Spatial Analysis of Air Pollution and Mortality in Los Angeles
Jerrett, Michael*; Burnett, Richard T.†; Ma, Renjun‡; Pope, C Arden III§; Krewski, Daniel¶; Newbold, K Bruce∥; Thurston, George**; Shi, Yuanli¶; Finkelstein, Norm∥; Calle, Eugenia E.††; Thun, Michael J.††
From the *University of Southern California, Los Angeles, California; †Health Canada, Ottawa, Canada; the ‡University of New Brunswick, Fredericton, New Brunswick; §Brigham Young University, Salt Lake City, Utah; the ¶University of Ottawa, Ottawa, Ontario, Canada; ∥McMaster University, Hamilton, Ontario, Canada; **New York University, New York, NY; and the ††American Cancer Society, Atlanta, Georgia.
Submitted 26 August 2004; accepted 23 May 2005.
Supported by the Health Effects Institute, the National Institute of Environmental Health Sciences (grants 5 P30 ES07048 5P01ES011627), the Verna Richter Chair in Cancer Research, and the NSERC/SSHRC/McLaughlin Chair in Population Health Risk Assessment at the University of Ottawa.
Supplemental material for this article is available with the online version of the journal at www.epidem.com; click on “Article Plus.”
Correspondence: Michael Jerrett, Division of Biostatistics, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, 1540 Alcazar Street, CHP-222, Los Angeles, CA 90089-9011. E-mail: email@example.com.
Background: The assessment of air pollution exposure using only community average concentrations may lead to measurement error that lowers estimates of the health burden attributable to poor air quality. To test this hypothesis, we modeled the association between air pollution and mortality using small-area exposure measures in Los Angeles, California.
Methods: Data on 22,905 subjects were extracted from the American Cancer Society cohort for the period 1982–2000 (5,856 deaths). Pollution exposures were interpolated from 23 fine particle (PM2.5) and 42 ozone (O3) fixed-site monitors. Proximity to expressways was tested as a measure of traffic pollution. We assessed associations in standard and spatial multilevel Cox regression models.
Results: After controlling for 44 individual covariates, all-cause mortality had a relative risk (RR) of 1.17 (95% confidence interval = 1.05–1.30) for an increase of 10 μg/m3 PM2.5 and a RR of 1.11 (0.99–1.25) with maximal control for both individual and contextual confounders. The RRs for mortality resulting from ischemic heart disease and lung cancer deaths were elevated, in the range of 1.24–1.6, depending on the model used. These PM results were robust to adjustments for O3 and expressway exposure.
Conclusion: Our results suggest the chronic health effects associated with within-city gradients in exposure to PM2.5 may be even larger than previously reported across metropolitan areas. We observed effects nearly 3 times greater than in models relying on comparisons between communities. We also found specificity in cause of death, with PM2.5 associated more strongly with ischemic heart disease than with cardiopulmonary or all-cause mortality.
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A review of the literature on the chronic health effects of ambient air pollution suggests that studies using the American Cancer Society (ACS) cohort to assess the relation between particulate air pollution and mortality rank among the most influential and widely cited. The original study1 (a reanalysis that introduced new random-effects methods and spatial analytic techniques2,3) and more recent studies with longer follow up and improved exposure data have all demonstrated air pollution effects on all-cause and cause-specific mortality.4,5 As a result of this robust association and a lack of other studies on the long-term effects, the ACS studies together with the Six-Cities study6 have been important for government regulatory interventions such as the U.S. Environmental Protection Agency's National Air Quality Standard for Fine Particles. The ACS studies have also been used by the World Health Organization as a basis for estimating the burden of mortality attributable to air pollution.7
The assessment of air pollution exposure using only community average concentrations likely underestimates the health burden attributable to elevated concentrations in the vicinity of sources.8,9 Health effects may be larger around sources, and these effects are diminished when using average concentrations for the entire community. Previous ACS studies have relied on between-community exposure contrasts at the scale of a metropolitan area giving all residents of a city the same exposure concentrations. Exposure to air pollution, however, may vary spatially within a city,10–14 and these variations may follow social gradients that influence susceptibility to environmental exposures.3 Residents of poorer neighborhoods may live closer to point sources of industrial pollution or roadways with higher traffic density.15 This exposure misclassification along social gradients may explain the finding of effect modification by educational status in earlier ACS studies.2,16 The spatial correspondence between high exposure and potentially susceptible populations within cities may further bias estimates that rely on central monitors to proxy exposure over wide areas. Theoretically, classic exposure measurement error induced by central monitors may also bias results toward the null.17
Given the potential of the metropolitan scale to bias health effect estimates, we have assessed the association between air pollution and mortality at the within-community or intraurban scale. We sought an urban location with sufficient geographic scope, air pollution data, and enough ACS subjects to test the association. Los Angeles (LA), California, met these selection criteria. The region has high pollution levels, large intraurban gradients in exposure over a wide geographic area, and strong public awareness that air pollution has serious public health consequences.18
We extracted health data from the ACS Cancer Prevention II survey for metropolitan LA at the zip code-area scale (zip codes are used for U.S. mail delivery; average population per zip code in LA is approximately 35,000, with an average area of approximately 22.5 km2). We constructed distribution-weighted centroids using spatial boundary files based on 1980 and 1990 definitions. We were able to assign exposure to 267 zip code areas with a total of 22,905 subjects (5856 deaths based on follow up to 2000). Some subjects reported only postal box addresses and were therefore excluded. These subjects had been enrolled in 1982 along with over one million others as part of the ACS II survey. Similar to earlier ACS analyses, availability of air pollution data and other relevant information led to the subset of study subjects to be used in the health effects research. Although the ACS cohort is not representative of the general population, the cohort allows for internally valid comparisons within large samples of the American population. This study was approved by the Ethics Board of the Ottawa General Hospital, Canada. Subjects had given informed consent at enrollment into the study.
