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A point system to predict the future risk of obesity in 10-year-old children
BACKGROUND: A 4-year longitudinal study was conducted to develop a model and a point system for predicting childhood obesity. METHODS: This study included 1,504 Japanese 10-year-old children who underwent health check-ups between 2011 and 2015. Multivariable logistic regression analysis was conducte...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Japanese Society for Hygiene
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10149319/ https://www.ncbi.nlm.nih.gov/pubmed/37081623 http://dx.doi.org/10.1265/ehpm.22-00270 |
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author | Sonoda, Risa Tokiya, Mikiko Touri, Kenichi Tanomura, Yuichi Yada, Kimihiro Funakoshi, Yayoi Saito, Isao |
author_facet | Sonoda, Risa Tokiya, Mikiko Touri, Kenichi Tanomura, Yuichi Yada, Kimihiro Funakoshi, Yayoi Saito, Isao |
author_sort | Sonoda, Risa |
collection | PubMed |
description | BACKGROUND: A 4-year longitudinal study was conducted to develop a model and a point system for predicting childhood obesity. METHODS: This study included 1,504 Japanese 10-year-old children who underwent health check-ups between 2011 and 2015. Multivariable logistic regression analysis was conducted using the explanatory variables overweight and lifestyle. Obesity was defined as percentage overweight (POW) ≥ 20% calculated by the following equation: (actual weight − standard weight by height and sex)/standard weight by height and sex × 100 (%). The model was validated using the Hosmer-Lemeshow test on 10-year-olds. RESULTS: Our prediction model for development of childhood obesity was based on seven binary variables: sex, lack of sleep, ≥2-h use of television/ games/ smartphone, hypertension, dyslipidemia, hepatic dysfunction, and being overweight. The area under the curve of the receiver operating characteristic curve was 0.803 (95% confidence interval, 0.740 to 0.866). When validated in non-obese children (n = 415), there was no significant difference between actual and predicted numbers of children with obesity (Hosmer-Lemeshow chi-square = 7.90, p = 0.18). CONCLUSIONS: The validated prediction model and point score for obesity development were shown to be useful tools for predicting the future 4-year risk of developing obesity among 10 years-old children. The point system may be useful for reducing the occurrence of childhood obesity and promoting better health. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at https://doi.org/10.1265/ehpm.22-00270. |
format | Online Article Text |
id | pubmed-10149319 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Japanese Society for Hygiene |
record_format | MEDLINE/PubMed |
spelling | pubmed-101493192023-05-02 A point system to predict the future risk of obesity in 10-year-old children Sonoda, Risa Tokiya, Mikiko Touri, Kenichi Tanomura, Yuichi Yada, Kimihiro Funakoshi, Yayoi Saito, Isao Environ Health Prev Med Research Article BACKGROUND: A 4-year longitudinal study was conducted to develop a model and a point system for predicting childhood obesity. METHODS: This study included 1,504 Japanese 10-year-old children who underwent health check-ups between 2011 and 2015. Multivariable logistic regression analysis was conducted using the explanatory variables overweight and lifestyle. Obesity was defined as percentage overweight (POW) ≥ 20% calculated by the following equation: (actual weight − standard weight by height and sex)/standard weight by height and sex × 100 (%). The model was validated using the Hosmer-Lemeshow test on 10-year-olds. RESULTS: Our prediction model for development of childhood obesity was based on seven binary variables: sex, lack of sleep, ≥2-h use of television/ games/ smartphone, hypertension, dyslipidemia, hepatic dysfunction, and being overweight. The area under the curve of the receiver operating characteristic curve was 0.803 (95% confidence interval, 0.740 to 0.866). When validated in non-obese children (n = 415), there was no significant difference between actual and predicted numbers of children with obesity (Hosmer-Lemeshow chi-square = 7.90, p = 0.18). CONCLUSIONS: The validated prediction model and point score for obesity development were shown to be useful tools for predicting the future 4-year risk of developing obesity among 10 years-old children. The point system may be useful for reducing the occurrence of childhood obesity and promoting better health. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at https://doi.org/10.1265/ehpm.22-00270. Japanese Society for Hygiene 2023-04-21 /pmc/articles/PMC10149319/ /pubmed/37081623 http://dx.doi.org/10.1265/ehpm.22-00270 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Sonoda, Risa Tokiya, Mikiko Touri, Kenichi Tanomura, Yuichi Yada, Kimihiro Funakoshi, Yayoi Saito, Isao A point system to predict the future risk of obesity in 10-year-old children |
title | A point system to predict the future risk of obesity in 10-year-old children |
title_full | A point system to predict the future risk of obesity in 10-year-old children |
title_fullStr | A point system to predict the future risk of obesity in 10-year-old children |
title_full_unstemmed | A point system to predict the future risk of obesity in 10-year-old children |
title_short | A point system to predict the future risk of obesity in 10-year-old children |
title_sort | point system to predict the future risk of obesity in 10-year-old children |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10149319/ https://www.ncbi.nlm.nih.gov/pubmed/37081623 http://dx.doi.org/10.1265/ehpm.22-00270 |
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