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 in | Environmental health perspectives Vol. 126; no. 8 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Research Triangle Park
National Institute of Environmental Health Sciences
01.08.2018
Environmental Health Perspectives |
Subjects | |
Online Access | Get full text |
ISSN | 0091-6765 1552-9924 |
DOI | 10.1289/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. |
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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 |
Author_xml | – sequence: 1 givenname: Joel surname: Schwartz fullname: Schwartz, Joel organization: Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA, Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA – sequence: 2 givenname: Kelvin surname: Fong fullname: Fong, Kelvin organization: Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA – sequence: 3 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 |
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