Control for Confounding
We used 44 individual confounders identified in earlier ACS studies of air pollution health effects.4 These variables include lifestyle, dietary, demographic, occupational, and educational factors that may confound the air pollution–mortality association. We had more than 10 variables that measure aspects of smoking. Sensitivity analyses revealed that removal of individual variables had little influence on the estimated pollution coefficients; therefore, to promote comparability with results from earlier studies, we report the results with this standard set of 44 variables.
We also assembled 8 ecologic variables for the zip code areas to control for “contextual” neighborhood confounding. “Contextual” effects occur when individual differences in health outcome are associated with the grouped variables that represent the social, economic, and environmental settings where the individuals live, work, or spend time (eg, poverty or crime rate in a neighborhood).19–22 These contextual effects often operate independently from (or interactively with) the individual-level variables such as smoking. The ecologic variables used represented constructs identified as important in the population health literature and previously tested as potential confounders with the ACS dataset at the metropolitan scale.23,24 These include income, income inequality, education, population size, racial composition (black, white, Hispanic), and unemployment.3 A new variable measuring potential exposure misclassification by the proportion having air conditioning was also tested. Similar variables have been in a metaanalysis of acute effects,25 on the premise that air-conditioned houses are more tightly sealed and have lower penetration of particles indoors. A recent study of personal exposures in LA reported large reductions in penetration of particles for air-conditioned houses.26 This variable adds partial control for the impact of air conditioning, which may relate both to health outcomes (through prevention of heat stroke) and to air pollution (because high air pollution concentrations and lower proportions of air conditioning are related in our study area). We thus expected the proportion of air conditioning in the zip code area to correlate with lower PM exposures and effects. We also computed principal components of all 8 variables to provide maximal control for confounding while avoiding multicollinearity among the ecologic variables.27,28
To derive exposure assessments, we interpolated PM2.5 data from 23 state and local district monitoring stations in the LA basin for the year 2000 using 5 interpolation methods: bicubic splines, 2 ordinary kriging models, universal kriging with a quadratic drift, and a radial basis function multiquadric interpolator. We emphasized kriging interpolation because this stochastic method produces the best linear unbiased estimate of the pollution surface.29 After crossvalidation, we used a combination of universal kriging and multiquadric models. This approach takes advantage of the local detail in the multiquadric surface and the ability to handle trends in the universal surface. We averaged estimated surfaces based on 25-m grid cells. We conducted sensitivity analysis using only the universal estimate and found the results to be similar; therefore, only the findings from the combined model are reported. Sensitivity analyses were also implemented with the kriging variance. Exposure assignments were downweighted with larger errors in exposure estimates in these analyses (ie, weight equal to the inverse of the standard error in the universal kriging estimate).
Although O3 has had few associations in earlier ACS studies using between-city contrasts,1,2,4 exposure to this pollutant is considered a health threat in the LA region, which has some of the highest levels in the United States.18 For O3, we obtained data at 42 sites in and around the LA basin from the California Air Resources Board database. We interpolated 2 surfaces using a universal kriging algorithm: one based on the average of the 4 highest 8-hour concentrations over the year 2000 and another based on the expected peak daily concentration, which is a statistical measure designed to assess the likely exceedance of the 8-hour average at the site based on the previous 3 years (1999–2001). Both measures are used as a basis for either federal or state designation of nonattainment areas. They both capture extreme events, but the expected peak daily concentration provides more stability for estimation of spatial patterns than the 1-year measures based on the 4 highest days. Few studies of chronic effects have found significant ozone effects, although acute effects of a small magnitude have been observed.30 Thus, it seems plausible that an ozone effect would be manifest in those areas most likely to experience exceedances.
Finally, we assessed the impact of traffic by assigning buffers that included zip code-area centroids within either 500 or 1000 meters of a freeway. The U.S. Bureau of the Census feature class codes define freeways as having “limited access,” a numbered assignment, and a speed limit of greater than 50 miles per hour.31 This distance from the zip code-area centroid to the freeway approximated exposure to traffic pollution, which may exert independent effects in addition to pollutants such as PM2.5 and O3 that vary over larger areas.8
Complete residential history information was unavailable for the entire cohort, although we do have information on whether respondents moved between enrollment and 1992 or thereafter (approximately 5633 in LA). Of this group, only 16% moved during follow up, and this diminishes the potential for exposure misclassification resulting from residential mobility.
