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Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls.
Gülü, Mehmet; Yagin, Fatma Hilal; Yapici, Hakan; Irandoust, Khadijeh; Dogan, Ali Ahmet; Taheri, Morteza; Szura, Ewa; Barasinska, Magdalena; Gabrys, Tomasz.
Afiliación
  • Gülü M; Department of Coaching Education, Faculty of Sport Sciences, Kirikkale University, Kirikkale, Türkiye.
  • Yagin FH; Department of Biostatistics, and Medical Informatics, Faculty of Medicine, Inonu University, Malatya, Türkiye.
  • Yapici H; Department of Coaching Education, Faculty of Sport Sciences, Kirikkale University, Kirikkale, Türkiye.
  • Irandoust K; Department of Sport Sciences, Imam Khomeini International University, Qazvin, Iran.
  • Dogan AA; Department of Coaching Education, Faculty of Sport Sciences, Kirikkale University, Kirikkale, Türkiye.
  • Taheri M; Department of Sport Sciences, Imam Khomeini International University, Qazvin, Iran.
  • Szura E; Faculty of Physical Education and Sport Sciences, University of Tehran, Tehran, Iran.
  • Barasinska M; Department Health Sciences and Sport Sciences, University of Applied Sciences, Nysa, Poland.
  • Gabrys T; Department of Health Sciences, Jan Dlugosz University, Czestochowa, Poland.
Front Nutr ; 10: 1139179, 2023.
Article en En | MEDLINE | ID: mdl-36866053
Biological maturation status can affect individual differences, sex, height, body fat, and body weight in adolescents and thus may be associated with obesity. The primary aim of this study was to examine the relationship between biological maturation and obesity. Overall, 1,328 adolescents (792 boys and 536 girls) aged 12.00 ± 0.94-12.21 ± 0.99 years, respectively (measured for body mass, body stature, sitting stature). Body weights were deter-mined with Tanita body analysis system and adolescent obesity status was calculated according to the WHO classification. Biological maturation was determined according to the somatic maturation method. Our results showed that boys mature 3.077-fold later than girls. Obesity was an increasing effect on early maturation. It was determined that being obese, overweight and healthy-weight increased the risk of early maturation 9.80, 6.99 and 1.81-fold, respectively. The equation of the model predicting maturation is: Logit (P) = 1/(1 + exp. (- (-31.386 + sex-boy * (1.124) + [chronological age = 10] * (-7.031) + [chronological age = 11] * (-4.338) + [chronological age = 12] * (-1.677) + age * (-2.075) + weight * 0.093 + height * (-0.141) + obesity * (-2.282) + overweight * (-1.944) + healthy weight * (-0.592)))). Logistic regression model predicted maturity with 80.7% [95% CI: 77.2-84.1%] accuracy. In addition, the model had a high sensitivity value (81.7% [76.2-86.6%]), which indicates that the model can successfully distinguish adolescents with early maturation. In conclusion, sex and obesity are independent predictors of maturity, and the risk of early maturation is increased, especially in the case of obesity and in girls.
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Tipo de estudio: Prognostic_studies Idioma: En Revista: Front Nutr Año: 2023 Tipo del documento: Article Pais de publicación: Suiza
Texto completo
Añadir a Mi BVS
Imprimir
XML
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Tipo de estudio: Prognostic_studies Idioma: En Revista: Front Nutr Año: 2023 Tipo del documento: Article Pais de publicación: Suiza