Random regression models using different functions to model milk flow in dairy cows

被引:3
作者
Laureano, M. M. M. [1 ]
Bignardi, A. B. [2 ]
El Faro, L. [2 ]
Cardoso, V. L. [2 ]
Tonhati, H. [1 ]
Albuquerque, L. G. [1 ]
机构
[1] Univ Estadual Paulista, Fac Ciencias Agr & Vet, Dept Zootecnia, Jaboticabal, SP, Brazil
[2] Agencia Paulista Tecnol Agronegocios, Polo Reg Ctr Leste, Ribeirao Preto, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
B-spline function; Functional trait; Legendre polynomials; Milkability; Milk production; SOMATIC-CELL SCORE; GENETIC-PARAMETERS; HOLSTEIN COWS; LEGENDRE POLYNOMIALS; CATTLE; LACTATION; YIELD; TRAITS; SPLINES; UDDER;
D O I
10.4238/2014.September.12.20
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
We analyzed 75,555 test-day milk flow records from 2175 primiparous Holstein cows that calved between 1997 and 2005. Milk flow was obtained by dividing the mean milk yield (kg) of the 3 daily milking by the total milking time (min) and was expressed as kg/min. Milk flow was grouped into 43 weekly classes. The analyses were performed using a single-trait Random Regression Models that included direct additive genetic, permanent environmental, and residual random effects. In addition, the contemporary group and linear and quadratic effects of cow age at calving were included as fixed effects. Fourth-order orthogonal Legendre polynomial of days in milk was used to model the mean trend in milk flow. The additive genetic and permanent environmental covariance functions were estimated using random regression Legendre polynomials and B-spline functions of days in milk. The model using a third-order Legendre polynomial for additive genetic effects and a sixth-order polynomial for permanent environmental effects, which contained 7 residual classes, proved to be the most adequate to describe variations in milk flow, and was also the most parsimonious. The heritability in milk flow estimated by the most parsimonious model was of moderate to high magnitude.
引用
收藏
页码:7528 / 7541
页数:14
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