We used Cox proportional hazards regression for our main analyses of association between air pollution and mortality.32 Because the units of analyses were small zip code areas and previous analyses had indicated spatial autocorrelation in the residual variation of some health effects models, we also developed and used a new spatial random effects Cox model as a crossvalidation of the standard model. We have previously shown that survival experience clusters by community and is spatially autocorrelated between communities.2,3 Lack of statistical control for these factors can bias the estimates of air pollution effects and underestimate associated standard errors.3,33 To characterize the statistical error structure of survival data, novel statistical methodology and computer software have been developed to incorporate spatial clustering at the zip code area. Our model can be expressed mathematically in the form
Equation (Uncited)Image Tools
where hij is the hazard function or instantaneous hazard probability of death for the ith subject in the jth ZCA, whereas s indicates the stratum (defined by sex, race, and age). Here h0, s(t) is the baseline hazard function. The ηj are positive random effects representing the unexplained variation in the response among neighborhoods, in this case zip code areas. Only the moments of the random effects need to be specified within our modeling framework: E(ηj) = 1 and Var(ηj) = τ2. The vector xij represents the known risk factors for the response such as air pollution, smoking habits, and diet. The regression parameter vector is denoted by β. Estimates of the regression vector β, random effects, their variance, and correlation parameter are obtained by methods previously used for random-effects survival models.33 Thiessen polygons, which ensure that all points within the polygon are closer to the centroid of that polygon than to any other centroid, were used to assign first-order nearest neighbor contiguity between the zip code areas. These were derived using ArcView 3.2 (ESRI Corp., Redlands, CA). The standard Moran's I tests of spatial autocorrelation were applied to the random effects.
Figure 1 illustrates the pollution surface used in our main analysis, and the Appendix Figure (available with the online version of this article) illustrates the absolute and relative standard errors of estimation for the interpolated universal kriging surface. Approximately 50% of the modeled surface has errors that are less than 15% of the monitored value, whereas 67% of the surface lies within 20% of the monitored values. For the most part, absolute standard errors for the densely populated areas of the study region are less than 3 μg/m3. Only on the periphery of the study area do errors become large compared with monitored values, but these places have very few of our study subjects. Interestingly, the range of exposure within LA (20 μg/m3) exceeds what we observed in previous studies based on contrasts among 116 cities (16 μg/m3).4
Results for all-cause and cause-specific deaths are reported in Table 1. This table shows the PM2.5 effect with varying levels of control for confounding. Relative risks (RRs) are expressed as 10 μg/m3 exposure contrasts in PM2.5 followed by the 95% confidence interval (95% CI). Using the example of all-cause mortality and with each succeeding stage, including the previous individual-level controls, we find that for PM2.5 alone and controlling just for age, sex, and race, the RR is 1.24 (95% CI = 1.11–1.37), whereas the RR with the 44 individual confounders4 is 1.17 (1.05–1.30). All subsequent results include the 44 individual-level control variables and one or more ecologic variables. For example, with 44 individual variables and the ecologic variable of unemployment, the RR of PM2.5 is 1.15 (1.03–1.28). When we add 4 social factors extracted from the principal component analysis (and accounting for 81% of the total variance in the social variables), the RR is 1.15 (1.03–1.29). Including all ecologic variables associated with mortality in bivariate models reduces the pollution coefficient to RR of 1.11 (0.99–1.25). Finally, for the parsimonious model that includes ecologic confounder variables that both reduce the pollution coefficient and have associations with mortality, the RR is 1.11 (0.99–1.25).
Comparing these results directly with the earlier analyses using between-community contrasts, the health effects are nearly 3 times greater for this analysis (ie, 17% increase compared with 6% in earlier studies in models that control for the 44 individual confounders). With control for neighborhood confounders, effect estimates are still approximately 50% to 90% higher than in previous analyses.
In models with only individual covariates and PM2.5, some residual spatial autocorrelation was present in the random effects from the model clustered on zip code area. We attempted to remove this autocorrelation by fitting a model with a ρ autocorrelation term that used mortality information from nearest neighbors as a predictor of mortality in the ZCA j, but the autocorrelation persisted (results not shown). When contextual socioeconomic status variables were included in the model, however, the Moran's I tests revealed no significant spatial autocorrelation. Table 2 shows the results of the Moran's I test for all-cause and ischemic heart disease mortality. Visual inspection of the random effects, ηj, confirmed the results from the Moran's I testing.
Sensitivity analyses using weighted estimation with weights equal to the inverse of the standard error on the universal kriging exposure model demonstrated that the risk estimates were robust to measurement error in the exposure estimate (results not shown). Point estimates remained elevated.
Our results suggest that the chronic health effects associated with intraurban gradients in exposure to PM2.5 may be even larger than previously reported associations across metropolitan areas. Using the direct comparison to previous ACS studies, we see effects that are nearly 3 times larger than in models relying on between-community exposure contrasts. We also note convincing evidence of specificity in these health effects, with a stronger association between air pollution and ischemic heart disease than for the more general measures of cardiopulmonary deaths or all-cause mortality (Fig. 2 displays the ordering in the risks presented in the tables). These findings concur with recent studies at the metropolitan level, which again demonstrate that ischemic heart disease drives the cardiopulmonary association with air pollution.5
Among the cancer deaths, we also observe ordering in the risks, with decreasing risks as we move from lung cancer to digestive cancer to all cancers. Given that the lung would be most directly affected by air pollution, this finding gives corroborative evidence that the association did not occur by chance.
The larger effects in LA raise the question of whether some underlying aspect of this subcohort differs in characteristics that modify the association between mortality and air pollution. We compared the full cohort with the LA subcohort and found no major differences in attributes likely to modify the air pollution–mortality association, with the exception that the LA cohort was better educated. Based on the findings from the earlier analyses in which subjects with lower education experienced larger health effects,1,2,4 we would expect the effect size in LA to be smaller than in the full cohort. Thus, differences in underlying characteristics appear unlikely to explain the larger effects we observed in LA.
