Abstract
Cattle weight development is highly correlated with some body measurements. Based on the relationship between morphometric measurements and body mass, our aim was to develop regression equations to estimate the body weight of Curraleiro Pé-Duro (CPD) cattle to be used in farms that lack access to weighting scales. Data from 1023 animals from four farms on withers height (WH), body length (BL), body score (BS), heart girth (HG), permanent teeth (PT), scrotal perimeter (SP), and live weight were used. The animals were classified into five categories depending on age and/or sex: newborns (NB), calves, weaned animals, cows, and bulls. The best models are GLM with Gamma, Gamma, inverse Gaussian, Gaussian, and Gamma distributions for NB, calves, weaned animals, cows, and bulls, respectively. Predictive modeling for bulls was the best performing overall, with a correlation of 0.97 between the estimated by the model and the obtained with a weighting scale. For NB, calves, weaned animals, and cows, the correlation (r) was 0.85, 0.90, 0.95, and 0.87, respectively. The evaluated models are adequate to be used as a technical solution to estimate weight in a cattle production system.
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Data availability
Data used available at: https://doi.org/10.5281/zenodo.8033125. Archive “date.xlsx.”
References
Abreu, B.A., Magalhães, C.J., Duayer, E., Machado, S.H.M. and Silva, D.A. 2015. Variação da medida torácica obtida com a fita métrica tradicional com fator de correção e com a fita de pesagem para bovinos. ACTA Biomédica Brasiliensia, 6, 2. p.42. Availablefrom: < https://www.actabiomedica.com.br/index.php/acta/article/view/19/88>. Accessed: Oct. 03, 2022. doi:https://doi.org/10.18571/acbm.084.
Ashwini, J.P., Sanjay, P., Amipara, G.J., Lunagariya, P.M., Parmar, D.J. and Rank, D.N. 2019. Prediction of body weight based on body measurements in crossbred cattle. International Journal of Current Microbiology and Applied Sciences, v.8, n.3. Available from: <https://www.ijcmas.com/8-3-2019/J.%20Patel%20Ashwini,%20et %20al.pdf>. Accessed: Sep. 14, 2022. doi:https://doi.org/10.20546/ijcmas.2019.803.186.
Cavanaugh, J. E., & Neath, A. A. (2019). The Akaike information criterion: Background, derivation, properties, application, interpretation, and refinements. Wiley Interdisciplinary Reviews: Computational Statistics, 11(3), e1460. https://doi.org/10.1002/wics.1460
Gibbs, P. G., and Householder, D. D. 1993. Estimating horse body weight with a simple formula. Texas A&M University, Department of Animal Science, Equine Sciences Program, HRG-012. Available from: <https://liveoak.agrilife.org/files/2011/07/EstimatingHorseBodyWeight_16.pdf>. Accessed: Set. 20, 2023.
GENEPLUS, 2019. Manual Técnico do Programa de Melhoramento de Gado de Corte. Embrapa Gado de Corte - Fundação de Apoio à Pesquisa Agropecuária e Ambiental – FUNPAPAM. Campo Grande.
Heinrichs, A. J., Rogers, G. W., and Cooper, J. B. 1992. Predicting body weight and wither height in Holstein heifers using body measurements. Journal of dairy science, 75(12), 3576-3581. Available at:< https://www.sciencedirect.com/science/article/pii/S002203029278134X>. Accessed: Set. 20, 2023
Isik, H.B., Topcu, Y. and Guler, O. 2011. Determination of the factors affecting live weight gain using factor analysis and stepwise regression model. Journal Applied Animal Research. 2011, 35, 161–164. Available from: <https://www.tandfonline.com/doi/pdf/10.1080/09712119.2009.9707008>. doi:https://doi.org/10.1080/09712119.2009.9707008
Kent, J.P. 2020. The cow–calf relationship: from maternal responsiveness to the maternal bond and the possibilities for fostering. Journal of Dairy Research, v. 87, n. S1, p. 101-107. Available from: <https://www.cambridge.org/core/journals/journal-of-dairy-research/article/cowcalf-relationship-from-maternal-responsiveness-to-the-maternal-bond-and-the-possibilities-for-fostering/4327C5C1A5831AEA9E04E8961D7BFCFD>. doi:https://doi.org/10.1017/S0022029920000436
Lesosky, M., Dumas, S., Conradie, I., Handel, I. G., Jennings, A., Thumbi, S., Toye, P. and Bronsvoort, B. M.C. 2012. A live weight–heart girth relationship for accurate dosing of east African shorthorn zebu cattle. Tropical Animal Health and Production, 45, 311–316. Available from: <https://link.springer.com/article/10.1007/s11250-012-0220-3>. doi:https://doi.org/10.1007/s11250-012-0220-3.
