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Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China
BACKGROUND: Hand, foot, and mouth disease (HFMD) is a serious threat among children in China. Some studies have found that air pollution is associated with HFMD incidence, but the results showed heterogeneity. In this study, we aimed to explore the heterogeneity of associations between air pollutant...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9681081/ https://www.ncbi.nlm.nih.gov/pubmed/36413517 http://dx.doi.org/10.1371/journal.pntd.0010896 |
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author | Li, Mengyao Ma, Yue Luo, Caiying Lv, Qiang Liu, Yaqiong Zhang, Tao Yin, Fei Shui, Tiejun |
author_facet | Li, Mengyao Ma, Yue Luo, Caiying Lv, Qiang Liu, Yaqiong Zhang, Tao Yin, Fei Shui, Tiejun |
author_sort | Li, Mengyao |
collection | PubMed |
description | BACKGROUND: Hand, foot, and mouth disease (HFMD) is a serious threat among children in China. Some studies have found that air pollution is associated with HFMD incidence, but the results showed heterogeneity. In this study, we aimed to explore the heterogeneity of associations between air pollutants and the number of HFMD cases and to identify significant socioeconomic effect modifiers. METHODS: We collected daily surveillance data on HFMD cases in those aged less than 15 years, air pollution variables and meteorological variables from 2015 to 2017 in the basin area of Sichuan Province. We also collected socioeconomic indicator data. We conducted a two-stage multicity time-series analysis. In the first stage, we constructed a distributed lag nonlinear model (DLNM) to obtain cumulative exposure-response curves between each air pollutant and the numbers of HFMD cases for every city. In the second stage, we carried out a multivariable meta-regression to merge the estimations in the first stage and to identify significant socioeconomic effect modifiers. RESULTS: We found that PM(10), NO(2) and O(3) concentrations were associated with the number of HFMD cases. An inverted V-shaped association between PM(10) and the number of HFMD cases was observed. The overall NO(2)-HFMD association was a hockey-stick shape. For the relationships of PM(10), SO(2), NO(2), O(3) and CO with HFMD counts, approximately 58.5%, 48.4%, 51.0%, 55.6% and 52.5% of the heterogeneity could be explained, respectively. The proportion of primary school students, population density, urbanization rate, number of licensed physicians and number of hospital beds explained part of the heterogeneity and modified the relationships. CONCLUSION: Our study explored the heterogeneity of associations between air pollutants and HFMD counts. The proportion of primary school students, population density, urbanization rate, number of licensed physicians and number of hospital beds could modify the relationships. The results can serve as a reference for relevant public health decision making. |
format | Online Article Text |
id | pubmed-9681081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-96810812022-11-23 Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China Li, Mengyao Ma, Yue Luo, Caiying Lv, Qiang Liu, Yaqiong Zhang, Tao Yin, Fei Shui, Tiejun PLoS Negl Trop Dis Research Article BACKGROUND: Hand, foot, and mouth disease (HFMD) is a serious threat among children in China. Some studies have found that air pollution is associated with HFMD incidence, but the results showed heterogeneity. In this study, we aimed to explore the heterogeneity of associations between air pollutants and the number of HFMD cases and to identify significant socioeconomic effect modifiers. METHODS: We collected daily surveillance data on HFMD cases in those aged less than 15 years, air pollution variables and meteorological variables from 2015 to 2017 in the basin area of Sichuan Province. We also collected socioeconomic indicator data. We conducted a two-stage multicity time-series analysis. In the first stage, we constructed a distributed lag nonlinear model (DLNM) to obtain cumulative exposure-response curves between each air pollutant and the numbers of HFMD cases for every city. In the second stage, we carried out a multivariable meta-regression to merge the estimations in the first stage and to identify significant socioeconomic effect modifiers. RESULTS: We found that PM(10), NO(2) and O(3) concentrations were associated with the number of HFMD cases. An inverted V-shaped association between PM(10) and the number of HFMD cases was observed. The overall NO(2)-HFMD association was a hockey-stick shape. For the relationships of PM(10), SO(2), NO(2), O(3) and CO with HFMD counts, approximately 58.5%, 48.4%, 51.0%, 55.6% and 52.5% of the heterogeneity could be explained, respectively. The proportion of primary school students, population density, urbanization rate, number of licensed physicians and number of hospital beds explained part of the heterogeneity and modified the relationships. CONCLUSION: Our study explored the heterogeneity of associations between air pollutants and HFMD counts. The proportion of primary school students, population density, urbanization rate, number of licensed physicians and number of hospital beds could modify the relationships. The results can serve as a reference for relevant public health decision making. Public Library of Science 2022-11-22 /pmc/articles/PMC9681081/ /pubmed/36413517 http://dx.doi.org/10.1371/journal.pntd.0010896 Text en © 2022 Li et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Li, Mengyao Ma, Yue Luo, Caiying Lv, Qiang Liu, Yaqiong Zhang, Tao Yin, Fei Shui, Tiejun Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China |
title | Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China |
title_full | Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China |
title_fullStr | Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China |
title_full_unstemmed | Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China |
title_short | Modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: A multicity time-series study based on heavily polluted areas in the basin area of Sichuan Province, China |
title_sort | modification effects of socioeconomic factors on associations between air pollutants and hand, foot, and mouth disease: a multicity time-series study based on heavily polluted areas in the basin area of sichuan province, china |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9681081/ https://www.ncbi.nlm.nih.gov/pubmed/36413517 http://dx.doi.org/10.1371/journal.pntd.0010896 |
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