Genetic evaluation and selection response for growth in meat-type quail through random regression models using B-spline functions and Legendre polynomials

The objective was to estimate (co)variance functions using random regression models (RRM) with Legendre polynomials, B-spline function and multi-trait models aimed at evaluating genetic parameters of growth traits in meat-type quail. A database containing the complete pedigree information of 7000 me...

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Published inAnimal (Cambridge, England) Vol. 12; no. 4; pp. 667 - 674
Main Authors Mota, L. F. M., Martins, P. G. M. A., Littiere, T. O., Abreu, L. R. A., Silva, M. A., Bonafé, C. M.
Format Journal Article
LanguageEnglish
Published Cambridge, UK Cambridge University Press 01.04.2018
Elsevier Limited
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Abstract The objective was to estimate (co)variance functions using random regression models (RRM) with Legendre polynomials, B-spline function and multi-trait models aimed at evaluating genetic parameters of growth traits in meat-type quail. A database containing the complete pedigree information of 7000 meat-type quail was utilized. The models included the fixed effects of contemporary group and generation. Direct additive genetic and permanent environmental effects, considered as random, were modeled using B-spline functions considering quadratic and cubic polynomials for each individual segment, and Legendre polynomials for age. Residual variances were grouped in four age classes. Direct additive genetic and permanent environmental effects were modeled using 2 to 4 segments and were modeled by Legendre polynomial with orders of fit ranging from 2 to 4. The model with quadratic B-spline adjustment, using four segments for direct additive genetic and permanent environmental effects, was the most appropriate and parsimonious to describe the covariance structure of the data. The RRM using Legendre polynomials presented an underestimation of the residual variance. Lesser heritability estimates were observed for multi-trait models in comparison with RRM for the evaluated ages. In general, the genetic correlations between measures of BW from hatching to 35 days of age decreased as the range between the evaluated ages increased. Genetic trend for BW was positive and significant along the selection generations. The genetic response to selection for BW in the evaluated ages presented greater values for RRM compared with multi-trait models. In summary, RRM using B-spline functions with four residual variance classes and segments were the best fit for genetic evaluation of growth traits in meat-type quail. In conclusion, RRM should be considered in genetic evaluation of breeding programs.
AbstractList The objective was to estimate (co)variance functions using random regression models (RRM) with Legendre polynomials, B-spline function and multi-trait models aimed at evaluating genetic parameters of growth traits in meat-type quail. A database containing the complete pedigree information of 7000 meat-type quail was utilized. The models included the fixed effects of contemporary group and generation. Direct additive genetic and permanent environmental effects, considered as random, were modeled using B-spline functions considering quadratic and cubic polynomials for each individual segment, and Legendre polynomials for age. Residual variances were grouped in four age classes. Direct additive genetic and permanent environmental effects were modeled using 2 to 4 segments and were modeled by Legendre polynomial with orders of fit ranging from 2 to 4. The model with quadratic B-spline adjustment, using four segments for direct additive genetic and permanent environmental effects, was the most appropriate and parsimonious to describe the covariance structure of the data. The RRM using Legendre polynomials presented an underestimation of the residual variance. Lesser heritability estimates were observed for multi-trait models in comparison with RRM for the evaluated ages. In general, the genetic correlations between measures of BW from hatching to 35 days of age decreased as the range between the evaluated ages increased. Genetic trend for BW was positive and significant along the selection generations. The genetic response to selection for BW in the evaluated ages presented greater values for RRM compared with multi-trait models. In summary, RRM using B-spline functions with four residual variance classes and segments were the best fit for genetic evaluation of growth traits in meat-type quail. In conclusion, RRM should be considered in genetic evaluation of breeding programs.
Author Bonafé, C. M.
Silva, M. A.
Mota, L. F. M.
Martins, P. G. M. A.
Abreu, L. R. A.
Littiere, T. O.
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  givenname: T. O.
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  givenname: L. R. A.
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/28803586$$D View this record in MEDLINE/PubMed
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Snippet The objective was to estimate (co)variance functions using random regression models (RRM) with Legendre polynomials, B-spline function and multi-trait models...
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StartPage 667
SubjectTerms Age
Animal sciences
B spline functions
Breeding
Breeding and genetics
Breeding of animals
Cattle
Correlation analysis
Coturnix coturnix
Covariance
covariance functions
Environmental effects
Evaluation
genetic correlation
Hatching
Heritability
Meat
Pedigree
Polynomials
Poultry
Regression analysis
Regression models
Research Article
segmented polynomials
Segments
Variance
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  providerName: Directory of Open Access Journals
Title Genetic evaluation and selection response for growth in meat-type quail through random regression models using B-spline functions and Legendre polynomials
URI https://www.cambridge.org/core/product/identifier/S1751731117001951/type/journal_article
https://www.ncbi.nlm.nih.gov/pubmed/28803586
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Volume 12
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