A National Multicity Analysis of the Causal Effect of Local Pollution, NO2, and PM2.5 on Mortality

Background: Studies have long associated PM 2.5 with daily mortality, but few applied causal-modeling methods, or at low exposures. Short-term exposure to NO2 , a marker of local traffic, has also been associated with mortality but is less studied. We previously found a causal effect between local a...

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Published inEnvironmental health perspectives Vol. 126; no. 8
Main Authors Schwartz, Joel, Fong, Kelvin, Zanobetti, Antonella
Format Journal Article
LanguageEnglish
Published Research Triangle Park National Institute of Environmental Health Sciences 01.08.2018
Environmental Health Perspectives
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ISSN0091-6765
1552-9924
DOI10.1289/EHP2732

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Abstract Background: Studies have long associated PM 2.5 with daily mortality, but few applied causal-modeling methods, or at low exposures. Short-term exposure to NO2 , a marker of local traffic, has also been associated with mortality but is less studied. We previously found a causal effect between local air pollution and mortality in Boston. Objectives: We aimed to estimate the causal effects of local pollution, PM 2.5 , and NO2 on mortality in 135 U.S. cities. Methods: We used three methods which, under different assumptions, provide causal marginal estimates of effect: a marginal structural model, an instrumental variable analysis, and a negative exposure control. The instrumental approach used planetary boundary layer, wind speed, and air pressure as instruments for concentrations of local pollutants; the marginal structural model separated the effects of NO2 from the effects of PM 2.5 , and the negative exposure control provided protection against unmeasured confounders. Results: In 7.3 million deaths, the instrumental approach estimated that mortality increased 1.5% [95% confidence interval (CI): 1.1%, 2.0%] per 10μg / m 3 increase in local pollution indexed as PM 2.5 . The negative control exposure was not associated with mortality. Restricting our analysis to days with PM 2.5 below 25μg / m 3 , we found a 1.70% (95% CI 1.11%, 2.29%) increase. With marginal structural models, we found positive significant increases in deaths with both PM 2.5 and NO2 . On days with PM 2.5 below 25μg / m 3 , we found a 0.83% (95% CI 0.39%, 1.27%) increase. Including negative exposure controls changed estimates minimally. Conclusions: Causal-modeling techniques, each subject to different assumptions, demonstrated causal effects of locally generated pollutants on daily deaths with effects at concentrations below the current EPA daily PM 2.5 standard.
AbstractList Background: Studies have long associated PM 2.5 with daily mortality, but few applied causal-modeling methods, or at low exposures. Short-term exposure to NO2 , a marker of local traffic, has also been associated with mortality but is less studied. We previously found a causal effect between local air pollution and mortality in Boston. Objectives: We aimed to estimate the causal effects of local pollution, PM 2.5 , and NO2 on mortality in 135 U.S. cities. Methods: We used three methods which, under different assumptions, provide causal marginal estimates of effect: a marginal structural model, an instrumental variable analysis, and a negative exposure control. The instrumental approach used planetary boundary layer, wind speed, and air pressure as instruments for concentrations of local pollutants; the marginal structural model separated the effects of NO2 from the effects of PM 2.5 , and the negative exposure control provided protection against unmeasured confounders. Results: In 7.3 million deaths, the instrumental approach estimated that mortality increased 1.5% [95% confidence interval (CI): 1.1%, 2.0%] per 10μg / m 3 increase in local pollution indexed as PM 2.5 . The negative control exposure was not associated with mortality. Restricting our analysis to days with PM 2.5 below 25μg / m 3 , we found a 1.70% (95% CI 1.11%, 2.29%) increase. With marginal structural models, we found positive significant increases in deaths with both PM 2.5 and NO2 . On days with PM 2.5 below 25μg / m 3 , we found a 0.83% (95% CI 0.39%, 1.27%) increase. Including negative exposure controls changed estimates minimally. Conclusions: Causal-modeling techniques, each subject to different assumptions, demonstrated causal effects of locally generated pollutants on daily deaths with effects at concentrations below the current EPA daily PM 2.5 standard.
Author Schwartz, Joel
Zanobetti, Antonella
Fong, Kelvin
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  organization: Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
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  givenname: Antonella
  surname: Zanobetti
  fullname: Zanobetti, Antonella
  organization: Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
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Snippet Background: Studies have long associated PM 2.5 with daily mortality, but few applied causal-modeling methods, or at low exposures. Short-term exposure to NO2...
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SubjectTerms Air pollution
Boundary layers
Cities
Confidence intervals
Epidemiology
Estimates
Expected values
Exposure
Fatalities
Gene expression
Modelling
Mortality
Nitrogen dioxide
Outdoor air quality
Particulate matter
Planetary boundary layer
Pollutants
Pollution index
Public health
Short term
Structural models
Technology transfer
Wind speed
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Title A National Multicity Analysis of the Causal Effect of Local Pollution, NO2, and PM2.5 on Mortality
URI https://www.proquest.com/docview/2237763758
https://pubmed.ncbi.nlm.nih.gov/PMC6375387
Volume 126
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