ArticleEuropean child & adolescent psychiatry2024
Modifiable factors associated with cognitive performance in Chinese adolescents: a national environment-wide association study.
Article in European child & adolescent psychiatry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
What it found
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Who cites it
3 citing papers in PubMed.
- Examining Heterogeneity in Cognitive Development Trajectories from Late Childhood to Emerging Adulthood and Their Association with Depressive Symptoms: Evidence from Eight Years of Nationally Representative Data in China.Journal of youth and adolescence · 2026Article
- The developmental trajectories and modifiable factors of adolescents' subjective well-being from late adolescence to early adulthood.Child and adolescent psychiatry and mental health · 2025Article
- Multifaceted environmental factors linked to metabolic dysfunction-associated fatty liver disease: an environment-wide association study.BMC public health · 2025Article
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Authors and funding
6 authors.
Funding
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.
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Registered trials
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