High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA

Abstract Background Some studies have linked long-term exposure to traffic related air pollutants (TRAP) with adverse cardiovascular health outcomes; however, previous studies have not linked highly variable concentrations of TRAP measured at street-level within neighborhoods to cardiovascular healt...

Full description

Bibliographic Details
Main Authors: Stacey E. Alexeeff, Ananya Roy, Jun Shan, Xi Liu, Kyle Messier, Joshua S. Apte, Christopher Portier, Stephen Sidney, Stephen K. Van Den Eeden
Format: Article
Language:English
Published: BMC 2018-05-01
Series:Environmental Health
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12940-018-0382-1
id doaj-92040976af63410c9aaa8bc8fcec8eb3
record_format Article
spelling doaj-92040976af63410c9aaa8bc8fcec8eb32020-11-25T02:31:26ZengBMCEnvironmental Health1476-069X2018-05-0117111310.1186/s12940-018-0382-1High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CAStacey E. Alexeeff0Ananya Roy1Jun Shan2Xi Liu3Kyle Messier4Joshua S. Apte5Christopher Portier6Stephen Sidney7Stephen K. Van Den Eeden8Division of Research, Kaiser Permanente Northern CaliforniaEnvironmental Defense FundDivision of Research, Kaiser Permanente Northern CaliforniaDivision of Research, Kaiser Permanente Northern CaliforniaEnvironmental Defense FundDept. of Civil, Architectural and Environmental Engineering, University of Texas at AustinEnvironmental Defense FundDivision of Research, Kaiser Permanente Northern CaliforniaDivision of Research, Kaiser Permanente Northern CaliforniaAbstract Background Some studies have linked long-term exposure to traffic related air pollutants (TRAP) with adverse cardiovascular health outcomes; however, previous studies have not linked highly variable concentrations of TRAP measured at street-level within neighborhoods to cardiovascular health outcomes. Methods Long-term pollutant concentrations for nitrogen dioxide [NO2], nitric oxide [NO], and black carbon [BC] were obtained by street-level mobile monitoring on 30 m road segments and linked to residential addresses of 41,869 adults living in Oakland during 2010 to 2015. We fit Cox proportional hazard models to estimate the relationship between air pollution exposures and time to first cardiovascular event. Secondary analyses examined effect modification by diabetes and age. Results Long-term pollutant concentrations [mean, (standard deviation; SD)] for NO2, NO and BC were 9.9 ppb (SD 3.8), 4.9 ppb (SD 3.8), and 0.36 μg/m3 (0.17) respectively. A one SD increase in NO2, NO and BC, was associated with a change in risk of a cardiovascular event of 3% (95% confidence interval [CI] -6% to 12%), 3% (95% CI -5% to 12%), and − 1% (95% CI -8% to 7%), respectively. Among the elderly (≥65 yrs), we found an increased risk of a cardiovascular event of 12% for NO2 (95% CI: 2%, 24%), 12% for NO (95% CI: 3%, 22%), and 7% for BC (95% CI: -3%, 17%) per one SD increase. We found no effect modification by diabetes. Conclusions Street-level differences in long-term exposure to TRAP were associated with higher risk of cardiovascular events among the elderly, indicating that within-neighborhood differences in TRAP are important to cardiovascular health. Associations among the general population were consistent with results found in previous studies, though not statistically significant.http://link.springer.com/article/10.1186/s12940-018-0382-1Air pollutionCardiovascular diseaseCoronary heart diseaseMortalityMobile monitoring
collection DOAJ
language English
format Article
sources DOAJ
author Stacey E. Alexeeff
Ananya Roy
Jun Shan
Xi Liu
Kyle Messier
Joshua S. Apte
Christopher Portier
Stephen Sidney
Stephen K. Van Den Eeden
spellingShingle Stacey E. Alexeeff
Ananya Roy
Jun Shan
Xi Liu
Kyle Messier
Joshua S. Apte
Christopher Portier
Stephen Sidney
Stephen K. Van Den Eeden
High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA
Environmental Health
Air pollution
Cardiovascular disease
Coronary heart disease
Mortality
Mobile monitoring
author_facet Stacey E. Alexeeff
Ananya Roy
Jun Shan
Xi Liu
Kyle Messier
Joshua S. Apte
Christopher Portier
Stephen Sidney
Stephen K. Van Den Eeden
author_sort Stacey E. Alexeeff
title High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA
title_short High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA
title_full High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA
title_fullStr High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA
title_full_unstemmed High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA
title_sort high-resolution mapping of traffic related air pollution with google street view cars and incidence of cardiovascular events within neighborhoods in oakland, ca
publisher BMC
series Environmental Health
issn 1476-069X
publishDate 2018-05-01
description Abstract Background Some studies have linked long-term exposure to traffic related air pollutants (TRAP) with adverse cardiovascular health outcomes; however, previous studies have not linked highly variable concentrations of TRAP measured at street-level within neighborhoods to cardiovascular health outcomes. Methods Long-term pollutant concentrations for nitrogen dioxide [NO2], nitric oxide [NO], and black carbon [BC] were obtained by street-level mobile monitoring on 30 m road segments and linked to residential addresses of 41,869 adults living in Oakland during 2010 to 2015. We fit Cox proportional hazard models to estimate the relationship between air pollution exposures and time to first cardiovascular event. Secondary analyses examined effect modification by diabetes and age. Results Long-term pollutant concentrations [mean, (standard deviation; SD)] for NO2, NO and BC were 9.9 ppb (SD 3.8), 4.9 ppb (SD 3.8), and 0.36 μg/m3 (0.17) respectively. A one SD increase in NO2, NO and BC, was associated with a change in risk of a cardiovascular event of 3% (95% confidence interval [CI] -6% to 12%), 3% (95% CI -5% to 12%), and − 1% (95% CI -8% to 7%), respectively. Among the elderly (≥65 yrs), we found an increased risk of a cardiovascular event of 12% for NO2 (95% CI: 2%, 24%), 12% for NO (95% CI: 3%, 22%), and 7% for BC (95% CI: -3%, 17%) per one SD increase. We found no effect modification by diabetes. Conclusions Street-level differences in long-term exposure to TRAP were associated with higher risk of cardiovascular events among the elderly, indicating that within-neighborhood differences in TRAP are important to cardiovascular health. Associations among the general population were consistent with results found in previous studies, though not statistically significant.
topic Air pollution
Cardiovascular disease
Coronary heart disease
Mortality
Mobile monitoring
url http://link.springer.com/article/10.1186/s12940-018-0382-1
work_keys_str_mv AT staceyealexeeff highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT ananyaroy highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT junshan highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT xiliu highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT kylemessier highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT joshuasapte highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT christopherportier highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT stephensidney highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
AT stephenkvandeneeden highresolutionmappingoftrafficrelatedairpollutionwithgooglestreetviewcarsandincidenceofcardiovasculareventswithinneighborhoodsinoaklandca
_version_ 1724824599009427456