Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Bonifazi, Renzo, Calus, Mario P. L., ten Napel, Jan, Veerkamp, Roel F., Michenet, Alexis, Savoia, Simone, Cromie, Andrew, Vandenplas, Jérémie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
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
_version_ 1784782498484453376
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
work_keys_str_mv AT bonifazirenzo internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT calusmariopl internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT tennapeljan internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT veerkamproelf internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT michenetalexis internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT savoiasimone internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT cromieandrew internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight
AT vandenplasjeremie internationalsinglestepsnpblupbeefcattleevaluationsforlimousinweaningweight