In comparing our results with the earlier national-level ACS studies, we examined the reduction in PM2.5 levels in LA to 50 other metropolitan areas that had data for 1980 and for the year 2000 we used in our study. (See Krewski et al2 for a description of the data.) The mean reduction was 31%, with a range from 0.4% to 59%. LA experienced a reduction of 24.5%, just above the lowest quartile of 23.5%. PM2.5 has therefore declined at a slightly slower rate in LA compared with much of the United States. If we assume that current PM2.5 in LA is at 75.5% (ie, accounting for 24.5% reduction) of the 1980 value and the average metropolitan area is at 69% of the 1980 value, some of the increase in the risks may be attributable to the relatively smaller reductions in LA. We tested this scaling effect by computing the ratio of reductions (0.69/75.5 = 0.914) and multiplied our raw coefficients by this factor before estimating the RR. The RR declines for all-cause mortality with the 44 individual variables to just over 15% and with maximal adjustment for confounders to 10%. Although reduced by up to 1.6%, we conclude that the majority of the increase over previous estimates reported by Pope et al34 is probably not attributable to relative differences in the rate of reduction in ambient air pollution.
The findings for endocrine deaths also reveal another interesting possibility. Chronic air pollution exposure, similar to acute exposures,34 may adversely affect people with diabetes more than the general population. Alternatively, the finding may indicate some uncontrolled confounding because we expect people with type 2 diabetes to live in neighborhoods with poorer social environments. This possibility appears unlikely because of the extensive control we applied for contextual neighborhood variables. This potential problem appears improbable because we see internal validity in the effects of social confounders measured in the zip code areas.
Although the accidental deaths were unexpectedly elevated in men, subsequent analyses revealed that the risks were attributable to deaths in the early years of the cohort before causes of death were coded in detail. As a result, we were unable to assess specific causes for this elevation.
Ozone had few elevated risks in any of our analyses and did not confound the relationship between particles and mortality. This finding agrees with earlier ACS studies indicating that ozone is not associated with elevated mortality risk,2,4 but contradicts studies on nonsmoking Adventists in southern California, where associations between lung cancer in males and ozone exposure were detected.35 Recent national studies have reported elevated acute risks of ozone exposure,30 but risk estimates were small, as would be expected of a study on acute as compared with chronic effects.36
In assessing the association with freeway buffers, point estimates were particularly elevated for lung cancer, endocrine, and digestive mortality. The PM—mortality association remained robust to the freeway buffer, and risk estimates were unchanged when this variable was included in the model. Although imprecision in the freeway exposures resulting from the zip code area assignment of proximity may have biased our results toward the null, we did observe a RR for lung cancer of 1.44, and the other cause-specific mortality metrics indicate that more precise estimation of traffic effects are warranted in future research.
In previous studies based on the ACS cohort, all individuals within the same metropolitan area were assigned the same level of exposure based on the average ambient concentration observed at fixed-site air pollution monitors in that city. We hypothesized that the use of such a broad ecologic indicator of exposure leads to exposure measurement error, which in turn can bias estimates of mortality associated with air pollution exposure. Mallick et al37 analyzed the effect of this source of exposure measurement error based on plausible assumptions about error magnitude in the Six-Cities Study of air pollution and mortality.6 This investigation suggested that the RR of mortality resulting from particulate air pollution may be underestimated by a factor of approximately 2- to 3-fold as a consequence of exposure misclassification, a finding consistent with the present results.
We recognize the possibility of exposure measurement error from using recent exposure models for a cohort enrolled in 1982. There are empiric as well as theoretical reasons that prevent this potential problem from seriously limiting the results. Empirically, other ACS analyses done at the metropolitan scale have found that these more recent exposure estimates predicted mortality with results similar to those based on earlier monitoring data.4 Also, the well-known meteorologic and topographic conditions of LA, along with a dominant on-shore breeze and steep mountains to the north and east, control much of the spatial pattern of pollution in the region. Our results agree with findings of earlier studies on the pattern of spatial variation in PM.38 Although levels may rise and fall in absolute terms, major changes in the spatial patterns within the region over time appear unlikely, and the rank ordering among assigned exposures should be maintained.
From a theoretical perspective, even if spatially heterogeneous changes to pollution levels within a city occurred as a result of new emissions during the follow up, this would lead to larger exposure measurement error, and a bias toward the null would dominate, assuming a classic error structure. With a Berkson error structure, the variance of the dose–response estimate would be inflated.17 In either case, with current exposure models, the health effects likely have a lower probability of false-positive error, and we would expect the measurement error to reduce effect sizes and inflate their variance. High dose–response relationships can be caused by underestimation of concentrations in the high-exposure areas, but for these areas, the monitoring networks tend to be dense and the kriging errors were smaller than in most of the study area. Finally, the findings were robust to weighting for errors in the kriging estimate (ie, eastern parts of the LA region), which decreases the likelihood that elevated risks arise as a result of underestimation in the high-exposure groups.
Although we are unable to reconstruct likely exposures to PM2.5 for our exposure surface, we have assessed the relationship at 51 central monitors between PM2.5 measured in 1980 and those of a period similar to that of our 2000 estimates (ie, 1999–2000). These data were used in previous national studies,4 in which details on their derivation are available. Figure 3 illustrates the regression scatterplot for the 1999–2000 values on the 1980 measurements. The coefficient of determination is approximately 61%, and overall the latter periods are predicted well by the earlier measurements.
