Proposal for a new non-linear model to describe growth curves

Authors

DOI:

https://doi.org/10.14393/BJ-v40n0a2024-68936

Keywords:

Animal growth, Biological parameters, Cluster analysis, Growth curves, Longitudinal data.

Abstract

This study was developed with longitudinal data measurements of Norfolk rabbits from birth to 119 days of age to estimate the average growth curve, with the primary objective of proposing a non-linear model. It also selected the most appropriate sigmoidal model to describe the growth of Norfolk rabbits. The adjustments provided by the logistic, von Bertalanffy, Gompertz, Brody, Richards, and proposed models were compared. The parameters were estimated using the “nls” function of the “stats” package in R software, the least-squares method, and the Gauss-Newton convergence algorithm. The goodness-of-fit comparison was based on the following criteria: adjusted coefficient of determination (), mean square error (MSE), mean absolute deviation (MAD), Akaike information criterion (AIC), and Bayesian information criterion (BIC). Cluster analysis helped select and classify the non-linear growth models, considering the other goodness-of-fit criteria results. The proposed non-linear, von Bertalanffy, Gompertz, and Richards models described the growth curve of Norfolk rabbits satisfactorily, providing parameters with practical interpretations. The goodness-of-fit criteria showed that the proposed and von Bertalanffy models best represented the growth of rabbits.

Downloads

Download data is not yet available.

References

BLAS, C. Alimentación del conejo. 2ª ed. Madrid: Mundi-Prensa. Ed. 175, p. 24, 1989.

BRODY, S. Bioenergetics and growth. [S.l.]: Reinhold Publishing Corporation: New York, 1945.

CARNEIRO, A.P.S., et al. Identidade de modelos não lineares para comparar curvas de crescimento de bovinos da raça Tabapuã. Pesquisa Agropecuária Brasileira. 2014, 49, 57-62. https://doi.org/10.1590/S0100-204X2014000100008

Costa, J.B.F., et al. Volume 2 Abordagens Tecnológicas e Sociais no Nordeste Brasileiro (pp. 235-241), 2020.

CHALH, A. and GAZZAH, M.E. Variogram investigation of covariance shape within longitudinal data with possible use of a krigeage technique as an interpolation tool: Sheep growth data as an example. Irish Journal of Agricultural and Food Research. 2014, 53, 51-64. http://www.jstor.org/stable/24369735

CURI, P.R., NUNES, J.R.V. AND CURI, M.A. Modelos matemáticos para estimar o peso de coelhos. Pesquisa Agropecuária Brasileira. 1985, 20(7), 853-863.

DE SOUSA, V.C., et al. Nonlinear mixed models for characterization of growth trajectory of New Zealand rabbits raised in tropical climate. Asian-Australasian Journal of Animal Sciences. 2022, 35(5), 648-658. https://doi.org/10.5713/ab.20.0618

FERREIRA, D.S.A., et al. Novo modelo não linear para descrever curvas de crescimento de coelhos da raça Nova Zelândia. Sigmae. 2019, 8(2), 522-531. https://publicacoes.unifal-mg.edu.br/revistas/index.php/sigmae/article/view/1011

FREITAS, A.R. Curvas de crescimento na produção animal. Revista Brasileira de Zootecnia. 2005. 34, 786-795. https://doi.org/10.1590/S1516-35982005000300010

HUBERT, L. AND ARABIE, P. Comparing partitions. Journal of classification. 1985, 2, 193-218. https://doi.org/10.1007/BF01908075

LAIRD, A.K., 1965. Dynamics of relative growth. Growth. 29, 249-263. https://www.cabdirect.org/cabdirect/abstract/19661402865

KLINGER, A.C.K. and TOLEDO, G.S.P., 2018. Cunicultura: didática e prática na criação de coelhos. Fundação de Apoio a Tecnologia e Ciencia. Ed. UFSM, pp. 128.

MCNITT, J.I. and LUKEFAHR, S.D. Breed and environmental effects on post-weaning growth of rabbits. Journal of Animal Science. 1993, 71(8), 1996-2005. https://doi.org/10.2527/1993.7181996x

NELDER, J. The fitting of a generalization of the logistic curve. Biometrics. 1961, 17(1), 89-110. https://doi.org/10.2307/2527498

OLIVEIRA, H.N.D., LÔBO, R.B. AND PEREIRA, C.S. Comparação de modelos não-lineares para descrever o crescimento de fêmeas da raça Guzerá. Pesquisa Agropecuária Brasileira. 2000, 35, 43-1851. https://doi.org/10.1590/S0100-204X2000000900017

OBIOMA, O.R., et al. Comparison of Non-linear Growth Curve Models in Non-descript California and New Zealand Rabbits Reared in the Tropical Conditions of Nigeria. Asian Journal of Research in Agriculture and Forestry. 2020, 5(2), 22-28. https://doi.org/10.9734/ajraf/2020/v5i230080

PUIATTI, G.A., et al. Análise de agrupamento em seleção de modelos de regressão não lineares para descrever o acúmulo de matéria seca em plantas de alho. Revista Brasileira de Biometria. 2013, 31(3), 337-351.

