Skip to main content
Log in

Analysis of longitudinal data of beef cattle raised on pasture from northern Brazil using nonlinear models

  • Original Research
  • Published:
Tropical Animal Health and Production Aims and scope Submit manuscript

Abstract

This study was undertaken to aim of estimating the genetic parameters and trends for asymptotic weight (A) and maturity rate (k) of Nellore cattle from northern Brazil. The data set was made available by the Brazilian Association of Zebu Breeders and collected between the years of 1997 and 2007. The Von Bertalanffy, Brody, Gompertz, and logistic nonlinear models were fitted by the Gauss–Newton method to weight–age data of 45,895 animals collected quarterly of the birth to 750 days old. The curve parameters were analyzed using the procedures GLM and CORR. The estimation of (co)variance components and genetic parameters was obtained using the MTDFREML software. The estimated heritability coefficients were 0.21 ± 0.013 and 0.25 ± 0.014 for asymptotic weight and maturity rate, respectively. This indicates that selection for any trait shall results in genetic progress in the herd. The genetic correlation between A and k was negative (−0.57 ± 0.03) and indicated that animals selected for high maturity rate shall result in low asymptotic weight. The Von Bertalanffy function is adequate to establish the mean growth patterns and to predict the adult weight of Nellore cattle. This model is more accurate in predicting the birth weight of these animals and has better overall fit. The prediction of adult weight using nonlinear functions can be accurate when growth curve parameters and their (co)variance components are estimated jointly. The model used in this study can be applied to the prediction of mature weight in herds where a portion of the animals are culled before they reach the adult age.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Arango JA and Van Vleck LD 2002. Size of beef cows: Early ideas, new developments. Genetic Molecular and Research 1, 51–63.

    Google Scholar 

  • Boldman KG, Kriese LA, Van Vleck LD 1995. A manual for use of MTDFREML—A set of programs to obtain estimates of variance and covariance [DRAFT]. Agricultural Research Service, Lincoln, 120p.

    Google Scholar 

  • Forni S, Piles M, Blasco A, Varona L, Oliveira HN, Lôbo RIB, Albuquerque LG 2007. Analysis of beef cattle longitudinal data applying a nonlinear model. Journal of animal Science 85, 3189–3197.

    Article  PubMed  CAS  Google Scholar 

  • Forni S, Piles M, Blasco A, Varona L, Oliveira HN, Lôbo RB, Albuquerque LG 2009. Comparison of different nonlinear functions to describe Nellore cattle growth. Journal of animal Science 87, 496–506.

    Article  PubMed  CAS  Google Scholar 

  • Freitas AR 2005. Curvas de crescimento na produção animal. Revista Brasileira de Zootecnia 34, 786–795.

    Google Scholar 

  • Garnero ADV, Marcondes CR, Bezerra LAF, Oliveira HN, Lôbo RB 2005. Parâmetros genéticos da taxa de maturação e do peso assintótico de fêmeas da raça Nelore. Arquivo Brasileiro de Medicina Veterinária e Zootecnia 57, 652–662.

    Article  Google Scholar 

  • Garnero ADV, Marcondes CR, Gunski RJ, Oliveira HN, Lôbo RB 2006. Genetic trends in the expected progeny difference of the asymptotic weight of Nellore females, Genetics and Molecular Biology 29, 648–652

    Article  Google Scholar 

  • Gbangboche AB, Glele-Kakai R, Salifou S, Albuquerque LG, Leroy PL 2008. Comparison of non-linear growth models to describe the growth curve in West African Dwarf sheep. Animal, 2, 1003–1012.

    Google Scholar 

  • Malhado CHM, Souza JC, Silva LOC, Ferraz Filho PB 2002. Correlação genéticas, fenotípicas e de ambiente entre os pesos da várias idades em bovinos da raça Guzerá no Estado de São Paulo. Archives of Veterinary Science, 7, 71–75.

    Google Scholar 

  • Malhado CHM, Filho RM, Lôbo RNB, Facó O, Azevedo DMMR, Souza JC, Oliveira SMP 2005. Tendências Genéticas para Características Relacionadas à Velocidade de Crescimento em Bovinos Nelore na Região Nordeste do Brasil. Revista Brasileira de Zootecnia, 34, 60–65.

    Article  Google Scholar 

  • Malhado CHM, Carneiro PLZ, Santos PF, Azevedo DMM, Souza JC, Affonso PRM 2008. Curva de crescimento em ovinos mestiços Santa Inês x Texel criados no Sudoeste do Estado da Bahia. Revista Brasileira de Saúde e Produção Animal, 9, 210–218.

