Genetic analysis of morphological and functional traits in Campolina horses using Bayesian multi-trait model

被引:23
作者
Bussiman, Fernando de Oliveira [1 ]
Perez, Bruno da Costa [1 ]
Ventura, Ricardo Vieira [2 ,3 ,4 ]
Fonseca e Silva, Fabyano [5 ]
Campolina Diniz Peixoto, Maria Gabriela [6 ]
Vizona, Rafael Guimaraes [2 ]
Mattos, Elisangela Chicaroni [7 ]
Sterman Ferraz, Jose Bento [7 ]
Eler, Joanir Pereira [7 ]
Curi, Rogerio Abdallah [8 ]
de Carvalho Balieiro, Julio Cesar [2 ]
机构
[1] Univ Sao Paulo FZEA USP, Dept Anim Sci, Coll Anim Sci & Food Engn, Pirassununga, SP, Brazil
[2] Univ Sao Paulo FMVZ USP, Coll Vet Med & Anim Sci, Dept Anim Nutr & Prod, Pirassununga, SP, Brazil
[3] BIO, Elora, ON, Canada
[4] Univ Guelph, Dept Anim & Poultry Sci, Guelph, ON, Canada
[5] Fed Univ Vicosa DZO UFV, Dept Anim Sci, Vicosa, MG, Brazil
[6] Brazilian Agr Res Corp CNPGL EMBRAPA, Natl Ctr Res Dairy Cattle, Juiz De Fora, MG, Brazil
[7] Univ Sao Paulo GMAB FZEA USP, Coll Anim Sci & Food Engn, Grp Genet Improvement & Biotechnol, Dept Vet Sci, Pirassununga, SP, Brazil
[8] Sao Paulo State Univ FMVZ UNESP, Dept Genet Improvement & Anim Nutr, Coll Vet Med & Anim Sci, Botucatu, SP, Brazil
关键词
Gaited horse; Quantitative genetics; Genetic correlations; Multi-trait models; Bayesian inference; LINEAR TYPE; PARAMETERS; SELECTION; PREDICTION;
D O I
10.1016/j.livsci.2018.08.002
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
In general, is said that functional traits have a positive genetic correlation with conformation in horses but, this hypothesis has never been investigated in the Brazilian Campolina breed. We aimed to estimate genetic parameters (heritabilities and genetic correlations) for these traits based on genealogical records from 107,951 animals, in which 43,159 were phenotyped. A total of 16 morphological traits (MT); one gaits score (GtS) and two traits related to conformation harmony (CH), were simultaneously analysed under a Bayesian multi-trait model framework. Genetic trends were estimated over the years of birth for animals born between 1951 and 2016. MT were all genetically positively associated (from 0.05 to 0.98). CH traits presented positive and negative genetic correlations, but all favourable to the selection goals. GtS was negatively associated with all MT, except for Chest Width (0.08). CH and GtS presented lower positive genetic correlation (0.10 and 0.01, for the ratio between Height at Withers and Height at Back, and ratio of Back-Loins Length over Body Length, respectively). Observed results indicated the existence of sufficient additive genetic variance (heritability estimates ranged from 0.07 to 0.43) for the studied traits, benefiting the implementation of a breeding program, if the desired is to select animals for morphology or gaits. All genetic trends were favorable despite of the phenotypic selection in the Campolina breed. These trends presented low regression coefficients, but the increase on average predicted breeding values for the investigated period was 137.9%.
引用
收藏
页码:119 / 129
页数:11
相关论文
共 32 条
[1]  
[Anonymous], 2007, HIERPART PACKAGE VER
[2]  
[Anonymous], 1992, Bayesian Statistics
[3]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[4]   Multi-trait animal model estimation of genetic parameters for morphometric measurements in the Murgese horse breed [J].
Bramante, Grazia ;
Cito, Anna Maria ;
Ciani, Elena ;
Pieragostini, Elisa .
LIVESTOCK SCIENCE, 2016, 191 :139-142
[5]  
Bussiman F.O., 2018, ANIMAL, P1, DOI [10.1017/S175173111800023X, DOI 10.1017/S175173111800023X]
[6]   Markov chain Monte Carlo convergence diagnostics: A comparative review [J].
Cowles, MK ;
Carlin, BP .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1996, 91 (434) :883-904
[7]   Genetic relations of movement and free-jumping traits with dressage and show-jumping performance in competition of Dutch Warmblood horses [J].
Ducro, B. J. ;
Koenen, E. P. C. ;
van Tartwijk, J. M. F. M. ;
Bovenhuis, H. .
LIVESTOCK SCIENCE, 2007, 107 (2-3) :227-234
[8]  
Fisher Ronald A., 1918, T ROY SOC EDINBURGH, V52, P399, DOI DOI 10.1017/S0080456800012163
[9]  
Gianola D., 2002, STAT BIOL HEALTH, Vfirst
[10]  
HAYASHI T, 1994, GENETICS, V136, P693