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International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight
BACKGROUND: Compared to national evaluations, international collaboration projects further improve accuracies of estimated breeding values (EBV) by building larger reference populations or performing a joint evaluation using data (or proxy of them) from different countries. Genomic selection is incr...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9441073/ https://www.ncbi.nlm.nih.gov/pubmed/36057564 http://dx.doi.org/10.1186/s12711-022-00748-0 |
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author | Bonifazi, Renzo Calus, Mario P. L. ten Napel, Jan Veerkamp, Roel F. Michenet, Alexis Savoia, Simone Cromie, Andrew Vandenplas, Jérémie |
author_facet | Bonifazi, Renzo Calus, Mario P. L. ten Napel, Jan Veerkamp, Roel F. Michenet, Alexis Savoia, Simone Cromie, Andrew Vandenplas, Jérémie |
author_sort | Bonifazi, Renzo |
collection | PubMed |
description | BACKGROUND: Compared to national evaluations, international collaboration projects further improve accuracies of estimated breeding values (EBV) by building larger reference populations or performing a joint evaluation using data (or proxy of them) from different countries. Genomic selection is increasingly adopted in beef cattle, but, to date, the benefits of including genomic information in international evaluations have not been explored. Our objective was to develop an international beef cattle single-step genomic evaluation and investigate its impact on the accuracy and bias of genomic evaluations compared to current pedigree-based evaluations. METHODS: Weaning weight records were available for 331,593 animals from seven European countries. The pedigree included 519,740 animals. After imputation and quality control, 17,607 genotypes at a density of 57,899 single nucleotide polymorphisms (SNPs) from four countries were available. We implemented two international scenarios where countries were modelled as different correlated traits: an international genomic single-step SNP best linear unbiased prediction (SNPBLUP) evaluation (ssSNPBLUP(INT)) and an international pedigree-based BLUP evaluation (PBLUP(INT)). Two national scenarios were implemented for pedigree and genomic evaluations using only nationally submitted phenotypes and genotypes. Accuracies, level and dispersion bias of EBV of animals born from 2014 onwards, and increases in population accuracies were estimated using the linear regression method. RESULTS: On average across countries, 39 and 17% of sires and maternal-grand-sires with recorded (grand-)offspring across two countries were genotyped. ssSNPBLUP(INT) showed the highest accuracies of EBV and, compared to PBLUP(INT), led to increases in population accuracy of 13.7% for direct EBV, and 25.8% for maternal EBV, on average across countries. Increases in population accuracies when moving from national scenarios to ssSNPBLUP(INT) were observed for all countries. Overall, ssSNPBLUP(INT) level and dispersion bias remained similar or slightly reduced compared to PBLUP(INT) and national scenarios. CONCLUSIONS: International single-step SNPBLUP evaluations are feasible and lead to higher population accuracies for both large and small countries compared to current international pedigree-based evaluations and national evaluations. These results are likely related to the larger multi-country reference population and the inclusion of phenotypes from relatives recorded in other countries via single-step international evaluations. The proposed international single-step approach can be applied to other traits and breeds. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12711-022-00748-0. |
format | Online Article Text |
id | pubmed-9441073 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-94410732022-09-05 International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight Bonifazi, Renzo Calus, Mario P. L. ten Napel, Jan Veerkamp, Roel F. Michenet, Alexis Savoia, Simone Cromie, Andrew Vandenplas, Jérémie Genet Sel Evol Research Article BACKGROUND: Compared to national evaluations, international collaboration projects further improve accuracies of estimated breeding values (EBV) by building larger reference populations or performing a joint evaluation using data (or proxy of them) from different countries. Genomic selection is increasingly adopted in beef cattle, but, to date, the benefits of including genomic information in international evaluations have not been explored. Our objective was to develop an international beef cattle single-step genomic evaluation and investigate its impact on the accuracy and bias of genomic evaluations compared to current pedigree-based evaluations. METHODS: Weaning weight records were available for 331,593 animals from seven European countries. The pedigree included 519,740 animals. After imputation and quality control, 17,607 genotypes at a density of 57,899 single nucleotide polymorphisms (SNPs) from four countries were available. We implemented two international scenarios where countries were modelled as different correlated traits: an international genomic single-step SNP best linear unbiased prediction (SNPBLUP) evaluation (ssSNPBLUP(INT)) and an international pedigree-based BLUP evaluation (PBLUP(INT)). Two national scenarios were implemented for pedigree and genomic evaluations using only nationally submitted phenotypes and genotypes. Accuracies, level and dispersion bias of EBV of animals born from 2014 onwards, and increases in population accuracies were estimated using the linear regression method. RESULTS: On average across countries, 39 and 17% of sires and maternal-grand-sires with recorded (grand-)offspring across two countries were genotyped. ssSNPBLUP(INT) showed the highest accuracies of EBV and, compared to PBLUP(INT), led to increases in population accuracy of 13.7% for direct EBV, and 25.8% for maternal EBV, on average across countries. Increases in population accuracies when moving from national scenarios to ssSNPBLUP(INT) were observed for all countries. Overall, ssSNPBLUP(INT) level and dispersion bias remained similar or slightly reduced compared to PBLUP(INT) and national scenarios. CONCLUSIONS: International single-step SNPBLUP evaluations are feasible and lead to higher population accuracies for both large and small countries compared to current international pedigree-based evaluations and national evaluations. These results are likely related to the larger multi-country reference population and the inclusion of phenotypes from relatives recorded in other countries via single-step international evaluations. The proposed international single-step approach can be applied to other traits and breeds. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12711-022-00748-0. BioMed Central 2022-09-04 /pmc/articles/PMC9441073/ /pubmed/36057564 http://dx.doi.org/10.1186/s12711-022-00748-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Bonifazi, Renzo Calus, Mario P. L. ten Napel, Jan Veerkamp, Roel F. Michenet, Alexis Savoia, Simone Cromie, Andrew Vandenplas, Jérémie International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight |
title | International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight |
title_full | International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight |
title_fullStr | International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight |
title_full_unstemmed | International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight |
title_short | International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight |
title_sort | international single-step snpblup beef cattle evaluations for limousin weaning weight |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9441073/ https://www.ncbi.nlm.nih.gov/pubmed/36057564 http://dx.doi.org/10.1186/s12711-022-00748-0 |
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