  • Malhado CHM, Ramos AA, Carneiro PLS, Azevedo DMMR, Melo PRAR, Pereira DG, Souza JL, Martins FR 2009. Modelos não lineares utilizados para descrever o crescimento de bovinos da raça Nelore no estado da Bahia: 1. Efeito ambiental. Revista Brasileira de Saúde e Produção Animal, 10, 821–829.

    Google Scholar 

  • Mazzini ARA, Muniz JA, Aquino JH, Silva FF 2003. Análise da curva de crescimento de machos Hereford. Ciência Agrotécnica 27, 1105–1112.

    Article  Google Scholar 

  • McManus C, Evangelista C, Fernandes LAC, de Miranda MR, Moreno-Bernal FE and dos Santos NR 2003. Curvas de crescimento de ovinos Bergamácia criados no Distrito Federal. Revista Brasileira de Zootecnia 32, 1207–1212.

    Article  Google Scholar 

  • McManus CM, Louvandini H, Campos VAL 2010. Non linear growth curves for weight and height in four genetic groups of horses. Ciência Animal Brasileira, 11, 80–89.

    Article  Google Scholar 

  • Oliveira HN, Lôbo RB, Pereira CS 2000. Comparação de modelos não-lineares para descrever o crescimento de fêmeas da raça Guzerá. Pesquisa Agropecuária Brasileira, 35, 1843–1851.

    Article  Google Scholar 

  • Pimenta Filho EC, Martins GA, Sarmento JLR, Ribeiro MN, Filho RM 2001. Estimativas de herdabilidade de efeitos direto e materno de características de crescimento de bovinos Guzerá, no estado da Paraíba. Revista Brasileira de Zootecnia, 30:1220–1223, 2001.

    Google Scholar 

  • Plasse D, Verde O, Fossi H, Romero R, Hoogesteijn R, Bastidas P, Bastardo J 2002. (Co)variance components genetic parameters and animal trends for calf weigths in pedigree Brahman herd under selection for three decades. Journal Animal Breeding Genetics, 119, 141–153.

    Article  Google Scholar 

  • Renne U, Langhammer M, Wytrwat E, Dietl G and Bunger L 2003. Genetic statistical analysis of growth in selected and unselected mouse lines. Journal of Experimental Animal Science 42, 218–232.

    Article  CAS  Google Scholar 

  • Santoro KR, Barbosa SBP, Brasil LHA, Santos ES 2005. Estimativas de parâmetros de curvas de crescimento de bovinos Zebu, criados no Estado de Pernambuco. Revista Brasileira de Zootecnia 34, 2262–2279.

    Article  Google Scholar 

  • Sarmento JLR, Rezazzi AJ, Souza WH, Torres RA, Breda FC, Menezes GRO 2006 Estudo da curva de crescimento de ovinos Santa Inês. Revista Brasileira de Zootecnia 35, 435–442.

    Article  Google Scholar 

  • SAS Institute 2002. SAS version 9.0. SAS Institute, Cary.

    Google Scholar 

  • Silva FF, Aquino LH, Oliveira AIG 2002. Estimativas de parâmetros genéticos em curvas de crescimento de gado Nelore. Ciência e Agrotecnologia, 26, 1562–1567.

  • Silva FL, Alencar MM, Freitas AR, Packer IU, Mouão GB 2011. Curvas de crescimento em vacas de corte de diferentes tipos biológicos. Pesquisa agropecuária Brasileira, 46, 262–271.

    Google Scholar 

  • Souza LA, Caires DN, Carneiro PLS, Malhado CHM, Filho RM 2010. Curvas de crescimento em bovinos da raça Indubrasil criados no Estado do Sergipe. Revista Ciência Agronômica 41, 671–676.

    Article  Google Scholar 

  • Talhari FM, Alencar MM, Mascioli AS, Silva AM, Barbosa PF 2003. Correlações genéticas entre características produtivas de fêmeas em um rebanho da raça Canchim. Revista Brasileira de Zootecnia, 32, 880–886.

    Google Scholar 

  • Topal M, Ozdemir M, Aksakal V, Yildiz N and Dogru U 2004. Determination of the best nonlinear function in order to estimate growth in Morkaraman and Awassi lambs. Small Ruminant Research 55, 229–232.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Fernando B. Lopes.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Lopes, F.B., da Silva, M.C., Marques, E.G. et al. Analysis of longitudinal data of beef cattle raised on pasture from northern Brazil using nonlinear models. Trop Anim Health Prod 44, 1945–1951 (2012). https://doi.org/10.1007/s11250-012-0161-x

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11250-012-0161-x

Keywords

Navigation