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经验贝叶斯和调整估计方法用于估计死亡率与可吸入颗粒物(PM10)暴露之间的关系。

Empirical Bayes and adjusted estimates approach to estimating the relation of mortality to exposure of PM(10).

作者信息

Le Tertre Alain, Schwartz Joel, Touloumi Giota

机构信息

InVS, Environmental Health Unit, Saint-Maurice Cedex, France.

出版信息

Risk Anal. 2005 Jun;25(3):711-8. doi: 10.1111/j.1539-6924.2005.00606.x.

DOI:10.1111/j.1539-6924.2005.00606.x
PMID:16022702
Abstract

In the framework of the APHEIS program (Air Pollution and Health: A European Information System), a health impact assessment of air pollution in 26 European cities was performed for particles of an aerodynamic diameter less than or equal to 10 microns (PM(10)). For short-term effects, it was based on overall estimates from the APHEA-2 project (Air Pollution and Health: A European Approach). These city-specific risk assessments require city-specific concentration-response functions, raising the question of which concentration-response is most appropriate. Estimates from city-specific models are more specific, but have greater uncertainty than those provided from multicity analyses. We compared several estimates derived from the city-specific analyses in cities that were part of the APHEA-2 project, as well as in a city that was not included in APHEA-2 but was part of the APHEIS project. These estimates were: the estimates from a local regression model, the adjusted estimates based on two significant effect modifiers identified through meta-regression models, and the city-specific empirical Bayes (shrunken) estimates and their underlying distribution. The shrunken and adjusted estimates were used to improve the estimation of city-specific concentration-response function. From these different estimates, attributable numbers of deaths per year were calculated. The advantages and limits of the different approaches are discussed through real data and in a simulation study.

摘要

在APHEIS项目(空气污染与健康:欧洲信息系统)框架内,针对空气动力学直径小于或等于10微米的颗粒物(PM(10)),对26个欧洲城市的空气污染健康影响进行了评估。对于短期影响,其基于APHEA - 2项目(空气污染与健康:欧洲方法)的总体估计。这些特定城市的风险评估需要特定城市的浓度 - 反应函数,这就引出了哪种浓度 - 反应最为合适的问题。来自特定城市模型的估计更具针对性,但与多城市分析提供的估计相比,不确定性更大。我们比较了来自APHEA - 2项目所涵盖城市以及未纳入APHEA - 2但属于APHEIS项目的一个城市的特定城市分析得出的几种估计。这些估计包括:局部回归模型的估计、基于通过元回归模型确定的两个显著效应修饰因子的调整估计、特定城市的经验贝叶斯(收缩)估计及其基础分布。收缩估计和调整估计用于改进特定城市浓度 - 反应函数的估计。根据这些不同的估计,计算出了每年的归因死亡人数。通过实际数据和模拟研究讨论了不同方法的优点和局限性。

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