015-0134-4 |
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author | Xiang, Tao Ma, Peipei Ostersen, Tage Legarra, Andres Christensen, Ole F |
author_facet | Xiang, Tao Ma, Peipei Ostersen, Tage Legarra, Andres Christensen, Ole F |
author_sort | Xiang, Tao |
collection | PubMed |
description | BACKGROUND: Genotype imputation is commonly used as an initial step in genomic selection since the accuracy of genomic selection does not decline if accurately imputed genotypes are used instead of actual genotypes but for a lower cost. Performance of imputation has rarely been investigated in crossbred animals and, in particular, in pigs. The extent and pattern of linkage disequilibrium differ in crossbred versus purebred animals, which may impact the performance of imputation. In this study, first we compared different scenarios of imputation from 5 K to 8 K single nucleotide polymorphisms (SNPs) in genotyped Danish Landrace and Yorkshire and crossbred Landrace-Yorkshire datasets and, second, we compared imputation from 8 K to 60 K SNPs in genotyped purebred and simulated crossbred datasets. All imputations were done using software Beagle version 3.3.2. Then, we investigated the reasons that could explain the differences observed. RESULTS: Genotype imputation performs as well in crossbred animals as in purebred animals when both parental breeds are included in the reference population. When the size of the reference population is very large, it is not necessary to use a reference population that combines the two breeds to impute the genotypes of purebred animals because a within-breed reference population can provide a very high level of imputation accuracy (correct rate ≥ 0.99, correlation ≥ 0.95). However, to ensure that similar imputation accuracies are obtained for crossbred animals, a reference population that combines both parental purebred animals is required. Imputation accuracies are higher when a larger proportion of haplotypes are shared between the reference population and the validation (imputed) populations. CONCLUSIONS: The results from both real data and pedigree-based simulated data demonstrate that genotype imputation from low-density panels to medium-density panels is highly accurate in both purebred and crossbred pigs. In crossbred pigs, combining the parental purebred animals in the reference population is necessary to obtain high imputation accuracy. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12711-015-0134-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4486706 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44867062015-07-02 Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels Xiang, Tao Ma, Peipei Ostersen, Tage Legarra, Andres Christensen, Ole F Genet Sel Evol Research Article BACKGROUND: Genotype imputation is commonly used as an initial step in genomic selection since the accuracy of genomic selection does not decline if accurately imputed genotypes are used instead of actual genotypes but for a lower cost. Performance of imputation has rarely been investigated in crossbred animals and, in particular, in pigs. The extent and pattern of linkage disequilibrium differ in crossbred versus purebred animals, which may impact the performance of imputation. In this study, first we compared different scenarios of imputation from 5 K to 8 K single nucleotide polymorphisms (SNPs) in genotyped Danish Landrace and Yorkshire and crossbred Landrace-Yorkshire datasets and, second, we compared imputation from 8 K to 60 K SNPs in genotyped purebred and simulated crossbred datasets. All imputations were done using software Beagle version 3.3.2. Then, we investigated the reasons that could explain the differences observed. RESULTS: Genotype imputation performs as well in crossbred animals as in purebred animals when both parental breeds are included in the reference population. When the size of the reference population is very large, it is not necessary to use a reference population that combines the two breeds to impute the genotypes of purebred animals because a within-breed reference population can provide a very high level of imputation accuracy (correct rate ≥ 0.99, correlation ≥ 0.95). However, to ensure that similar imputation accuracies are obtained for crossbred animals, a reference population that combines both parental purebred animals is required. Imputation accuracies are higher when a larger proportion of haplotypes are shared between the reference population and the validation (imputed) populations. CONCLUSIONS: The results from both real data and pedigree-based simulated data demonstrate that genotype imputation from low-density panels to medium-density panels is highly accurate in both purebred and crossbred pigs. In crossbred pigs, combining the parental purebred animals in the reference population is necessary to obtain high imputation accuracy. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12711-015-0134-4) contains supplementary material, which is available to authorized users. BioMed Central 2015-06-30 /pmc/articles/PMC4486706/ /pubmed/26122927 http://dx.doi.org/10.1186/s12711-015-0134-4 Text en © Xiang et al. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Xiang, Tao Ma, Peipei Ostersen, Tage Legarra, Andres Christensen, Ole F Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels |
title | Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels |
title_full | Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels |
title_fullStr | Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels |
title_full_unstemmed | Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels |
title_short | Imputation of genotypes in Danish purebred and two-way crossbred pigs using low-density panels |
title_sort | imputation of genotypes in danish purebred and two-way crossbred pigs using low-density panels |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4486706/ https://www.ncbi.nlm.nih.gov/pubmed/26122927 http://dx.doi.org/10.1186/s12711-015-0134-4 |
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