Cargando…

Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)

Background: Epidemiologic studies of fine particulate matter [aerodynamic diameter ≤ 2.5 μm (PM(2.5))] typically use outdoor concentrations as exposure surrogates. Failure to account for variation in residential infiltration efficiencies (F(inf)) will affect epidemiologic study results. Objective: W...

Descripción completa

Detalles Bibliográficos
Autores principales: Allen, Ryan W., Adar, Sara D., Avol, Ed, Cohen, Martin, Curl, Cynthia L., Larson, Timothy, Liu, L.-J. Sally, Sheppard, Lianne, Kaufman, Joel D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Institute of Environmental Health Sciences 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3385439/
https://www.ncbi.nlm.nih.gov/pubmed/22534026
http://dx.doi.org/10.1289/ehp.1104447
_version_ 1782236871170981888
author Allen, Ryan W.
Adar, Sara D.
Avol, Ed
Cohen, Martin
Curl, Cynthia L.
Larson, Timothy
Liu, L.-J. Sally
Sheppard, Lianne
Kaufman, Joel D.
author_facet Allen, Ryan W.
Adar, Sara D.
Avol, Ed
Cohen, Martin
Curl, Cynthia L.
Larson, Timothy
Liu, L.-J. Sally
Sheppard, Lianne
Kaufman, Joel D.
author_sort Allen, Ryan W.
collection PubMed
description Background: Epidemiologic studies of fine particulate matter [aerodynamic diameter ≤ 2.5 μm (PM(2.5))] typically use outdoor concentrations as exposure surrogates. Failure to account for variation in residential infiltration efficiencies (F(inf)) will affect epidemiologic study results. Objective: We aimed to develop models to predict F(inf) for > 6,000 homes in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air), a prospective cohort study of PM(2.5) exposure, subclinical cardiovascular disease, and clinical outcomes. Methods: We collected 526 two-week, paired indoor–outdoor PM(2.5) filter samples from a subset of study homes. PM(2.5) elemental composition was measured by X-ray fluorescence, and F(inf) was estimated as the indoor/outdoor sulfur ratio. We regressed F(inf) on meteorologic variables and questionnaire-based predictors in season-specific models. Models were evaluated using the R(2) and root mean square error (RMSE) from a 10-fold cross-validation. Results: The mean ± SD F(inf) across all communities and seasons was 0.62 ± 0.21, and community-specific means ranged from 0.47 ± 0.15 in Winston-Salem, North Carolina, to 0.82 ± 0.14 in New York, New York. F(inf) was generally greater during the warm (> 18°C) season. Central air conditioning (AC) use, frequency of AC use, and window opening frequency were the most important predictors during the warm season; outdoor temperature and forced-air heat were the best cold-season predictors. The models predicted 60% of the variance in 2-week F(inf), with an RMSE of 0.13. Conclusions: We developed intuitive models that can predict F(inf) using easily obtained variables. Using these models, MESA Air will be the first large epidemiologic study to incorporate variation in residential F(inf) into an exposure assessment.
format Online
Article
Text
id pubmed-3385439
institution National Center for Biotechnology Information
language English
publishDate 2012
publisher National Institute of Environmental Health Sciences
record_format MEDLINE/PubMed
spelling pubmed-33854392012-06-28 Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air) Allen, Ryan W. Adar, Sara D. Avol, Ed Cohen, Martin Curl, Cynthia L. Larson, Timothy Liu, L.-J. Sally Sheppard, Lianne Kaufman, Joel D. Environ Health Perspect Research Background: Epidemiologic studies of fine particulate matter [aerodynamic diameter ≤ 2.5 μm (PM(2.5))] typically use outdoor concentrations as exposure surrogates. Failure to account for variation in residential infiltration efficiencies (F(inf)) will affect epidemiologic study results. Objective: We aimed to develop models to predict F(inf) for > 6,000 homes in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air), a prospective cohort study of PM(2.5) exposure, subclinical cardiovascular disease, and clinical outcomes. Methods: We collected 526 two-week, paired indoor–outdoor PM(2.5) filter samples from a subset of study homes. PM(2.5) elemental composition was measured by X-ray fluorescence, and F(inf) was estimated as the indoor/outdoor sulfur ratio. We regressed F(inf) on meteorologic variables and questionnaire-based predictors in season-specific models. Models were evaluated using the R(2) and root mean square error (RMSE) from a 10-fold cross-validation. Results: The mean ± SD F(inf) across all communities and seasons was 0.62 ± 0.21, and community-specific means ranged from 0.47 ± 0.15 in Winston-Salem, North Carolina, to 0.82 ± 0.14 in New York, New York. F(inf) was generally greater during the warm (> 18°C) season. Central air conditioning (AC) use, frequency of AC use, and window opening frequency were the most important predictors during the warm season; outdoor temperature and forced-air heat were the best cold-season predictors. The models predicted 60% of the variance in 2-week F(inf), with an RMSE of 0.13. Conclusions: We developed intuitive models that can predict F(inf) using easily obtained variables. Using these models, MESA Air will be the first large epidemiologic study to incorporate variation in residential F(inf) into an exposure assessment. National Institute of Environmental Health Sciences 2012-02-22 2012-06 /pmc/articles/PMC3385439/ /pubmed/22534026 http://dx.doi.org/10.1289/ehp.1104447 Text en http://creativecommons.org/publicdomain/mark/1.0/ Publication of EHP lies in the public domain and is therefore without copyright. All text from EHP may be reprinted freely. Use of materials published in EHP should be acknowledged (for example, ?Reproduced with permission from Environmental Health Perspectives?); pertinent reference information should be provided for the article from which the material was reproduced. Articles from EHP, especially the News section, may contain photographs or illustrations copyrighted by other commercial organizations or individuals that may not be used without obtaining prior approval from the holder of the copyright.
spellingShingle Research
Allen, Ryan W.
Adar, Sara D.
Avol, Ed
Cohen, Martin
Curl, Cynthia L.
Larson, Timothy
Liu, L.-J. Sally
Sheppard, Lianne
Kaufman, Joel D.
Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)
title Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)
title_full Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)
title_fullStr Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)
title_full_unstemmed Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)
title_short Modeling the Residential Infiltration of Outdoor PM(2.5) in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)
title_sort modeling the residential infiltration of outdoor pm(2.5) in the multi-ethnic study of atherosclerosis and air pollution (mesa air)
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3385439/
https://www.ncbi.nlm.nih.gov/pubmed/22534026
http://dx.doi.org/10.1289/ehp.1104447
work_keys_str_mv AT allenryanw modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT adarsarad modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT avoled modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT cohenmartin modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT curlcynthial modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT larsontimothy modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT liuljsally modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT sheppardlianne modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair
AT kaufmanjoeld modelingtheresidentialinfiltrationofoutdoorpm25inthemultiethnicstudyofatherosclerosisandairpollutionmesaair