In addition, we examined the relationship of historical PM10 data in the LA area with the 2000 PM2.5 estimates used in our analysis. The period of maximal overlap between the sites occurs in 1993, where we had 8 PM10 readings at the same locations as the subsequent PM2.5 measurements. By regressing the 2000 PM2.5 measurements on those PM10 measurements in 1993, we observe an R2 value of 90% (Fig. 4).
In both of these correlation analyses comparing earlier monitoring data with more recent PM2.5 measurements, we found evidence that areas with higher particle concentrations in earlier periods were likely to retain their spatial ranking. Those metropolitan areas likely to be high in 1980 also had a similar tendency in 2000.
Only the Norwegian cohort study has used time windows of exposure.39 In this study, the authors found that timing of the exposure window had little influence on the estimation of health effects; they used exposure windows in the middle of the follow-up period for most of their results. All of the other cohort studies have taken a similar approach to ours and computed the risk based on relatively short-term air pollution monitoring data. A case–control study in Stockholm, Sweden, investigated time windows for lung cancer.40 This study found that windows of exposure 20 years before disease onset were more strongly associated with cancer than later periods. In our study, we found elevated risks of lung and digestive cancers, even with the more recent exposure model. The likely stability in the spatial pattern of exposure in LA probably accounts for this similarity of our findings to the 2 European studies that have used time windows.
Generally, our results agree with recent evidence suggesting that intraurban exposure gradients may be associated with even larger health effects than reported in interurban studies. Hoek et al8 reported a doubling of cardiopulmonary mortality (RR = 1.95; 95% CI 1.09–3.52) for Dutch subjects living near major roads. Canadian cohort studies controlling for medical care utilization and preexisting chronic conditions through record linkage have also uncovered large health effects with proximity to major roads at the intraurban scale.16 Recent results from the cohort in Norway also suggest associations between intraurban gradients in gaseous pollutants and mortality.40 All of these studies have implicated traffic as the source of pollution associated with the larger observed effects. In LA, the proportion of primary particles attributable to traffic is approximately 3.7%, whereas in the rest of the country, it is 0.75%.41 Thus, beyond improved precision in the exposure models, the larger health effects reported here may be partly the result of higher proportions of traffic particulate in LA.
No previous studies have assessed associations based on a continuous exposure model with PM2.5, which limits the use of the estimates for current policy debates that tend to focus on fine particles. In this study, we used PM2.5 with a continuous exposure metric that promotes comparison with previous studies on health effects and contributes to current regulatory debates.
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Environmental Health PerspectivesGas-phase ambient air contaminants exhibit significant dioxin-like and estrogen-like activity in vitroEnvironmental Health Perspectives
Inhalation ToxicologyCardiovascular disease and air pollutants: Evaluating and improving epidemiological data implicating traffic exposureInhalation Toxicology
Environmental HealthAncillary human health benefits of improved air quality resulting from climate change mitigationEnvironmental Health
Atmospheric EnvironmentSpatial variation of volatile organic compounds in a "Hot Spot" for air pollutionAtmospheric Environment
Journal of the Air & Waste Management AssociationAir Pollution and Survival within the Washington University-EPRI Veterans Cohort: Risks Based on Modeled Estimates of Ambient Levels of Hazardous and Criteria Air PollutantsJournal of the Air & Waste Management Association
Air Pollution Xvi
Genotoxic and oxidative damage related to PM2.5 chemical fraction
Air Pollution Xvi, 116():
Environmental Health PerspectivesNational kriging exposure estimation: Liao et al. respondEnvironmental Health Perspectives
Air Pollution Modeling and Its Application Xix
Models of exposure for use in epidemiological studies of air pollution health impacts
Air Pollution Modeling and Its Application Xix, ():
Environmental Science & TechnologyApproach to Estimating Participant Pollutant Exposures in the Multi-Ethnic Study of Atherosclerosis and Air Pollution (MESA Air)Environmental Science & Technology
Environmental Health PerspectivesLong-Term Exposure to Constituents of Fine Particulate Air Pollution and Mortality: Results from the California Teachers StudyEnvironmental Health Perspectives
Medical HypothesesAir pollution as a potential contributor to the 'epidemic' of autoimmune diseaseMedical Hypotheses
Journal of the Royal Statistical Society Series C-Applied Statistics
Geostatistical inference under preferential sampling
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Journal of the Air & Waste Management Association
A land use regression model for predicting ambient concentrations of nitrogen dioxide in Hamilton, Ontario, Canada
Journal of the Air & Waste Management Association, 56(8):
Occupational and Environmental MedicineAir pollution and inflammation in type 2 diabetes: a mechanism for susceptibilityOccupational and Environmental Medicine
Journal of Exposure Science and Environmental EpidemiologyComparison of regression models with land-use and emissions data to predict the spatial distribution of traffic-related air pollution in RomeJournal of Exposure Science and Environmental Epidemiology
American Journal of EpidemiologyLong-term exposure to ambient particulate matter and prevalence of subclinical atherosclerosis in the multi-ethnic study of atherosclerosisAmerican Journal of Epidemiology
