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Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health
IMPORTANCE: Social determinants of health (SDOH) influence child health. However, most previous studies have used individual, small-set, or cherry-picked SDOH variables without examining unbiased computed SDOH patterns from high-dimensional SDOH factors to investigate associations with child mental...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Association
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10580157/ https://www.ncbi.nlm.nih.gov/pubmed/37843837 http://dx.doi.org/10.1001/jamapediatrics.2023.4218 |
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author | Xiao, Yunyu Mann, J. John Chow, Julian Chun-Chung Brown, Timothy T. Snowden, Lonnie R. Yip, Paul Siu-Fai Tsai, Alexander C. Hou, Yu Pathak, Jyotishman Wang, Fei Su, Chang |
author_facet | Xiao, Yunyu Mann, J. John Chow, Julian Chun-Chung Brown, Timothy T. Snowden, Lonnie R. Yip, Paul Siu-Fai Tsai, Alexander C. Hou, Yu Pathak, Jyotishman Wang, Fei Su, Chang |
author_sort | Xiao, Yunyu |
collection | PubMed |
description | IMPORTANCE: Social determinants of health (SDOH) influence child health. However, most previous studies have used individual, small-set, or cherry-picked SDOH variables without examining unbiased computed SDOH patterns from high-dimensional SDOH factors to investigate associations with child mental health, cognition, and physical health. OBJECTIVE: To identify SDOH patterns and estimate their associations with children’s mental, cognitive, and physical developmental outcomes. DESIGN, SETTING, AND PARTICIPANTS: This population-based cohort study included children aged 9 to 10 years at baseline and their caregivers enrolled in the Adolescent Brain Cognitive Development (ABCD) Study between 2016 and 2021. The ABCD Study includes 21 sites across 17 states. EXPOSURES: Eighty-four neighborhood-level, geocoded variables spanning 7 domains of SDOH, including bias, education, physical and health infrastructure, natural environment, socioeconomic status, social context, and crime and drugs, were studied. Hierarchical agglomerative clustering was used to identify SDOH patterns. MAIN OUTCOMES AND MEASURES: Associations of SDOH and child mental health (internalizing and externalizing behaviors) and suicidal behaviors, cognitive function (performance, reading skills), and physical health (body mass index, exercise, sleep disorder) were estimated using mixed-effects linear and logistic regression models. RESULTS: Among 10 504 children (baseline median [SD] age, 9.9 [0.6] years; 5510 boys [52.5%] and 4994 girls [47.5%]; 229 Asian [2.2%], 1468 Black [14.0%], 2128 Hispanic [20.3%], 5565 White [53.0%], and 1108 multiracial [10.5%]), 4 SDOH patterns were identified: pattern 1, affluence (4078 children [38.8%]); pattern 2, high-stigma environment (2661 children [25.3%]); pattern 3, high socioeconomic deprivation (2653 children [25.3%]); and pattern 4, high crime and drug sales, low education, and high population density (1112 children [10.6%]). The SDOH patterns were distinctly associated with child health outcomes. Children exposed to socioeconomic deprivation (SDOH pattern 3) showed the worst health profiles, manifesting more internalizing (β = 0.75; 95% CI, 0.14-1.37) and externalizing (β = 1.43; 95% CI, 0.83-2.02) mental health problems, lower cognitive performance, and adverse physical health. CONCLUSIONS: This study shows that an unbiased quantitative analysis of multidimensional SDOH can permit the determination of how SDOH patterns are associated with child developmental outcomes. Children exposed to socioeconomic deprivation showed the worst outcomes relative to other SDOH categories. These findings suggest the need to determine whether improvement in socioeconomic conditions can enhance child developmental outcomes. |
format | Online Article Text |
