Sinusoidal function to describe the growth curve of dairy heifers
H. Darmani Kuhi A E , N. Ghavi Hossein-Zadeh A , S. López B , S. Falahi C and J. France DA Department of Animal Science, Faculty of Agricultural Sciences, University of Guilan, Rasht, 41635-1314, Iran.
B Instituto de Ganadería de Montaña (IGM), Universidad de León-Consejo Superior de Investigaciones Científicas, Departamento de Producción Animal, Universidad de León, E-24007 León, Spain.
C Department of Mathematics, Salman Farsi University of Kazerun, Kazerun, Iran.
D Centre for Nutrition Modelling, Department of Animal Biosciences, University of Guelph, Guelph ON, N1G 2W1, Canada.
E Corresponding author. Email: darmani_22000@yahoo.com
Animal Production Science 59(6) 1039-1047 https://doi.org/10.1071/AN18104
Submitted: 8 February 2018 Accepted: 29 May 2018 Published: 1 August 2018
Abstract
The objective of the present study is to introduce a sinusoidal function into dairy research and production by applying it to bodyweight records (from 1 to 24 months) from six dairy cow breeds reported by the Dairy Heifer Evaluation Project of Penn State Extension (USA) from 1991 to 1992. The function was evaluated with regard to its ability to describe the relationship between bodyweight and age in dairy heifers, and then compared with seven standard growth functions, namely monomolecular, logistic, Gompertz, von Bertalanffy, Richards, Schumacher and Morgan. The models were fitted to monthly bodyweight records of dairy heifers using non-linear regression to derive estimates of the parameters of each function. The models were tested for goodness of fit by using adjusted coefficient of determination, root mean square error, Akaike’s information criterion and Bayesian information criterion. Values of adjusted coefficient of determination were generally high for all models, suggesting the generally appropriate fit of the models to the data. The sinusoidal function provided the best fit of the growth curves for Brown Swiss, Guernsey and Milking Shorthorn breeds due to the lowest values of root mean square error, Akaike’s information criterion and Bayesian information criterion. According to the chosen statistical criteria, the Richards function provided the best fit for Ayrshire heifers, and the monomolecular the best for Holstein and Jersey. The least accurate estimates were obtained with the logistic. In conclusion, the sinusoidal function introduced here can be considered as an appropriate alternative to standard growth functions when modelling growth patterns in dairy heifers.
Additional keywords: bodyweight, genetic assessments, management, modelling.
References
Akbaş Y, Alçiçek A, Önenç A, Güngör M (2006) Growth curve analysis for body weight and dry matter intake in Friesian, Limousin × Friesian and Piemontese × Friesian cattle. Archiv fur Tierzucht 49, 329–339.Aziz MA, Shalaby NA, El-Shafie OM, Mahdy AT, Nishida A (2006) Comparison between the shapes of lactation curve of Egyptian buffalo milk yield estimated by the incomplete gamma function and a new model. Livestock Research for Rural Development 18, 59
Bahashwan S, Alrawas AS, Alfadli S, Johnson ES (2015) Dhofari cattle growth curve prediction by different non-linear model functions. Livestock Research for Rural Development 27, 236
Bahreini Behzadi MR, Aslaminejad AA, Sharifi AR, Simianer H (2014) Comparison of mathematical models for describing the growth of Baluchi sheep. Journal of Agricultural Science and Technology 14, 57–68.
Bailey CB, Mears GJ (1990) Birth weight in calves and its relation to growth rates from birth to weaning and weaning to slaughter. Canadian Journal of Animal Science 70, 167–173.
| Birth weight in calves and its relation to growth rates from birth to weaning and weaning to slaughter.Crossref | GoogleScholarGoogle Scholar |
Bayram B, Yanar M, Akbulut Ö (2004) Relationships among Richards growth curve parameters, reproductive and milk production traits in Brown Swiss cattle. Journal of Applied Animal Research 26, 29–32.
| Relationships among Richards growth curve parameters, reproductive and milk production traits in Brown Swiss cattle.Crossref | GoogleScholarGoogle Scholar |
Beltrán JJ, Jr Butts WT, Olson TA, Koger M (1992) Growth patterns of two lines of Angus cattle selected using predicted growth parameters. Journal of Animal Science 70, 734–741.