Aerosol Science and TechnologyA shelter to protect a passive sampler for coarse particulate matter, PM10-2.5Aerosol Science and Technology
Journal of Exposure Science and Environmental EpidemiologyUse of health information in air pollution health research: Past successes and emerging needsJournal of Exposure Science and Environmental Epidemiology
Journal of the Air & Waste Management AssociationCombining Regional- and Local-Scale Air Quality Models with Exposure Models for Use in Environmental Health StudiesJournal of the Air & Waste Management Association
HypertensionAcute Effects of Ambient Particulate Matter on Blood Pressure Differential Effects Across Urban CommunitiesHypertension
Environmental Health PerspectivesThe Effect of Fine and Coarse Particulate Air Pollution on Mortality: A National AnalysisEnvironmental Health Perspectives
European Journal of Public HealthAre the limit values proposed by the new European Directive 2008/50 for PM2.5 safe for healthEuropean Journal of Public Health
American Journal of Respiratory and Critical Care Medicine
Rapid DNA Methylation Changes after Exposure to Traffic Particles: The Issue of Spatio-Temporal Factors
American Journal of Respiratory and Critical Care Medicine, 180():
Inhalation ToxicologyResponse to "A critique of 'fine particulate air pollution and total mortality among elderly Californians, 1973-2002' " by Bert Brunekreef, PhD, and Gerard Hoek, PhDInhalation Toxicology
Environment InternationalThe use of ambient air quality modeling to estimate individual and population exposure for human health research: A case study of ozone in the Northern Georgia Region of the United StatesEnvironment International
New England Journal of Medicine
Long-term exposure to air pollution and incidence of cardiovascular events in women
New England Journal of Medicine, 356(5):
Inhalation ToxicologyPinnacles and pitfalls for source apportionment of potential health effects from airborne particle exposureInhalation Toxicology
Statistics in MedicineThe interpretation of exposure effect estimates in chronic air pollution studiesStatistics in Medicine
Journal of Epidemiology and Community HealthReducing ambient levels of fine particulates could substantially improve health: a mortality impact assessment for 26 European citiesJournal of Epidemiology and Community Health
Environmental Health PerspectivesResidential exposure to traffic-related air pollution and survival after heart failureEnvironmental Health Perspectives
Occupational and Environmental MedicineFrom measures to models: an evaluation of air pollution exposure assessment for epidemiological studies of pregnant womenOccupational and Environmental Medicine
Environmental Health PerspectivesA Cohort Study of Traffic-Related Air Pollution and Mortality in Toronto, Ontario, CanadaEnvironmental Health Perspectives
Atmospheric EnvironmentSpatio-temporal modeling of chronic PM10 exposure for the nurses' health studyAtmospheric Environment
New England Journal of Medicine
Long-Term Ozone Exposure and Mortality
New England Journal of Medicine, 360():
Atmospheric EnvironmentA prediction-based approach to modelling temporal and spatial variability of traffic-related air pollution in Montreal, CanadaAtmospheric Environment
Cancer Causes & ControlAmbient air pollution and brain cancer mortalityCancer Causes & Control
StrokeImpact of Outdoor Air Pollution on Survival After Stroke Population-Based Cohort StudyStroke
Atmospheric EnvironmentEstimated long-term outdoor air pollution concentrations in a cohort studyAtmospheric Environment
Journal of Exposure Science and Environmental EpidemiologyAn examination of exposure measurement error from air pollutant spatial variability in time-series studiesJournal of Exposure Science and Environmental Epidemiology
Environmental Science & TechnologySpatial Variability of Carbonaceous Aerosol Concentrations in East and West JerusalemEnvironmental Science & Technology
International Journal of Environmental Research and Public HealthSpatial Modeling in Environmental and Public Health ResearchInternational Journal of Environmental Research and Public Health
Environmental Health PerspectivesAssessing uncertainty in spatial exposure models for air pollution health effects assessmentEnvironmental Health Perspectives
Journal of the Air & Waste Management AssociationA statistical assessment of saturation and mobile sampling strategies to estimate long-term average concentrations across urban areasJournal of the Air & Waste Management Association
Clinical ScienceCardiovascular effects of air pollutionClinical Science
Environmental HealthParticulate air pollution and survival in a COPD cohortEnvironmental Health
Science of the Total EnvironmentApplication of land use regression to regulatory air quality data in JapanScience of the Total Environment
Journal of the Air & Waste Management AssociationAn Optimal Spatial Configuration of Sample Sites for Air Pollution MonitoringJournal of the Air & Waste Management Association
Ca-A Cancer Journal for CliniciansAmerican Cancer Society Perspectives on Environmental Factors and CancerCa-A Cancer Journal for Clinicians
Occupational and Environmental MedicineTraffic particles and occurrence of acute myocardial infarction: a case-control analysisOccupational and Environmental Medicine
Journal of Urban Health-Bulletin of the New York Academy of MedicineCharacterizing Urban Traffic Exposures Using Transportation Planning Tools: An Illustrated Methodology for Health ResearchersJournal of Urban Health-Bulletin of the New York Academy of Medicine
Atmospheric EnvironmentExposure to particulate matter in traffic: A comparison of cyclists and car passengersAtmospheric Environment
Environmental Health Perspectives
Ships, trucks, and trains: Effects of goods movement on environmental health
Environmental Health Perspectives, 114(4):
New England Journal of Medicine
Air pollution and cardiovascular events
