Nonlinear mixed models to describe the growth of Columbia sheep in Mexico.

IF 1.9 Q3 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Translational Animal Science Pub Date : 2026-07-17 eCollection Date: 2026-01-01 DOI:10.1093/tas/txag100
Ricardo Martínez-Rocha, Rodolfo Ramírez-Valverde, Rafael Núñez-Domínguez, Joel Domínguez-Viveros, Víctor Díaz Sanchez, Jonathan Valerio-Hernández, Katherine Scheflen, Jorge Hidalgo
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Abstract

Our objective in this study was to identify the nonlinear mixed model that best describes the growth curve of Columbia sheep within the central region of Mexico. The study was conducted using a total of 1886 live body weight records (birth to 450 days of age) from 174 Columbia Sheep (90 males and 84 females). Only animals with at least four weight records were considered in the study. The sheep were fed twice daily with a ration of corn silage and oat hay. Animals were weaned at an average age of 75 days. Growth curves were fitted using four nonlinear mixed models: Brody, Logistic, Von Bertalanffy, and Gompertz. In all models, the asymptotic body weight (A), integration constant (b), and maturity rate (k) were estimated, with A and k modeled as both fixed and random effects. Sex was included as a fixed effect affecting only the A and k parameters. A model comparison was performed using the Akaike Information Criterion (AIC), which states that lower AIC indicates better fit. Among the evaluated models, the Von Bertalanffy model provided the best fit for the data. Estimated parameters for females were A = 40.26 kg, b = 0.516, and k = 0.011 day-1, while the sex effects for males were + 9.55 kg for A and -0.001 for k. These estimates indicate that males reach higher mature body weights while maturing slightly more slowly than females. Including random effects for A and k improved model accuracy by reducing residual variance. These results provide useful information on growth characterization may help define age or weight targets for further evaluation of slaughter strategies in Columbia sheep.

描述墨西哥哥伦比亚羊生长的非线性混合模型。
我们在这项研究中的目的是确定最能描述墨西哥中部地区哥伦比亚羊生长曲线的非线性混合模型。该研究使用了174只哥伦比亚羊(90只公羊和84只母羊)的1886个活体重记录(出生至450日龄)。这项研究只考虑了至少有四项体重记录的动物。羊每天喂两次,按定额喂玉米青贮饲料和燕麦干草。动物在平均75日龄断奶。生长曲线采用四种非线性混合模型:Brody、Logistic、Von Bertalanffy和Gompertz进行拟合。在所有模型中,估计了渐近体重(A)、积分常数(b)和成熟度率(k),并将A和k建模为固定效应和随机效应。性别被包括作为一个固定的影响,只影响a和k参数。采用赤池信息准则(Akaike Information Criterion, AIC)进行模型比较,AIC越低表明拟合越好。在评估的模型中,Von Bertalanffy模型对数据的拟合效果最好。雌性的估计参数为A = 40.26 kg, b = 0.516, k = 0.011 day-1,而雄性的性别效应为A + 9.55 kg, k为-0.001。这些估计表明雄性的成熟体重高于雌性,但成熟速度略慢于雌性。包括A和k的随机效应通过减少残差方差提高了模型精度。这些结果为哥伦比亚羊的生长特性提供了有用的信息,可能有助于确定年龄或体重目标,以进一步评估屠宰策略。
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来源期刊
Translational Animal Science
Translational Animal Science Veterinary-Veterinary (all)
CiteScore
2.80
自引率
15.40%
发文量
149
审稿时长
8 weeks
期刊介绍: Translational Animal Science (TAS) is the first open access-open review animal science journal, encompassing a broad scope of research topics in animal science. TAS focuses on translating basic science to innovation, and validation of these innovations by various segments of the allied animal industry. Readers of TAS will typically represent education, industry, and government, including research, teaching, administration, extension, management, quality assurance, product development, and technical services. Those interested in TAS typically include animal breeders, economists, embryologists, engineers, food scientists, geneticists, microbiologists, nutritionists, veterinarians, physiologists, processors, public health professionals, and others with an interest in animal production and applied aspects of animal sciences.
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