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An application of satellite-based surface air quality estimates to evaluate city-to-city variation in short-term effects of PM2.5 on morbidity and mortality

机译:基于卫星的表面空气质量估计,评价PM2.5对发病率和死亡率短期影响的城市到城市变化

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Background: Recent advancement in satellite remote sensing has allowed estimation of ground-level concentrations of fine particles (PM2.5) and nitrogen dioxide (NO2) in locations where no ground monitors exists. We hypothesize that the observed heterogeneity in PM2.5 short-term risks across cities is explained by variation in NO2, an indicator of combustion sources. Cooper et al. recently proposed a satellite-based multi-pollutant index (SATMPI) that scales local PM2.5 concentration by its NO2 concentration (doi:10.1021/es302672p) partially based on this hypothesis. Aims: To investigate feasibility of using satellite-based air pollutant measurements to explain the city-to-city variation in PM2.5 risk estimates for morbidity and mortality. Methods: We conducted a random effects second-stage analysis to model lag 0 day PM2.5 risk estimates for elderly cardiovascular hospitalizations (2000-2008) and all-cause mortality (2001-2006) from the time-series analysis of 148 U.S. cities in the National Particle Component Toxicity project as a function of city-to-city variation in satellite-based estimation of NO2, PM2.5, and SATMPI. NO2 data from ground monitors were available for only 95 cities, but satellite-based NO2 was available for 148 cities. The influence of the satellite-based air pollutant was expressed as a percent change in the risk estimate, per its interquartile-range (IQR), from the combined estimate without predictors. Results: The satellite-based NO2 was a positive predictor of city-to-city variation in PM2.5 cardiovascular hospitalization risk estimate with a 42.9% increase (95% confidence interval: 0.0, 85.8) per IQR change. Satellite-based PM2.5 and SATMPI resulted in similar magnitude of impact with less significance. The satellite-based indices on mortality risk estimates showed similar magnitude of impacts with even less significance. Conclusion: Satellite-based air quality indices that combine PM2.5 and NO2 may be useful for health effects studies.
机译:背景:卫星遥感的最新进步允许在没有地面监测器存在的位置估计地面级别浓度的细颗粒(PM2.5)和二氧化氮(NO2)。我们假设观察到在城市的PM2.5短期风险中观察到的异质性。通过NO2的变异来解释燃烧源的指标。 Cooper等人。最近提出了一种基于卫星的多污染物指数(Satmpi),其NO 2浓度(DOI:10.1021 / ES302672P)将局部PM2.5浓度缩放,部分地基于该假设。目的:调查使用卫星的空气污染物测量的可行性,以解释PM2.5风险估算中的城市到城市变异。方法:我们对148个美国城市时序分析的老年心血管住院(2000-2008)和所有原因死亡率(2001-2006)进行了随机效果对模型滞后0天PM2.5风险估算在国家粒子组件毒性项目中,作为城市到城市的卫星估计的城市变化,No2,PM2.5和Satmpi的函数。从地面监视器的NO2数据只有95个城市,但基于卫星的NO2可供148个城市使用。卫星型空气污染物的影响表达为根据其间条范围(IQR)的风险估计的百分比变化,从综合估计没有预测因子。结果:基于卫星的NO2是PM2.5心血管住院风险估计的城市到城市变异的积极预测因素,每个IQR变化增加了42.9%(95%置信区间:0.0,85.8)。基于卫星的PM2.5和Satmpi导致相似的影响,具有较小的意义。基于卫星的死亡率风险估计的指标显示出类似的影响,甚至不太重要。结论:合并PM2.5和NO2的卫星的空气质量指标可用于健康效应研究。

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