id | pubmed-10580157 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Medical Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-105801572023-10-18 Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health Xiao, Yunyu Mann, J. John Chow, Julian Chun-Chung Brown, Timothy T. Snowden, Lonnie R. Yip, Paul Siu-Fai Tsai, Alexander C. Hou, Yu Pathak, Jyotishman Wang, Fei Su, Chang JAMA Pediatr Original Investigation IMPORTANCE: Social determinants of health (SDOH) influence child health. However, most previous studies have used individual, small-set, or cherry-picked SDOH variables without examining unbiased computed SDOH patterns from high-dimensional SDOH factors to investigate associations with child mental health, cognition, and physical health. OBJECTIVE: To identify SDOH patterns and estimate their associations with children’s mental, cognitive, and physical developmental outcomes. DESIGN, SETTING, AND PARTICIPANTS: This population-based cohort study included children aged 9 to 10 years at baseline and their caregivers enrolled in the Adolescent Brain Cognitive Development (ABCD) Study between 2016 and 2021. The ABCD Study includes 21 sites across 17 states. EXPOSURES: Eighty-four neighborhood-level, geocoded variables spanning 7 domains of SDOH, including bias, education, physical and health infrastructure, natural environment, socioeconomic status, social context, and crime and drugs, were studied. Hierarchical agglomerative clustering was used to identify SDOH patterns. MAIN OUTCOMES AND MEASURES: Associations of SDOH and child mental health (internalizing and externalizing behaviors) and suicidal behaviors, cognitive function (performance, reading skills), and physical health (body mass index, exercise, sleep disorder) were estimated using mixed-effects linear and logistic regression models. RESULTS: Among 10 504 children (baseline median [SD] age, 9.9 [0.6] years; 5510 boys [52.5%] and 4994 girls [47.5%]; 229 Asian [2.2%], 1468 Black [14.0%], 2128 Hispanic [20.3%], 5565 White [53.0%], and 1108 multiracial [10.5%]), 4 SDOH patterns were identified: pattern 1, affluence (4078 children [38.8%]); pattern 2, high-stigma environment (2661 children [25.3%]); pattern 3, high socioeconomic deprivation (2653 children [25.3%]); and pattern 4, high crime and drug sales, low education, and high population density (1112 children [10.6%]). The SDOH patterns were distinctly associated with child health outcomes. Children exposed to socioeconomic deprivation (SDOH pattern 3) showed the worst health profiles, manifesting more internalizing (β = 0.75; 95% CI, 0.14-1.37) and externalizing (β = 1.43; 95% CI, 0.83-2.02) mental health problems, lower cognitive performance, and adverse physical health. CONCLUSIONS: This study shows that an unbiased quantitative analysis of multidimensional SDOH can permit the determination of how SDOH patterns are associated with child developmental outcomes. Children exposed to socioeconomic deprivation showed the worst outcomes relative to other SDOH categories. These findings suggest the need to determine whether improvement in socioeconomic conditions can enhance child developmental outcomes. American Medical Association 2023-10-16 2023-12 /pmc/articles/PMC10580157/ /pubmed/37843837 http://dx.doi.org/10.1001/jamapediatrics.2023.4218 Text en Copyright 2023 Xiao Y et al. JAMA Pediatrics. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the CC-BY License. |
spellingShingle | Original Investigation Xiao, Yunyu Mann, J. John Chow, Julian Chun-Chung Brown, Timothy T. Snowden, Lonnie R. Yip, Paul Siu-Fai Tsai, Alexander C. Hou, Yu Pathak, Jyotishman Wang, Fei Su, Chang Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health |
title | Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health |
title_full | Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health |
title_fullStr | Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health |
title_full_unstemmed | Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health |
title_short | Patterns of Social Determinants of Health and Child Mental Health, Cognition, and Physical Health |
title_sort | patterns of social determinants of health and child mental health, cognition, and physical health |
topic | Original Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10580157/ https://www.ncbi.nlm.nih.gov/pubmed/37843837 http://dx.doi.org/10.1001/jamapediatrics.2023.4218 |
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