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Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle
SIMPLE SUMMARY: Body conformation traits are closely related to economically important characteristics and should be considered in cattle breeding programs. A variety of body conformation traits recorded by classifiers can complicate the analysis process. Factor analysis can reduce the number of var...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495085/ https://www.ncbi.nlm.nih.gov/pubmed/36139293 http://dx.doi.org/10.3390/ani12182433 |
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author | Xu, Lei Luo, Hanpeng Zhang, Xiaoxue Lu, Haibo Zhang, Menghua Ge, Jianjun Zhang, Tao Yan, Mengjie Tan, Xueting Huang, Xixia Wang, Yachun |
author_facet | Xu, Lei Luo, Hanpeng Zhang, Xiaoxue Lu, Haibo Zhang, Menghua Ge, Jianjun Zhang, Tao Yan, Mengjie Tan, Xueting Huang, Xixia Wang, Yachun |
author_sort | Xu, Lei |
collection | PubMed |
description | SIMPLE SUMMARY: Body conformation traits are closely related to economically important characteristics and should be considered in cattle breeding programs. A variety of body conformation traits recorded by classifiers can complicate the analysis process. Factor analysis can reduce the number of variables by combining two or more variables into a single factor, which has biological significance. The results of this study could be used by breeders to define conformation indexes and implement genetic assessments for conformation traits in dual-purpose breeds. ABSTRACT: In this study, we estimated the genetic parameters for 6 composite traits and 27 body conformation traits of 1016 dual-purpose Simmental cattle reared in northwestern China from 2010 to 2019 using a linear animal mixed model. To integrate these traits, a variety of methods were used as follows: (1) genetic parameters estimates for composite and individual body conformation traits based on the pedigree relationship matrix (A) and combined genomic-pedigree relationship matrix (H); (2) factor analysis to explore the relationships among body conformation traits; and (3) genetic parameters of factor scores estimated using A and H, and the correlations of EBVs of the factor scores and EBVs of the composite traits. Heritability estimates of the composite traits using A and H were low to medium (0.07–0.47). The 24 common latent factors explained 96.13% of the total variance. Among factors with eigenvalues ≥ 1, F1 was mainly related to body frame, muscularity, and rump; F2 was related to feet and legs; F3, F4, F5, and F6 were related to teat placement, teat size, udder size, and udder conformation; and F7 was related to body frame. Single-trait analysis of factor scores yielded heritability estimates that were low to moderate (0.008–0.43 based on A and 0.04–0.43 based on H). Spearman and Pearson correlations, derived from the best linear unbiased prediction analysis of composite traits and factor scores, showed a similar pattern. Thus, incorporating factor analysis into the morphological evaluation to simplify the assessment of body conformation traits may improve the genetics of dual-purpose Simmental cattle. |
format | Online Article Text |
id | pubmed-9495085 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94950852022-09-23 Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle Xu, Lei Luo, Hanpeng Zhang, Xiaoxue Lu, Haibo Zhang, Menghua Ge, Jianjun Zhang, Tao Yan, Mengjie Tan, Xueting Huang, Xixia Wang, Yachun Animals (Basel) Article SIMPLE SUMMARY: Body conformation traits are closely related to economically important characteristics and should be considered in cattle breeding programs. A variety of body conformation traits recorded by classifiers can complicate the analysis process. Factor analysis can reduce the number of variables by combining two or more variables into a single factor, which has biological significance. The results of this study could be used by breeders to define conformation indexes and implement genetic assessments for conformation traits in dual-purpose breeds. ABSTRACT: In this study, we estimated the genetic parameters for 6 composite traits and 27 body conformation traits of 1016 dual-purpose Simmental cattle reared in northwestern China from 2010 to 2019 using a linear animal mixed model. To integrate these traits, a variety of methods were used as follows: (1) genetic parameters estimates for composite and individual body conformation traits based on the pedigree relationship matrix (A) and combined genomic-pedigree relationship matrix (H); (2) factor analysis to explore the relationships among body conformation traits; and (3) genetic parameters of factor scores estimated using A and H, and the correlations of EBVs of the factor scores and EBVs of the composite traits. Heritability estimates of the composite traits using A and H were low to medium (0.07–0.47). The 24 common latent factors explained 96.13% of the total variance. Among factors with eigenvalues ≥ 1, F1 was mainly related to body frame, muscularity, and rump; F2 was related to feet and legs; F3, F4, F5, and F6 were related to teat placement, teat size, udder size, and udder conformation; and F7 was related to body frame. Single-trait analysis of factor scores yielded heritability estimates that were low to moderate (0.008–0.43 based on A and 0.04–0.43 based on H). Spearman and Pearson correlations, derived from the best linear unbiased prediction analysis of composite traits and factor scores, showed a similar pattern. Thus, incorporating factor analysis into the morphological evaluation to simplify the assessment of body conformation traits may improve the genetics of dual-purpose Simmental cattle. MDPI 2022-09-15 /pmc/articles/PMC9495085/ /pubmed/36139293 http://dx.doi.org/10.3390/ani12182433 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Xu, Lei Luo, Hanpeng Zhang, Xiaoxue Lu, Haibo Zhang, Menghua Ge, Jianjun Zhang, Tao Yan, Mengjie Tan, Xueting Huang, Xixia Wang, Yachun Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle |
title | Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle |
title_full | Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle |
title_fullStr | Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle |
title_full_unstemmed | Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle |
title_short | Factor Analysis of Genetic Parameters for Body Conformation Traits in Dual-Purpose Simmental Cattle |
title_sort | factor analysis of genetic parameters for body conformation traits in dual-purpose simmental cattle |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495085/ https://www.ncbi.nlm.nih.gov/pubmed/36139293 http://dx.doi.org/10.3390/ani12182433 |
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