Lukuyu, M.N.; Gibson, J. P., Savage, D. B., Duncan, A. J., Mujibi, F. D. N., & Okeyo, A. M. 2016. Use of body linear measurements to estimate liveweight of crossbred dairy cattle in smallholder farms in Kenya. SpringerPlus, 5, 63. Available from: <https://springerplus.springeropen.com/articles/10.1186/s40064-016-1698-3>. doi:https://doi.org/10.1186/s40064-016-1698-3.
Magnabosco, C. U., Lopes, F. B., Brunes, L. C., Souza, F. M, Mamede, M. M. S., Santos, M. F., Queiroz, L. C. R., Borges Júnior, A. R., Carvalho, M. A. A., Costa, M. F. O. and Eifert, E. C. 2017. Estimativa do peso ao nascimento em bovinos das raças Brahman e Nelore mocho por meio do perímetro torácico. Boletim de Pesquisa e Desenvolvimento/ Embrapa Pantanal, v. 1, n. 1, p. 6–22. Available from: <https://www.embrapa.br/busca-de-publicacoes/-/publicacao/1088324/estimativa-do-peso-ao-nascimento-em-bovinos-das-racas-brahman-e-nelore-mocho-por-meio-do-perimetro-toracico>.
Morais, M.D.C., Souza, A.M.B., and Araújo, C.F.S. 2017. Agricultura familiar no Piauí: uma leitura do Censo Agropecuário 2017. Revista Economica do Nordeste, v. 51, p. 7197. Availablefrom: <https://www.bnb.gov.br/revista/index.php/ren/article/view/1266>. Accessed: Sep. 04, 2022.
Nahari, R.V. Subagiarti, N., Jauhari, A., Alfita, R., Wibisono, K.A., Ibadillah, A.F. and Pramudia, M. 2018. Cow weight estimation using local adaptive thresholding method and connected component labelling. In Proceedings of the International Conference on Science and Technology (ICST 2018); v. 1, n. Icst, p. 148–152. Available from: <https://www.atlantis-press.com/article/55910817.pdf>. Accessed: Oct. 08, 2022. Doi: https://doi.org/10.2991/icst-18.2018.32.
Nascimento, G. V., Medeiros, G. R., Silva, C. T., Silva Neves, R., Ramos, C. T. C., de Lira, E. C., Felix, E.S. and Melo, M. N. 2019. Avaliação da eficiência do uso da fita métrica para estimativa do peso corporal em bovinos Curraleiro Pé-Duro. Brazilian Journal of Development, v. 5, n. 9, p. 16470–16478, 2019. Available from: <https://ojs.brazilianjournals.com.br/ojs/index.php/BRJD/article/view/3445>. Accessed: Sep. 15, 2022. https://doi.org/10.34117/bjdv5n9-3445.
Paranhos Da Costa, M.J.R., Schmidek, A, and Toledo, L.M. 2013. Boas Práticas de Manejo, Bezerros ao Nascimento. Brasilia, Brasil. Ministério da Agricultura, Pecuária e Abastecimento. v. 53. 39 p.
Pekár, S.; Brabec, M. 2016. Modern analysis of biological data: generalized linear models in R. Masaryk University, Brno, 247 p.
Prihandini, P. W., Maharani, D., and Sumadi, S. 2020. Body weight, body measurements and slaughter characteristics of Madura cattle raised in Pamekasan District, East Java Province, Indonesia. Biodiversitas Journal of Biological Diversity, 21(8). p. 3415-3421. https://doi.org/10.13057/biodiv/d210801
Ripley, B., Venables, B., Bates, D. M., Hornik, K., Gebhardt, and A., Firth, D.. 2023. MASS: Support Functions and Datasets for Venables and Ripley's MASS. 7. 3-60. Available from: <https://cran.r-project.org/web/packages/MASS/MASS.pdf>. R statistical software package.
Sastry, N. S. R., Thomas, C. K., and Sing, R. A. 1983. Shaeffer’s formula for body weight of cattle described in farm animal management and poultry production. 5th edition. New Delhi, India: Vikas Publishing House.