New England Journal of Medicine, 356():
Journal of Toxicology and Environmental Health-Part A-Current IssuesAir pollution and public health: A guidance document for risk managersJournal of Toxicology and Environmental Health-Part A-Current Issues
Journal of Environmental ManagementMeasuring the gains from improved air quality in the San Joaquin ValleyJournal of Environmental Management
BiostatisticsAir pollution and health in Scotland: a multicity studyBiostatistics
ThoraxChronic exposure to outdoor air pollution and lung function in adultsThorax
Gaceta SanitariaEstimating the health and economic benefits associated with reducing air pollution in the Barcelona metropolitan area (Spain)Gaceta Sanitaria
BiomarkersLondon air quality: a real world experiment in progressBiomarkers
LancetHealth and Climate Change 5 Public health benefits of strategies to reduce greenhouse-gas emissions: health implications of short-lived greenhouse pollutantsLancet
Journal of the Air & Waste Management Association
Health effects of fine particulate air pollution: Lines that connect
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Inhalation ToxicologyMortality effects of longer term exposures to fine particulate air pollution: Review of recent epidemiological evidenceInhalation Toxicology
ThoraxLong-term associations of outdoor air pollution with mortality in Great BritainThorax
Journal of Aerosol SciencePassive measurement of coarse particulate matter, PM10-2.5Journal of Aerosol Science
Environmental ResearchLinkage of the US National Health Interview Survey to air monitoring data: An evaluation of different strategiesEnvironmental Research
Strategy formulation for schistosomiasis japonica control in different environmental settings supported by spatial analysis: a case study from China
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StrokeGeographic Determinants of Stroke Mortality Role of Ambient Air PollutionStroke
Journal of Exposure Science and Environmental EpidemiologyOn exposure and response relationships for health effects associated with exposure to vehicular trafficJournal of Exposure Science and Environmental Epidemiology
Canadian Geographer-Geographe Canadien
Meteorological influences on the spatial and temporal variability of NO2 in Toronto and Hamilton
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Proceedings of the National Academy of Sciences of the United States of AmericaParental stress increases the effect of traffic-related air pollution on childhood asthma incidenceProceedings of the National Academy of Sciences of the United States of America
CirculationCardiovascular Mortality and Exposure to Airborne Fine Particulate Matter and Cigarette Smoke Shape of the Exposure-Response RelationshipCirculation
Inhaled Particles XGIS-based models for ambient PM exposure and health impact assessment for the UKInhaled Particles X
American Journal of Respiratory and Critical Care MedicineOzone, oxidant defense genes, and risk of asthma during adolescenceAmerican Journal of Respiratory and Critical Care Medicine
International Regional Science ReviewPorts and highways infrastructure - An analysis of intra- and interstate spilloversInternational Regional Science Review
Regulatory Toxicology and PharmacologyDo pollution time-series studies contain uncontrolled or residual confounding by risk factors for acute health events?Regulatory Toxicology and Pharmacology
Regulatory Toxicology and PharmacologyCounterpoint: Time-series studies of acute health events and environmental conditions are not confounded by personal risk factorsRegulatory Toxicology and Pharmacology
Atmospheric EnvironmentAir pollution and mortality: A historyAtmospheric Environment
Health & PlaceNon-Hodgkin Lymphoma (NHL) linkage with residence near heavy roads-A case study from Haifa Bay, IsraelHealth & Place
Inhalation ToxicologyA critique of "Fine particulate air pollution and total mortality among elderly Californians, 1973-2002" by James E. Enstrom, PhDInhalation Toxicology
Inhalation ToxicologyPM2.5 constituents and related air quality variables as predictors of survival in a cohort of U. S. military veteransInhalation Toxicology
American Journal of EpidemiologyInvited commentary: Ripeness is allAmerican Journal of Epidemiology
European Heart JournalTraffic and the heartEuropean Heart Journal
Science of the Total EnvironmentAir quality biomonitoring: Assessment of air pollution genotoxicity in the Province of Novara (North Italy) by using Trifolium repens L. and molecular markersScience of the Total Environment
Geophysical Research LettersDominant impact of residential wood burning on particulate matter in Alpine valleys during winterGeophysical Research Letters
Environmental Health PerspectivesA case-control analysis of exposure to traffic and acute myocardial infarctionEnvironmental Health Perspectives
Atmospheric EnvironmentA land use regression for predicting fine particulate matter concentrations in the New York City regionAtmospheric Environment
Risk AnalysisEvaluating Efficiency-Equality Tradeoffs for Mobile Source Control Strategies in an Urban AreaRisk Analysis
Science of the Total EnvironmentApplying indoor and outdoor modeling techniques to estimate individual exposure to PM2.5 from personal GPS profiles and diaries: A pilot studyScience of the Total Environment
Inhalation ToxicologyVehicular traffic effects on survival within the Washington University-EPRI veterans cohort: New estimates and sensitivity studiesInhalation Toxicology
Environmental Health PerspectivesPredicting Chronic Fine and Coarse Particulate Exposures Using Spatiotemporal Models for the Northeastern and Midwestern United StatesEnvironmental Health Perspectives
Atmospheric EnvironmentLung cancer mortality and exposure to atmospheric aerosol particles in Guangzhou, ChinaAtmospheric Environment
Atmospheric EnvironmentSpatiotemporal modelling of ozone distribution in the State of CaliforniaAtmospheric Environment