RICHARDS, F. A flexible growth function for empirical use. Journal of experimental Botany, Oxford University Press. 1959 10(2), 290-301. https://doi.org/10.1093/jxb/10.2.290

SANTANA, T.J.S., et al. A von Bertalanffy model with response plateau to describe growth curves of beef cattle. Revista Brasileira de Biometria. 2016, 34(4), 646-655. https://biometria.ufla.br/index.php/BBJ/article/view/254

SANTOS, D.C.E., et al. Comparison of non-linear models adjustment in New Zealand rabbits growth curve. 55th Annual Meeting of the Brazilian Society of Animal Science (SBZ)/28th Conference of Animal Science (Zootec)/6th American Rabbit Congress; 2018a August 27-30; Goiânia, GO. http://www.adaltech.com.br/anais/zootecnia2018/resumos/trab-1694.pdf

SANTOS, A.L.P.D., et al. Method to generate growth and degrowth models obtained from differential equations applied to agrarian sciences. Semina: Ciências Agrárias. 2018b, 39(6), 2659-2672. https://www.redalyc.org/articulo.oa?id=445759861030

SANTOS, A.L.P., et al. Generation of models from existing models composition: An application to agrarian sciences. PloS one. 2019, 14, e0214778.https://doi.org/10.1371/journal.pone.0214778

SANTOS, A.L.P., et al. New model of evaluation of sunflower and corn silages by the in vitro gas production technique. Semina: Ciências Agrárias. 2020, 41(4), 1373-1384. DOI: 10.5433/1679-0359.2020v41n4p1373

SANTOS, A.L.P., et al. Proposals of non-linear models to adjust in vitro gas production at different incubation times in cassava genotypes. Ciência e Natura. 2021, 43, e22. https://doi.org/10.5902/2179460X39962

SILVA, B.P., et al. Consumo de Carne de Coelho: Aspectos Culturais e Sensoriais.Brazilian Journal of Development. 2020, 6(11), 93361-93371. DOI:10.34117/bjdv6n11-667

SILVA, F.L., et al. Curvas de crescimento em vacas de corte de diferentes tipos biológicos. Pesquisa Agropecuária Brasileira. 2011, 46(3), 262-271. https://doi.org/10.1590/S0100-204X2011000300006

SOUZA, L. de A., et al. Curvas de crescimento em bovinos da raça Indubrasil criados no Estado de Sergipe. Revista Ciência Agronômica. 2010, 41(4), p. 671-676. https://doi.org/10.1590/S1806-66902010000400022

TELEKEN, J.T., GALVÃO, A.C. AND ROBAZZA, W.D.S. Comparing non-linear mathematical models to describe growth of different animals. Acta Scientiarum. Animal Sciences. 2017, 39(1), 73-81. https://doi.org/10.4025/actascianimsci.v39i1.31366

VELOSO, R.C., et al. Seleção e classificação multivariada de modelos não lineares para frangos de corte. Arquivo Brasileiro de Medicina Veterinária e Zootecnia. 2016, 68(1), 191-200. https://doi.org/10.1590/1678-4162-7894

VON BERTALANFFY, L.V. Quantitative laws in metabolism and growth. The Quarterly Review of Biology. 1957, 32(3), 217-230.

https://doi.org/10.1086/401873

WANG, M., TANG, S. END TAN, Z. Modeling in vitro gas production kinetics: Derivation of logistic-exponential (le) equations and comparison of models. Animal Feed Science and Technology. 2011, 165(3-4), 137-150. https://doi.org/10.1016/j.anifeedsci.2010.09.016

Downloads

Published

2024-02-15

How to Cite

SANTOS, A.L.P. dos, FERREIRA, T.A.E., BRITO, C.C.R. de, GOMES-SILVA, F. and MOREIRA, G.R., 2024. Proposal for a new non-linear model to describe growth curves. Bioscience Journal [online], vol. 40, pp. e40011. [Accessed15 January 2025]. DOI 10.14393/BJ-v40n0a2024-68936. Available from: https://seer.ufu.br/index.php/biosciencejournal/article/view/68936.

Issue

Section

Agricultural Sciences