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与中国青少年认知表现相关的可改变因素:一项全国范围的环境关联研究。

Modifiable factors associated with cognitive performance in Chinese adolescents: a national environment-wide association study.

机构信息

Department of Maternal, Child and Adolescent Health, Anhui Medical University School of Public Health, 81 Meishan Road, Hefei, Anhui, China.

Key Laboratory of Population Health Across Life Cycle, Anhui Medical University, Ministry of Education of the People's Republic of China, Hefei, Anhui, China.

出版信息

Eur Child Adolesc Psychiatry. 2024 Apr;33(4):1047-1056. doi: 10.1007/s00787-023-02229-1. Epub 2023 May 19.

Abstract

Growing evidence exists about the candidate factors of childhood cognitive performance, but mainly limited to single-exposure studies. We sought to systematically and simultaneously identify and validate a wide range of potential modifiable factors for childhood cognitive performance. We used data from five waves of data from the China Family Panel Studies (CFPS-2010, 2012, 2014, 2016 and 2018). Our analytical sample was restricted to those children aged 2-5 at baseline with valid exposure information. A total of 80 modifiable factors were identified. Childhood cognitive performance was assessed using vocabulary and mathematics test at wave 5. We used an environment-wide association study (EnWAS) to screen all exposure-outcome associations independently and used the least absolute shrinkage and selection operator (LASSO) variable selection algorithm to identify factors associated with cognitive performance. Multivariable linear model was then used to evaluate causal relationships between identified factors and cognitive performance. Of the 1305 participants included in the study (mean ± SD, 3.5 ± 1.1 years age at baseline, 45.1% girls). Eight factors were retained in the LASSO regression analysis. Six factors across community characteristics (percentage of poverty in the community; percentage of children in the community), household characteristics (family size), child health and behaviors (mobile internet access), parenting behaviors and cognitive enrichment (parental involvement in child' s education), and parental wellbeing (paternal happiness) domains were significantly associated with childhood cognition. Using a three-stage approach, this study validates several actionable targets for improving childhood cognitive performance.

摘要

越来越多的证据表明儿童认知表现的候选因素,但主要局限于单一暴露研究。我们旨在系统且同时识别和验证广泛的潜在可改变因素对儿童认知表现的影响。我们使用了来自中国家庭追踪调查(CFPS-2010、2012、2014、2016 和 2018 年)五次数据的资料。我们的分析样本仅限于基线时有有效暴露信息且年龄在 2-5 岁的儿童。共确定了 80 个可改变因素。使用词汇和数学测试在第五波评估儿童认知表现。我们使用全环境关联研究(EnWAS)独立筛选所有暴露-结局关联,并使用最小绝对收缩和选择算子(LASSO)变量选择算法识别与认知表现相关的因素。然后使用多元线性模型评估确定因素与认知表现之间的因果关系。在这项研究中,共有 1305 名参与者(平均年龄为 3.5±1.1 岁,基线时 45.1%为女孩)。LASSO 回归分析保留了 8 个因素。六个因素跨越社区特征(社区贫困率;社区中儿童的比例)、家庭特征(家庭规模)、儿童健康和行为(移动互联网接入)、养育行为和认知强化(父母参与孩子的教育)以及父母幸福度(父亲幸福感)领域与儿童认知显著相关。通过三阶段方法,本研究验证了一些可采取行动的目标,以提高儿童认知表现。

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