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Journal of equine veterinary science2021; 102; 103422; doi: 10.1016/j.jevs.2021.103422

Nonlinear Models to Describe the Testicular Size Growth Curve of Mangalarga Marchador Stallions.

Abstract: This study aimed to describe the testicular growth curve in Mangalarga Marchador stallions fitting nonlinear models to data of total scrotal width (TSW) and testicular volume (TV). A cross-sectional study was conducted with 120 stallions, aging from 1.75 to 21.93 years. The parameters of nonlinear models (Brody, Gompertz, Hill, Logistic I and II, Meloun I and II, Michaelis-Menten, Mitscherlich, and von-Bertalanffy) were estimated by Gauss-Newton iterative process. Goodness of fit was evaluated by the corrected Akaike (AICc) and Bayesian (BIC) information criteria, adjusted R, error sum of square, mean absolute deviation and average prediction error. Based on the goodness of fit, the Logistic I model fitted better for TSW while Logistic II fitted better for TV growth curve. The inflection point (IP) of TSW growth was estimated in 5.23 cm at 0.76 years; the IP of TV growth was estimated in 139.36 cm at 2.57 years. The TV growth curve reached a plateau later than TSW growth curve, mainly because testicular height maintains growth for a longer period. In addition, there were moderate and positive correlations between whiter height and TSW and TV (r = 0.51 and r = 0.53, respectively). Findings suggest that TV is more associated with sexual maturity than sexual precocity. In addition, the moderate and positive correlations between whiter height and TSW and TV indicate that testicular traits can be included in selection programs of Mangalarga Marchador stallions with the same relevance as the morphometric traits.
Publication Date: 2021-02-19 PubMed ID: 34119207DOI: 10.1016/j.jevs.2021.103422Google Scholar: Lookup
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  • Journal Article
  • Research Support
  • Non-U.S. Gov't

Summary

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This research aimed to chart the testicular growth curve in Mangalarga Marchador stallions by applying nonlinear models to data relating to the total width of the scrotum and the volume of the testicles. The study found that different growth stages followed separate mathematical models and also established a moderate correlation between the size of the animal and these testicular traits.

Study Execution

  • The researchers carried out a cross-sectional study involving 120 Mangalarga Marchador stallions aged between 1.75 years and 21.93 years.
  • They gathered data on the total scrotal width (TSW) and testicular volume (TV) of the stallions.
  • The parameters of ten different nonlinear models were assessed using an iterative mathematical process.

Assessing Model Fit

  • Each model’s “goodness of fit” to the gathered data was evaluated using several statistical criteria, including both Bayesian and Corrected Akaike’s Information Criterion, error sum of squares, and various predictive error measurements.
  • The Logistic I model was found to best represent TSW growth, whilst the Logistic II model was the best fit for TV growth.

Key Findings

  • The researchers found that the ‘inflection point’ of TSW growth (when the rate of growth changes direction), was estimated at 5.23 cm after 0.76 years. In contrast, the inflection point for TV growth curve was found at a much later stage (139.36 cm after 2.57 years).
  • An intriguing discovery was that the TV growth curve plateaued later than the TSW growth curve. The reason suggested was that the height of the testicles continues growing for an extended period.
  • Moderate and positive correlations were found between the height of the horse and both the TSW and TV measurements.

Implications of the Research

  • The researchers inferred that TV is a better overall indicator of sexual maturity in these horses than indicators of early sexual development.
  • The findings suggest that traits related to testicular size could be important factors to include in selection programs for this breed of horse. These traits appear to have similar relevance to more conventional traits related to physical size.

Cite This Article

APA
Silva DEC, Penitente-Filho JM, Souza Netto DL, Waddington B, de Oliveira RR, Guimarães JD. (2021). Nonlinear Models to Describe the Testicular Size Growth Curve of Mangalarga Marchador Stallions. J Equine Vet Sci, 102, 103422. https://doi.org/10.1016/j.jevs.2021.103422

Publication

ISSN: 0737-0806
NlmUniqueID: 8216840
Country: United States
Language: English
Volume: 102
Pages: 103422
PII: S0737-0806(21)00052-6

Researcher Affiliations

Silva, Danielle Estanislau Coelho
  • Department of Veterinary, Universidade Federal de Viçosa, Viçosa, MG, Brazil. Electronic address: dani_est.medvet@hotmail.com.
Penitente-Filho, Jurandy Mauro
  • Department of Veterinary, Universidade Federal de Viçosa, Viçosa, MG, Brazil.
Souza Netto, Domingos Lollobrigida
  • Department of Veterinary, Universidade Federal de Viçosa, Viçosa, MG, Brazil.
Waddington, Bruna
  • Department of Veterinary, Universidade Federal de Viçosa, Viçosa, MG, Brazil.
de Oliveira, Renan Reis
  • Department of Animal Science, Universidade Federal de Viçosa, Viçosa, MG, Brazil.
Guimarães, José Domingos
  • Department of Veterinary, Universidade Federal de Viçosa, Viçosa, MG, Brazil.

MeSH Terms

  • Animals
  • Bayes Theorem
  • Cross-Sectional Studies
  • Horses
  • Male
  • Nonlinear Dynamics
  • Scrotum
  • Testis

Citations

This article has been cited 2 times.
  1. Asgenbaatar N, Yi M, Wang X, Ulaangerel T, Shen Y, Wen X, Du M, Dong X, Mengkh Y, Dugarjav M, Bou G. Optimizing the preparation of paraffin sections from stallion testes. Histol Histopathol 2025 Mar;40(3):335-342.
    doi: 10.14670/HH-18-775pubmed: 38984371google scholar: lookup
  2. Liu Y, Du M, Zhang L, Wang N, He Q, Cao J, Zhao B, Li X, Li B, Bou G, Zhao Y, Dugarjaviin M. Comparative Analysis of mRNA and lncRNA Expression Profiles in Testicular Tissue of Sexually Immature and Sexually Mature Mongolian Horses. Animals (Basel) 2024 Jun 7;14(12).
    doi: 10.3390/ani14121717pubmed: 38929336google scholar: lookup