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

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 1,886 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.

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Publication Details

Journal
Translational Animal Science
Published
2026-07-17
DOI
https://doi.org/10.1093/tas/txag100
Primary Topic
Genetic and phenotypic traits in livestock
Type
article
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article

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

Rafael Núñez-Domínguez, Jonathan Valerio-Hernandez, Víctor Díaz Sánchez, Ricardo Martínez-Rocha et al.
Translational Animal Science
Genetic and phenotypic traits in livestock
article

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

Rafael Núñez-Domínguez, Jonathan Valerio-Hernandez, Víctor Díaz Sánchez, Ricardo Martínez-Rocha, Rodolfo Ramírez-Valverde, Jorge Hidalgo, Joel Domínguez-Viveros, Katherine Scheflen
article en

Abstract

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 1,886 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.

Translational Animal Science
Autonomous University of Chihuahua (MX), University of Georgia (US), Chapingo Autonomous University (MX), Universidad de Cuautitlán Izcalli (MX), Universidad Nacional Autónoma de México (MX)
Zero hunger
Openalex Percentile: Top 8%
Genetic and phenotypic traits in livestock
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