1. Modifiable factors associated with cognitive performance in Chinese adolescents: a national environment-wide association study.
- Author
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Wang, Shanshan, Wang, Ya, Wan, Yuhui, Su, Puyu, Tao, Fangbiao, and Sun, Ying
- Subjects
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STATISTICAL models , *CHILDREN'S health , *INTERNET access , *COGNITIVE testing , *RESEARCH funding , *MATHEMATICS , *GENOME-wide association studies , *DATA analysis , *SOCIOECONOMIC factors , *MULTIPLE regression analysis , *PARENT-child relationships , *QUESTIONNAIRES , *EXECUTIVE function , *DESCRIPTIVE statistics , *FAMILIES , *PARENTING , *NEUROPSYCHOLOGICAL tests , *STATISTICS , *VOCABULARY , *CONFIDENCE intervals , *DATA analysis software , *POVERTY , *CHILD behavior , *SOCIAL classes , *EMPLOYMENT , *ADOLESCENCE , *CHILDREN - 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. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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