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Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model

Previous studies have shown an association between mortality and ambient air pollution in South Korea. However, these studies may have been subject to bias, as they lacked adjustment for spatio-temporal structures. This paper addresses this research gap by examining the association between air pollu...

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Autores principales: Kang, Dayun, Jang, Yujin, Choi, Hyunho, Hwang, Seung-sik, Koo, Younseo, Choi, Jungsoon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6617003/
https://www.ncbi.nlm.nih.gov/pubmed/31207896
http://dx.doi.org/10.3390/ijerph16122111
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author Kang, Dayun
Jang, Yujin
Choi, Hyunho
Hwang, Seung-sik
Koo, Younseo
Choi, Jungsoon
author_facet Kang, Dayun
Jang, Yujin
Choi, Hyunho
Hwang, Seung-sik
Koo, Younseo
Choi, Jungsoon
author_sort Kang, Dayun
collection PubMed
description Previous studies have shown an association between mortality and ambient air pollution in South Korea. However, these studies may have been subject to bias, as they lacked adjustment for spatio-temporal structures. This paper addresses this research gap by examining the association between air pollution and cause-specific mortality in South Korea between 2012 and 2015 using a two-stage Bayesian spatio-temporal model. We used 2012–2014 mortality and air pollution data for parameter estimation (i.e., model fitting) and 2015 data for model validation. Our results suggest that the relative risks of total, cardiovascular, and respiratory mortality were 1.028, 1.047, and 1.045, respectively, with every 10-µg/m(3) increase in monthly PM(2.5) (fine particulate matter) exposure. These findings warrant protection of populations who experience elevated ambient air pollution exposure to mitigate mortality burden in South Korea.
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spelling pubmed-66170032019-07-18 Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model Kang, Dayun Jang, Yujin Choi, Hyunho Hwang, Seung-sik Koo, Younseo Choi, Jungsoon Int J Environ Res Public Health Article Previous studies have shown an association between mortality and ambient air pollution in South Korea. However, these studies may have been subject to bias, as they lacked adjustment for spatio-temporal structures. This paper addresses this research gap by examining the association between air pollution and cause-specific mortality in South Korea between 2012 and 2015 using a two-stage Bayesian spatio-temporal model. We used 2012–2014 mortality and air pollution data for parameter estimation (i.e., model fitting) and 2015 data for model validation. Our results suggest that the relative risks of total, cardiovascular, and respiratory mortality were 1.028, 1.047, and 1.045, respectively, with every 10-µg/m(3) increase in monthly PM(2.5) (fine particulate matter) exposure. These findings warrant protection of populations who experience elevated ambient air pollution exposure to mitigate mortality burden in South Korea. MDPI 2019-06-14 2019-06 /pmc/articles/PMC6617003/ /pubmed/31207896 http://dx.doi.org/10.3390/ijerph16122111 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kang, Dayun
Jang, Yujin
Choi, Hyunho
Hwang, Seung-sik
Koo, Younseo
Choi, Jungsoon
Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model
title Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model
title_full Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model
title_fullStr Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model
title_full_unstemmed Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model
title_short Space–Time Relationship between Short-Term Exposure to Fine and Coarse Particles and Mortality in a Nationwide Analysis of Korea: A Bayesian Hierarchical Spatio-Temporal Model
title_sort space–time relationship between short-term exposure to fine and coarse particles and mortality in a nationwide analysis of korea: a bayesian hierarchical spatio-temporal model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6617003/
https://www.ncbi.nlm.nih.gov/pubmed/31207896
http://dx.doi.org/10.3390/ijerph16122111
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