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青少年健康行为、社会协变量和心理健康的潜在类别:一项纵向出生队列研究。

Latent classes of adolescent health behaviour, social covariates and mental wellbeing: a longitudinal birth cohort study.

机构信息

Manchester Institute of Education, University of Manchester, Manchester, M15 6JA, UK.

Ellen Wilkinson Building, University of Manchester, Oxford Road, Manchester, M15 6JA, UK.

出版信息

BMC Public Health. 2024 Sep 18;24(1):2538. doi: 10.1186/s12889-024-20004-y.

Abstract

BACKGROUND

Adolescent mental wellbeing has been declining in the United Kingdom for over a decade. Expansion of services to support the mental wellbeing of young people is a public health priority and a core component of the National Health Service's Long-Term Plan. In this paper, we leverage secondary analysis of a very large longitudinal dataset (#BeeWell) to generate insights regarding different patterns of health behaviour, their covariates, and consequences for mental wellbeing one year later.

METHODS

A Latent Class Analysis was conducted using data on physical activity, sleep, and eating habits collected in 2021 from 18,478 Year 8 pupils from Greater Manchester (United Kingdom) to (1) identify distinct latent classes of adolescent health behaviour; (2) establish factors likely to be associated with latent class membership; and (3) determine whether latent class membership contributes to variance in self-reported mental wellbeing one year later.

RESULTS

A three-class solution was identified as an excellent fit to the data, discriminating between: the Wellness Weary (n = 2,717; 15%); the Balanced Bunch (n = 7,377; 40%); and the Green and Dream Team (n = 8,384; 45%). Several factors significantly influenced class membership. Most notably, socio-economic disadvantage and social media use were linked with less favourable health behaviour patterns, whilst cisgender heterosexual girls were likely to endorse healthier patterns. After adjusting for covariates, the Green and Dream Team reported significantly greater mental wellbeing than the Balanced Bunch one year later. However, there was no difference between the Balanced Bunch and the Wellness Weary, signalling that health behaviours may support mental wellbeing, but only among the healthiest young people.

CONCLUSIONS

Beyond advancements in fundamental understanding, our findings yield significant translation opportunities through their use and application in health, education, and allied professional settings designed to support young people.

摘要

背景

在英国,青少年的心理健康状况在过去十年中一直在下降。扩大服务以支持年轻人的心理健康是公共卫生的优先事项,也是国民保健服务长期计划的核心组成部分。在本文中,我们利用一项非常大的纵向数据集(#BeeWell)的二次分析,生成有关不同健康行为模式、其协变量以及对一年后心理健康影响的见解。

方法

对来自英国大曼彻斯特的 18478 名 8 年级学生在 2021 年收集的关于体育活动、睡眠和饮食习惯的数据进行潜在类别分析,以(1)确定青少年健康行为的不同潜在类别;(2)确定可能与潜在类别成员身份相关的因素;(3)确定潜在类别成员身份是否会导致一年后自我报告的心理健康状况存在差异。

结果

确定了一个三类别解决方案,非常适合数据,区分了:疲惫的健康追求者(n = 2717;15%);平衡的一群人(n = 7377;40%);和绿色和梦想团队(n = 8384;45%)。几个因素显著影响了类别成员身份。最值得注意的是,社会经济劣势和社交媒体使用与较差的健康行为模式有关,而跨性别异性恋女孩更有可能认同更健康的模式。在调整协变量后,绿色和梦想团队报告的心理健康状况明显优于一年后的平衡人群。然而,平衡人群与疲惫的健康追求者之间没有差异,这表明健康行为可能支持心理健康,但仅在最健康的年轻人中如此。

结论

除了在基本理解方面取得进展外,我们的研究结果还通过在旨在支持年轻人的健康、教育和相关专业环境中使用和应用产生了重大的转化机会。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7b71/11409474/5c581977d0a8/12889_2024_20004_Fig1_HTML.jpg

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