Cargando…
Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls
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...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9971504/ https://www.ncbi.nlm.nih.gov/pubmed/36866053 http://dx.doi.org/10.3389/fnut.2023.1139179 |
_version_ | 1784898114457436160 |
---|---|
author | Gülü, Mehmet Yagin, Fatma Hilal Yapici, Hakan Irandoust, Khadijeh Dogan, Ali Ahmet Taheri, Morteza Szura, Ewa Barasinska, Magdalena Gabrys, Tomasz |
author_facet | Gülü, Mehmet Yagin, Fatma Hilal Yapici, Hakan Irandoust, Khadijeh Dogan, Ali Ahmet Taheri, Morteza Szura, Ewa Barasinska, Magdalena Gabrys, Tomasz |
author_sort | Gülü, Mehmet |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9971504 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99715042023-03-01 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 Front Nutr Nutrition 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. Frontiers Media S.A. 2023-02-14 /pmc/articles/PMC9971504/ /pubmed/36866053 http://dx.doi.org/10.3389/fnut.2023.1139179 Text en Copyright © 2023 Gülü, Yagin, Yapici, Irandoust, Dogan, Taheri, Szura, Barasinska and Gabrys. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Nutrition Gülü, Mehmet Yagin, Fatma Hilal Yapici, Hakan Irandoust, Khadijeh Dogan, Ali Ahmet Taheri, Morteza Szura, Ewa Barasinska, Magdalena Gabrys, Tomasz Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls |
title | Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls |
title_full | Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls |
title_fullStr | Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls |
title_full_unstemmed | Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls |
title_short | Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls |
title_sort | is early or late biological maturation trigger obesity? a machine learning modeling research in turkey boys and girls |
topic | Nutrition |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9971504/ https://www.ncbi.nlm.nih.gov/pubmed/36866053 http://dx.doi.org/10.3389/fnut.2023.1139179 |
work_keys_str_mv | AT gulumehmet isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT yaginfatmahilal isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT yapicihakan isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT irandoustkhadijeh isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT doganaliahmet isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT taherimorteza isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT szuraewa isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT barasinskamagdalena isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls AT gabrystomasz isearlyorlatebiologicalmaturationtriggerobesityamachinelearningmodelingresearchinturkeyboysandgirls |