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Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle

BACKGROUND: Many studies have provided evidence of the existence of genetic heterogeneity of environmental variance, suggesting that it could be exploited to improve robustness and uniformity of livestock by selection. However, little is known about the perspectives of such a selection strategy in b...

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Autores principales: Neves, Haroldo HR, Carvalheiro, Roberto, Queiroz, Sandra A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3390267/
https://www.ncbi.nlm.nih.gov/pubmed/22672564
http://dx.doi.org/10.1186/1297-9686-44-19
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author Neves, Haroldo HR
Carvalheiro, Roberto
Queiroz, Sandra A
author_facet Neves, Haroldo HR
Carvalheiro, Roberto
Queiroz, Sandra A
author_sort Neves, Haroldo HR
collection PubMed
description BACKGROUND: Many studies have provided evidence of the existence of genetic heterogeneity of environmental variance, suggesting that it could be exploited to improve robustness and uniformity of livestock by selection. However, little is known about the perspectives of such a selection strategy in beef cattle. METHODS: A two-step approach was applied to study the genetic heterogeneity of residual variance of weight gain from birth to weaning and long-yearling weight in a Nellore beef cattle population. First, an animal model was fitted to the data and second, the influence of additive and environmental effects on the residual variance of these traits was investigated with different models, in which the log squared estimated residuals for each phenotypic record were analyzed using the restricted maximum likelihood method. Monte Carlo simulation was performed to assess the reliability of variance component estimates from the second step and the accuracy of estimated breeding values for residual variation. RESULTS: The results suggest that both genetic and environmental factors have an effect on the residual variance of weight gain from birth to weaning and long-yearling in Nellore beef cattle and that uniformity of these traits could be improved by selecting for lower residual variance, when considering a large amount of information to predict genetic merit for this criterion. Simulations suggested that using the two-step approach would lead to biased estimates of variance components, such that more adequate methods are needed to study the genetic heterogeneity of residual variance in beef cattle.
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spelling pubmed-33902672012-07-09 Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle Neves, Haroldo HR Carvalheiro, Roberto Queiroz, Sandra A Genet Sel Evol Research BACKGROUND: Many studies have provided evidence of the existence of genetic heterogeneity of environmental variance, suggesting that it could be exploited to improve robustness and uniformity of livestock by selection. However, little is known about the perspectives of such a selection strategy in beef cattle. METHODS: A two-step approach was applied to study the genetic heterogeneity of residual variance of weight gain from birth to weaning and long-yearling weight in a Nellore beef cattle population. First, an animal model was fitted to the data and second, the influence of additive and environmental effects on the residual variance of these traits was investigated with different models, in which the log squared estimated residuals for each phenotypic record were analyzed using the restricted maximum likelihood method. Monte Carlo simulation was performed to assess the reliability of variance component estimates from the second step and the accuracy of estimated breeding values for residual variation. RESULTS: The results suggest that both genetic and environmental factors have an effect on the residual variance of weight gain from birth to weaning and long-yearling in Nellore beef cattle and that uniformity of these traits could be improved by selecting for lower residual variance, when considering a large amount of information to predict genetic merit for this criterion. Simulations suggested that using the two-step approach would lead to biased estimates of variance components, such that more adequate methods are needed to study the genetic heterogeneity of residual variance in beef cattle. BioMed Central 2012-07-04 /pmc/articles/PMC3390267/ /pubmed/22672564 http://dx.doi.org/10.1186/1297-9686-44-19 Text en Copyright ©2012 Neves et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Neves, Haroldo HR
Carvalheiro, Roberto
Queiroz, Sandra A
Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle
title Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle
title_full Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle
title_fullStr Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle
title_full_unstemmed Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle
title_short Genetic and environmental heterogeneity of residual variance of weight traits in Nellore beef cattle
title_sort genetic and environmental heterogeneity of residual variance of weight traits in nellore beef cattle
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3390267/
https://www.ncbi.nlm.nih.gov/pubmed/22672564
http://dx.doi.org/10.1186/1297-9686-44-19
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