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Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents
BACKGROUND: Evidence concerning the effects of greenness on childhood visual impairment is scarce. OBJECTIVES: We aimed to assess whether greenness surrounding schools was associated with visual impairment prevalence and visual acuity levels in Chinese schoolchildren and whether the associations mig...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Environmental Health Perspectives
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8549527/ https://www.ncbi.nlm.nih.gov/pubmed/34704791 http://dx.doi.org/10.1289/EHP8429 |
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author | Yang, Bo-Yi Li, Shanshan Zou, Zhiyong Markevych, Iana Heinrich, Joachim Bloom, Michael S. Luo, Ya-Na Huang, Wen-Zhong Xiao, Xiang Gui, Zhaohuan Bao, Wen-Wen Jing, Jin Ma, Jun Ma, Yinghua Chen, Yajun Dong, Guang-Hui |
author_facet | Yang, Bo-Yi Li, Shanshan Zou, Zhiyong Markevych, Iana Heinrich, Joachim Bloom, Michael S. Luo, Ya-Na Huang, Wen-Zhong Xiao, Xiang Gui, Zhaohuan Bao, Wen-Wen Jing, Jin Ma, Jun Ma, Yinghua Chen, Yajun Dong, Guang-Hui |
author_sort | Yang, Bo-Yi |
collection | PubMed |
description | BACKGROUND: Evidence concerning the effects of greenness on childhood visual impairment is scarce. OBJECTIVES: We aimed to assess whether greenness surrounding schools was associated with visual impairment prevalence and visual acuity levels in Chinese schoolchildren and whether the associations might be explained by reduced air pollution. METHODS: In September 2013, we recruited 61,995 children and adolescents 6–18 years of age from 94 schools in seven provinces/municipalities in China. Greenness exposure was assessed using the normalized difference vegetation index (NDVI) and the soil-adjusted vegetation index (SAVI) from July to August 2013. Visual impairment was defined as at least one visual acuity level (dimensionless) lower than 4.9 (Snellen 5/6 equivalent). Three-year annual averages of particulate matter (PM) with an aerodynamic diameter of [Formula: see text] ([Formula: see text]) and nitrogen dioxide ([Formula: see text]) at each school were assessed using machine learning methods. We used generalized linear mixed models to estimate the associations between greenness and prevalent visual impairment and visual acuity levels and used mediation analyses to explore the potential mediating role of air pollution. RESULTS: In the adjusted model, an interquartile range increase in [Formula: see text] was associated with lower odds of prevalent visual impairment [[Formula: see text]; 95% confidence interval (CI): 0.93, 0.97]. The same increase in [Formula: see text] was also associated with [Formula: see text] (95% CI: 0.008, 0.015) and [Formula: see text] (95% CI: 0.007, 0.015) increases in visual acuity levels for left- and right-eye, respectively. Our results also suggested that [Formula: see text] and [Formula: see text] significantly mediated the association between [Formula: see text] and visual impairment. Similar effect estimates were observed for [Formula: see text] , and our estimates were generally robust in several sensitivity analyses. DISCUSSION: These findings suggest higher greenness surrounding schools might reduce the risk of visual impairment, possibly owing in part to lower [Formula: see text] and [Formula: see text] in vegetated areas. Further longitudinal studies with more precise greenness assessment are warranted to confirm these findings. https://doi.org/10.1289/EHP8429 |
format | Online Article Text |
id | pubmed-8549527 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Environmental Health Perspectives |
record_format | MEDLINE/PubMed |
spelling | pubmed-85495272021-10-29 Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents Yang, Bo-Yi Li, Shanshan Zou, Zhiyong Markevych, Iana Heinrich, Joachim Bloom, Michael S. Luo, Ya-Na Huang, Wen-Zhong Xiao, Xiang Gui, Zhaohuan Bao, Wen-Wen Jing, Jin Ma, Jun Ma, Yinghua Chen, Yajun Dong, Guang-Hui Environ Health Perspect Research BACKGROUND: Evidence concerning the effects of greenness on childhood visual impairment is scarce. OBJECTIVES: We aimed to assess whether greenness surrounding schools was associated with visual impairment prevalence and visual acuity levels in Chinese schoolchildren and whether the associations might be explained by reduced air pollution. METHODS: In September 2013, we recruited 61,995 children and adolescents 6–18 years of age from 94 schools in seven provinces/municipalities in China. Greenness exposure was assessed using the normalized difference vegetation index (NDVI) and the soil-adjusted vegetation index (SAVI) from July to August 2013. Visual impairment was defined as at least one visual acuity level (dimensionless) lower than 4.9 (Snellen 5/6 equivalent). Three-year annual averages of particulate matter (PM) with an aerodynamic diameter of [Formula: see text] ([Formula: see text]) and nitrogen dioxide ([Formula: see text]) at each school were assessed using machine learning methods. We used generalized linear mixed models to estimate the associations between greenness and prevalent visual impairment and visual acuity levels and used mediation analyses to explore the potential mediating role of air pollution. RESULTS: In the adjusted model, an interquartile range increase in [Formula: see text] was associated with lower odds of prevalent visual impairment [[Formula: see text]; 95% confidence interval (CI): 0.93, 0.97]. The same increase in [Formula: see text] was also associated with [Formula: see text] (95% CI: 0.008, 0.015) and [Formula: see text] (95% CI: 0.007, 0.015) increases in visual acuity levels for left- and right-eye, respectively. Our results also suggested that [Formula: see text] and [Formula: see text] significantly mediated the association between [Formula: see text] and visual impairment. Similar effect estimates were observed for [Formula: see text] , and our estimates were generally robust in several sensitivity analyses. DISCUSSION: These findings suggest higher greenness surrounding schools might reduce the risk of visual impairment, possibly owing in part to lower [Formula: see text] and [Formula: see text] in vegetated areas. Further longitudinal studies with more precise greenness assessment are warranted to confirm these findings. https://doi.org/10.1289/EHP8429 Environmental Health Perspectives 2021-10-27 /pmc/articles/PMC8549527/ /pubmed/34704791 http://dx.doi.org/10.1289/EHP8429 Text en https://ehp.niehs.nih.gov/about-ehp/licenseEHP is an open-access journal published with support from the National Institute of Environmental Health Sciences, National Institutes of Health. All content is public domain unless otherwise noted. |
spellingShingle | Research Yang, Bo-Yi Li, Shanshan Zou, Zhiyong Markevych, Iana Heinrich, Joachim Bloom, Michael S. Luo, Ya-Na Huang, Wen-Zhong Xiao, Xiang Gui, Zhaohuan Bao, Wen-Wen Jing, Jin Ma, Jun Ma, Yinghua Chen, Yajun Dong, Guang-Hui Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents |
title | Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents |
title_full | Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents |
title_fullStr | Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents |
title_full_unstemmed | Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents |
title_short | Greenness Surrounding Schools and Visual Impairment in Chinese Children and Adolescents |
title_sort | greenness surrounding schools and visual impairment in chinese children and adolescents |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8549527/ https://www.ncbi.nlm.nih.gov/pubmed/34704791 http://dx.doi.org/10.1289/EHP8429 |
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