| Growth patterns of two lines of Angus cattle selected using predicted growth parameters.Crossref | GoogleScholarGoogle Scholar |
Berry DP, Horan B, Dillon P (2005) Comparison of growth curves of three strains of female dairy cattle. Animal Science 80, 151–160.
| Comparison of growth curves of three strains of female dairy cattle.Crossref | GoogleScholarGoogle Scholar |
Brown JE, Fitzhugh HA, Cartwright TC (1976) Comparison of nonlinear models for describing weight-age relationships in cattle. Journal of Animal Science 42, 810–818.
| Comparison of nonlinear models for describing weight-age relationships in cattle.Crossref | GoogleScholarGoogle Scholar |
Chaseling J, Dempstera AF, Cowan RT, Hogarth WL (1992) Modelling the annual liveweight curve in dairy cattle. Proceedings of Australian Society for Animal Production 19, 110–112.
Chester-Jones H, Linn J (2006) Effect of nutrition and management of dairy heifers on resultant cow longevity. Available at www.extension.umn.edu/dairy/agriculture/dairy/ calves-and-heifers#section-2 [Verified 7 July 2018]
Darmani Kuhi H, Porter T, López S, Kebreab E, Strathe AB, Dumas A, Dijkstra J, France J (2010) A review of mathematical functions for the analysis of growth in poultry. World’s Poultry Science Journal 66, 227–240.
| A review of mathematical functions for the analysis of growth in poultry.Crossref | GoogleScholarGoogle Scholar |
DeNise RS, Brinks JS (1985) Genetic and environmental aspects of the growth curve parameters in beef cows. Journal of Animal Science 61, 1431–1440.
| Genetic and environmental aspects of the growth curve parameters in beef cows.Crossref | GoogleScholarGoogle Scholar |
Doren PE, Baker JF, Long CR, Cartwright TC (1989) Estimating parameters of growth curves of bulls. Journal of Animal Science 67, 1432–1445.
| Estimating parameters of growth curves of bulls.Crossref | GoogleScholarGoogle Scholar |
Engelken TJ (2008) Developing replacement beef heifers. Theriogenology 70, 569–572.
| Developing replacement beef heifers.Crossref | GoogleScholarGoogle Scholar |
Fathi-Nasri MH, France J, Odongo NE, López S, Bannink A, Kebreab E (2008) Modelling the lactation curve of dairy cows using the differentials of growth functions. The Journal of Agricultural Science 146, 633–641.
| Modelling the lactation curve of dairy cows using the differentials of growth functions.Crossref | GoogleScholarGoogle Scholar |
Fitzhugh HA (1976) Analysis of growth-curves and strategies for altering their shape. Journal of Animal Science 42, 1036–1051.
| Analysis of growth-curves and strategies for altering their shape.Crossref | GoogleScholarGoogle Scholar |
Forni S, Piles M, Blasco A, Varona L, Oliveira HN, Lôbo RB, Albuquerque LG (2009) Comparison of different nonlinear functions to describe Nelore cattle growth. Journal of Animal Science 87, 496–506.
| Comparison of different nonlinear functions to describe Nelore cattle growth.Crossref | GoogleScholarGoogle Scholar |
Freitas AR (2005) Curvas de crescimento na produção animal. Revista Brasileira de Zootecnia 34, 786–795.
| Curvas de crescimento na produção animal.Crossref | GoogleScholarGoogle Scholar |
Gano G, Blanco M, Casasús I, Cortés-Lacruz X, Villalba D (2016) Comparison of B-splines and non-linear functions to describe growth patterns and predict mature weight of female beef cattle. Animal Production Science 56, 1787–1796.
| Comparison of B-splines and non-linear functions to describe growth patterns and predict mature weight of female beef cattle.Crossref | GoogleScholarGoogle 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.
| Parâmetros genéticos da taxa de maturação e do peso assintótico de fêmeas da raça Nelore.Crossref | GoogleScholarGoogle Scholar |
Ghavi Hossein-Zadeh N (2015) Modeling the growth curve of Iranian Shall sheep using non-linear growth models. Small Ruminant Research 130, 60–66.
| Modeling the growth curve of Iranian Shall sheep using non-linear growth models.Crossref | GoogleScholarGoogle Scholar |
Hafiz AWM, Mohamad Hifzan R, Izuan Bahtiar AJ, Ariff OM (2015) Describing growth pattern of Brakmas cows using non-linear regression models. Malaysian Journal of Animal Science 18, 37–45.
