Fit and genetic parameters of the growth curve of Polled Nellore cattle

Q4 Agricultural and Biological Sciences
A. F. Evangelista, Wellhington Paulo da Silva Oliveira, D. H. Cavalcante, R. Martins, C. Malhado, J. Campêlo, Cicero Pereira BARROS JUNIOR, S. C. S. Sousa Júnior
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Abstract

ABSTRACT This study was undertaken to compare different non-linear models for fitting growth curves of Polled Nellore animals as well as to estimate genetic parameters for the components of the growth curve. The study involved body weight-age data of 6,717 Polled Nellore cattle from birth to 650 days of age, which belonged to the Brazilian Association of Zebu Breeders (ABCZ), corresponding to the period from 1980 to 2011. Four non-linear models (Brody, Bertalanffy, Logistic, and Gompertz) were fitted and compared by the adjusted coefficient of determination (R2adj), mean absolute deviation of residuals (MAD), root mean square error (RMSE), Akaike information criterion (AIC), and Bayesian information criterion (BIC). To estimate the genetic parameters and genetic values of asymptotic weight (A), integration constant (B), and maturation rate (K), the Bayesian inference method was adopted. The Brody model showed the lowest values of MAD, RMSE, AIC, and BIC and the highest R2adj. Heritability estimates for parameters A, B, and K were 0.11, 0.16, and 0.30, respectively, whereas genetic correlations were 0.01 (A-B), -0.91 (A-K), and 0.24 (B-K). The Brody model provided the best fit. The K parameter shows enough genetic variability for selection in the herd. Heavier animals in adulthood tend to exhibit lower growth rates. Despite the low heritability estimate of parameter A, there were genetic gains, indicating that selection is being efficient on asymptotic weight.
阉牛生长曲线的拟合及遗传参数
摘要本研究比较了不同的非线性模型用于拟合投票尼洛尔动物的生长曲线,并估计了生长曲线组成部分的遗传参数。该研究涉及6,717头被调查的内洛尔牛从出生到650日龄的体重年龄数据,这些数据属于巴西Zebu育种协会(ABCZ),对应于1980年至2011年期间。采用调整决定系数(R2adj)、残差平均绝对偏差(MAD)、均方根误差(RMSE)、Akaike信息准则(AIC)和贝叶斯信息准则(BIC)对4个非线性模型(Brody、Bertalanffy、Logistic和Gompertz)进行拟合和比较。为了估计渐近权值(A)、积分常数(B)和成熟率(K)的遗传参数和遗传值,采用贝叶斯推理方法。Brody模型的MAD、RMSE、AIC、BIC值最低,R2adj值最高。参数A、B和K的遗传力估计分别为0.11、0.16和0.30,而遗传相关性为0.01 (A-B)、-0.91 (A-K)和0.24 (B-K)。布罗迪模型提供了最合适的模型。K参数显示了足够的遗传变异,可以在群体中进行选择。成年后体重较重的动物往往表现出较低的生长速度。尽管参数A的遗传力估计较低,但仍有遗传增益,表明选择在渐近权值上是有效的。
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来源期刊
Revista Brasileira de Saude e Producao Animal
Revista Brasileira de Saude e Producao Animal Agricultural and Biological Sciences-Animal Science and Zoology
CiteScore
0.70
自引率
0.00%
发文量
16
审稿时长
21 weeks
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