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儿童和青少年的运动行为类型及其与肥胖指标的关联:24 小时成分数据的潜在剖面分析。

Movement behaviour typologies and their associations with adiposity indicators in children and adolescents: a latent profile analysis of 24-h compositional data.

机构信息

Faculty of Physical Culture, Palacký University Olomouc, třída Míru 117, Olomouc, 779 00, Czech Republic.

Department of Mathematical Analysis and Applications of Mathematics, Palacký University Olomouc, Olomouc, Czech Republic.

出版信息

BMC Public Health. 2024 Jun 10;24(1):1553. doi: 10.1186/s12889-024-19075-8.

Abstract

OBJECTIVES

Growing evidence supports the important role of 24-hour movement behaviours (MB) in preventing childhood obesity. However, research to understand the heterogeneity and variability of MB among individuals and what kind of typologies of individuals are at risk of developing obesity is lacking. To bridge this gap, this study identified typologies of 24-hour MB in children and adolescents and investigated their associations with adiposity indicators.

METHODS

In this cross-sectional study, 374 children and 317 adolescents from the Czech Republic wore wrist-worn accelerometers for seven consecutive days. Time spent in moderate-to-vigorous physical activity (MVPA), light physical activity (LPA), sedentary behaviour (SB), and sleep was quantified using raw accelerometery data. Adiposity indicators included body mass index (BMI) z-score, fat mass percentage (FM%), fat mass index (FMI), and visceral adipose tissue (VAT). Bias-adjusted latent profile analysis was used on the 24-hour MB data to identify MB typologies and their associations with adiposity indicators. The models were adjusted for potential confounders. The identified typologies were labelled to reflect the behavioural profiles of bees to aid interpretability for the general public.

RESULTS

Two typologies were identified in children: highly active Workers characterised by high levels of MVPA and LPA, and inactive Queens characterised by low levels of MVPA and LPA, high levels of SB and longer sleep duration compared to Workers. In adolescents, an additional typology labelled as Drones was characterised by median levels of MVPA, LPA, SB and longest sleep duration. After controlling for covariates, we found that children labelled as Queens were associated with 1.38 times higher FM%, 1.43 times higher FMI, and 1.67 times higher VAT than Workers. In adolescents, Drones had 1.14 times higher FM% and Queens had 1.36 higher VAT in comparison with Workers, respectively.

CONCLUSION

Our study highlights the importance of promoting active lifestyles in children and adolescents to potentially reduce adiposity. These findings can provide insights for interventions aimed at promoting healthy MB and preventing childhood obesity.

摘要

目的

越来越多的证据表明,24 小时运动行为(MB)在预防儿童肥胖方面发挥着重要作用。然而,对于理解个体之间 MB 的异质性和可变性,以及哪些类型的个体有发展肥胖的风险,研究还很缺乏。为了弥补这一空白,本研究确定了儿童和青少年 24 小时 MB 的类型,并研究了它们与肥胖指标的关联。

方法

在这项横断面研究中,来自捷克共和国的 374 名儿童和 317 名青少年连续 7 天佩戴腕戴式加速度计。使用原始加速度计数据来量化中等到剧烈体力活动(MVPA)、低强度体力活动(LPA)、久坐行为(SB)和睡眠的时间。肥胖指标包括体重指数(BMI)z 分数、体脂肪百分比(FM%)、体脂肪指数(FMI)和内脏脂肪组织(VAT)。使用偏倚校正潜在剖面分析对 24 小时 MB 数据进行分析,以确定 MB 类型及其与肥胖指标的关联。模型调整了潜在混杂因素。为了便于公众理解,将识别出的类型学命名为反映蜜蜂行为特征的标签。

结果

在儿童中确定了两种类型:高活跃度的“工蜂”,其特点是 MVPA 和 LPA 水平较高,活跃度较低的“蜂王”,其特点是 MVPA 和 LPA 水平较低,SB 水平较高,睡眠时间较长。在青少年中,还确定了一种被标记为“雄蜂”的类型,其特点是 MVPA、LPA、SB 和最长睡眠时间处于中位数水平。在控制了协变量后,我们发现,与“工蜂”相比,被标记为“蜂王”的儿童 FM%高出 1.38 倍,FMI 高出 1.43 倍,VAT 高出 1.67 倍。在青少年中,与“工蜂”相比,“雄蜂”的 FM%高出 1.14 倍,“蜂王”的 VAT 高出 1.36 倍。

结论

本研究强调了在儿童和青少年中促进积极生活方式的重要性,这可能有助于降低肥胖率。这些发现可以为旨在促进健康的 MB 和预防儿童肥胖的干预措施提供参考。

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Relating latent class membership to external variables: An overview.关联潜在类别成员与外部变量:概述。
Br J Math Stat Psychol. 2021 May;74(2):340-362. doi: 10.1111/bmsp.12227. Epub 2020 Nov 16.

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