Sherwin, V., Hyde, R., Green, M., Remnant, J., Payne, E. and Down, P. 2021. Accuracy of heart girth tapes in the estimation of weightsof pre-weaned calves. Veterinary Record Open, n.8, v.6. Available from: <Accuracy of heart girth tapes in the estimation of weights of pre-weaned calves (wiley.com)>. Accessed: Oct. 2, 2022. https://doi.org/10.1002/vro2.16
Turini, L., Conte, G., Bonelli, F., Madrigali, A., Marani, B., Sgorbini, M. and Mele, M. 2021. Designing statistical models for holstein rearing heifers’ weight estimation from birth to 15 months old using body measurements. Animals, v. 11, n. 7, p. 1846. Available from:<https://pubmed.ncbi.nlm.nih.gov/34206227/>. doi:https://doi.org/10.3390/ani11071846
Tebug, S.F., Missohou, A., Sabi, S.S., Juga, J., Poole, E.J., Tapio, M. and Marshall, K. 2016. Using body measurements to estimate live weight of dairy cattle in low-input systems in Senegal. Journal of Applied Animal Research. v.46, p.87–93. Available from:<https://www.tandfonline.com/doi/full/10.1080/09712119.2016.1262265>. doi:https://doi.org/10.1080/09712119.2016.1262265
Tuska, H.B., Residiwati, G., Van Eetvelde, M., Verdru, K., Meesters, M., Pascottini, O. B., Van Soom, A. and Opsomer, G. 2022. The effect of season of birth on the morphometrics of newborn Belgian Blue calves. Tropical Animal Health and Production, n. 54, v.76. Available from:<https://pubmed.ncbi.nlm.nih.gov/35076799/>. doi:/https://doi.org/10.1007/s11250-022-03090-1.
Wangchuk, K., Wangdi, J., & Mindu, M. (2018). Comparison and reliability of techniques to estimate live cattle body weight. Journal of Applied Animal Research, 46(1), 349–352. https://doi.org/10.1080/09712119.2017.1302876
Wickham, H., Bryan, J., Kalicinski, M., Valery, K., Leitienne, C., Colbert, B., Hoerl, D., Miller, E. and Bryan, M. J. 2023a. Package ‘readxl’. Version, 1.4.3. Available from: <https://cran.r-project.org/web/packages/readxl/index.html>. R statistical software package.
Wickham, H., François, R., Henry, L., Müller, K., Vaughan, D.and Wickham, M. H. 2023b. Package ‘dplyr’. A Grammar of Data Manipulation. R package version, 8. Available from: <https://cran.r-project.org/web/packages/dplyr/index.html>. R statistical software package.
Wickham, H. 2023. tidyverse: Easily Install and Load the ‘Tidyverse’. R package version 2.0.0. Available from: <https://cran.r-project.org/web/packages/tidyverse/index.html>. R statistical software package.
Yakubu, A., Abdullah, A. R., Raji, A. O. and Oseni, S. 2021. Multivariate principal component analysis of the morphometric traits of some cattle breeds in Nigeria. The Journal of Animal & Plant Sciences, v.31, n.3, p.681. Available from:<http://www.thejaps.org.pk/Volume/2021/31-03/06.php >. Accessed: Sep. 12, 2022.
Acknowledgements
The authors thank the breeders João Batista Luzardo, José Dantas, Neto Soares, and Reginaldo Cavalcante.
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This study is funded by the Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Brazil; FUESPI – Fundação Universidade Estadual do Piauí, UFPI - Universidade Federal do Piauí and ABCPD – Associação Brasileira de Criadores de Curraleiro Pé-Duro.
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MRS and JLRS conceived, planned and organized the data collections. MB refined the statistical analysis. CLA and GMCC has restructured the results and associated explanations. ASO and DLSS reviewed the findings and textual structure. MRS, FBB and LASS prepared the manuscript. All authors critically reviewed the manuscript and approved the final version.
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Rocha-Silva, M., Britto, F.B., da Silva, D.L.S. et al. Prediction of body weight of Curraleiro Pé-Duro cattle based on morphometric measurements. Trop Anim Health Prod 56, 42 (2024). https://doi.org/10.1007/s11250-023-03884-x
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DOI: https://doi.org/10.1007/s11250-023-03884-x