Department of Applied Statistics, Hanyang University, Seoul 04763, Korea.
Department of Public Health Sciences, Graduate School of Public Health, Seoul National University, Seoul 08826, Korea.
Int J Environ Res Public Health. 2019 Jun 14;16(12):2111. doi: 10.3390/ijerph16122111.
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 increase in monthly PM (fine particulate matter) exposure. These findings warrant protection of populations who experience elevated ambient air pollution exposure to mitigate mortality burden in South Korea.
先前的研究表明,韩国的死亡率与环境空气污染之间存在关联。然而,这些研究可能存在偏差,因为它们没有调整时空结构。本文通过使用两阶段贝叶斯时空模型,研究了 2012 年至 2015 年间韩国空气污染与特定原因死亡率之间的关系,填补了这一研究空白。我们使用 2012-2014 年的死亡率和空气污染数据进行参数估计(即模型拟合),并使用 2015 年的数据进行模型验证。我们的结果表明,每月 PM(细颗粒物)暴露增加 10μg/m,总死亡率、心血管死亡率和呼吸死亡率的相对风险分别为 1.028、1.047 和 1.045。这些发现需要保护那些暴露在较高环境空气污染中的人群,以减轻韩国的死亡负担。