López S, France J, Gerrits WJ, Dhanoa MS, Humphries DJ, Dikstra J (2000) A generalized Michaelis–Menten equation for analysis of growth. Journal of Animal Science 78, 1816–1828.
| A generalized Michaelis–Menten equation for analysis of growth.Crossref | GoogleScholarGoogle Scholar |
López S, France J, Odongo NE, McBride RA, Kebreab E, Al-Zahal O, McBride BW, Dijkstra J (2015) On the analysis of Canadian Holstein dairy cow lactation curves using standard growth functions. Journal of Dairy Science 98, 2701–2712.
| On the analysis of Canadian Holstein dairy cow lactation curves using standard growth functions.Crossref | GoogleScholarGoogle Scholar |
Lormore M (2005) The case for a quality dairy replacement program. Available at http://www.dairyweb.ca/Resources/INC2006/Lormore.pdf [Verified 7 July 2018]
Malhado CHM, Carneiroa PLS, Affonso PRAM, Souza AAO, Sarmento JLR (2009) Growth curves in Dorper sheep crossed with the local Brazilian breeds, Morada Nova, Rabo Largo, and Santa Inês. Small Ruminant Research 84, 16–21.
| Growth curves in Dorper sheep crossed with the local Brazilian breeds, Morada Nova, Rabo Largo, and Santa Inês.Crossref | GoogleScholarGoogle Scholar |
Marinho KNS, Freitas AR, Falcão AJS, Dias FEF (2013) Nonlinear models for fitting growth curves of Nellore cows reared in the Amazon Biome. Revista Brasileira de Zootecnia 42, 645–650.
| Nonlinear models for fitting growth curves of Nellore cows reared in the Amazon Biome.Crossref | GoogleScholarGoogle Scholar |
Perotto D, Cue RI, Lee AJ (1992) Comparison of nonlinear functions for describing the growth curve of three genotypes of dairy cattle. Canadian Journal of Animal Science 72, 773–782.
| Comparison of nonlinear functions for describing the growth curve of three genotypes of dairy cattle.Crossref | GoogleScholarGoogle Scholar |
SAS (2004) ‘SAS/STAT® 9.1 User’s Guide.’ (SAS Institute Inc.: Cary, NC)
Silva FL, Alencar MM, Freitas AR, Packer IU, Mourão GB (2011) Curvas de crescimento em vacas de corte de diferentes tipos biológicos. Pesquisa Agropecuária Brasileira 46, 262–271.
| Curvas de crescimento em vacas de corte de diferentes tipos biológicos.Crossref | GoogleScholarGoogle 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.
| Curvas de crescimento em bovinos da raça Indubrasil criados no Estado do Sergipe.Crossref | GoogleScholarGoogle Scholar |
Teleken JT, Galvão AC, da Silva Robazza W (2017) Comparing non-linear mathematical models to describe growth of different animals. Acta Scientiarum. Animal Sciences 39, 73–81.
| Comparing non-linear mathematical models to describe growth of different animals.Crossref | GoogleScholarGoogle Scholar |
Thornley JHM, France J (2007) ‘Mathematical models in agriculture.’ 2nd edn. (CABI Publishing: Wallingford, UK)
Tjørve E, Tjørve KMC (2010) A unified approach to the Richards-model family for use in growth analyses: why we need only two model forms. Journal of Theoretical Biology 267, 417–425.
| A unified approach to the Richards-model family for use in growth analyses: why we need only two model forms.Crossref | GoogleScholarGoogle Scholar |
Vázquez JA, Lorenzo JM, Fuciños P, Franco D (2012) Evaluation of non-linear equations to model different animal growths with mono and bisigmoid profiles. Journal of Theoretical Biology 314, 95–105.
| Evaluation of non-linear equations to model different animal growths with mono and bisigmoid profiles.Crossref | GoogleScholarGoogle Scholar |
Woldehawariat G Talamantes MA Petty RR Cartwright TC 1977