Atmospheric EnvironmentPopulation exposure and mortality due to regional background PM in Europe - Long-term simulations of source region and shipping contributionsAtmospheric Environment
Social Science & MedicineDouble burden of deprivation and high concentrations of ambient air pollution at the neighbourhood scale in Montreal, CanadaSocial Science & Medicine
Environmental Health PerspectivesThe influence of living near roadways on spirometry and exhaled nitric oxide in elementary schoolchildrenEnvironmental Health Perspectives
Journal of Environmental MonitoringEvaluation of PAH diagnostic ratios as source apportionment tools for air particulates collected in an urban-industrial environmentJournal of Environmental Monitoring
Environmental Science & TechnologyAir quality impacts of climate mitigation: UK policy and passenger vehicle choiceEnvironmental Science & Technology
Environmental Health PerspectivesMortality effects of a copper smelter strike and reduced ambient sulfate particulate matter air pollutionEnvironmental Health Perspectives
Environmental Health PerspectivesCharacterization of source-specific air pollution exposure for a large population-based Swiss Cohort (SAPALDIA)Environmental Health Perspectives
Environmental Health PerspectivesThe effect of dose and timing of dose on the association between airborne particles and survivalEnvironmental Health Perspectives
Social Science & MedicineDoes place explain racial health disparities? Quantifying the contribution of residential context to the Black/white health gap in the United StatesSocial Science & Medicine
European Heart JournalImpact of urban atmospheric pollution on coronary diseaseEuropean Heart Journal
Occupational and Environmental MedicineRespiratory health and individual estimated exposure to traffic-related air pollutants in a cohort of young childrenOccupational and Environmental Medicine
Journal of Exposure Science and Environmental EpidemiologyInfluence of exposure error and effect modi. cation by socioeconomic status on the association of acute cardiovascular mortality with particulate matter in PhoenixJournal of Exposure Science and Environmental Epidemiology
Journal of Exposure Science and Environmental EpidemiologyHealth effects of air pollution observed in cohort studies in EuropeJournal of Exposure Science and Environmental Epidemiology
Journal of Toxicology and Environmental Health-Part A-Current IssuesFocusing on children's inhalation dosimetry and health effects for risk assessment: An introductionJournal of Toxicology and Environmental Health-Part A-Current Issues
European Respiratory JournalParticulate matter, science and EU policyEuropean Respiratory Journal
Journal of Epidemiology and Community HealthEffect of socioeconomic status on the relationship between atmospheric pollution and mortalityJournal of Epidemiology and Community Health
Atmospheric EnvironmentJourney-time exposure to particulate air pollutionAtmospheric Environment
Environmental ResearchIntra-urban variability of air pollution in Windsor, Ontario - Measurement and modeling for human exposure assessmentEnvironmental Research
Epidemiologia & Prevenzione
Health impact of ozone in 13 Italian cities
Epidemiologia & Prevenzione, 31(6):
American Journal of EpidemiologyAir pollution, asthma attacks, and socioeconomic deprivation: A small-area case-crossover studyAmerican Journal of Epidemiology
Journal of Food Agriculture & Environment
Evaluation of geostatistical mapping strategies in monitoring of spatial distributions of iron and zinc on a calcareous barley field
Journal of Food Agriculture & Environment, 8(2):
Inhalation ToxicologyThe health relevance of ambient particulate matter characteristics: Coherence of toxicological and epidemiological inferencesInhalation Toxicology
Inhalation ToxicologyEvidence of health impacts of sulfate- and nitrate-containing particles in ambient airInhalation Toxicology
Environmental HealthChronic exposure to outdoor air pollution and diagnosed cardiovascular disease: meta-analysis of three large cross-sectional surveysEnvironmental Health
Critical Reviews in ToxicologyCritical review of the human data on short-term nitrogen dioxide (NO2) exposures: Evidence for NO2 no-effect levelsCritical Reviews in Toxicology
Environmental HealthFine particulate air pollution and its components in association with cause-specific emergency admissionsEnvironmental Health
Journal of Exposure Science and Environmental EpidemiologyThe benefits of whole-house in-duct air cleaning in reducing exposures to fine particulate matter of outdoor origin: A modeling analysisJournal of Exposure Science and Environmental Epidemiology
Atmospheric EnvironmentSpatial variability of carbonaceous aerosols and associated source tracers in two cites in the Midwestern United StatesAtmospheric Environment
CirculationParticulate Matter Air Pollution and Cardiovascular Disease An Update to the Scientific Statement From the American Heart AssociationCirculation
European Heart JournalResidence close to high traffic and prevalence of coronary heart diseaseEuropean Heart Journal
Human & Experimental ToxicologyParticulate matter properties and health effects: consistency of epidemiological and toxicological studiesHuman & Experimental Toxicology
Environmental Health PerspectivesMortality risk associated with short-term exposure to traffic particles and sulfatesEnvironmental Health Perspectives
Atmospheric EnvironmentSpatial variability and population exposure to PM2.5 pollution from woodsmoke in a New South Wales country townAtmospheric Environment
Clinical and Experimental AllergyResidential outdoor air pollution and allergen sensitization in schoolchildren in Oslo, NorwayClinical and Experimental Allergy
Environmental Health PerspectivesMetabolic syndrome and inflammatory responses to long-term particulate air pollutantsEnvironmental Health Perspectives
Aerosol Science and TechnologyMass Absorption Cross-Section of Ambient Black Carbon Aerosol in Relation to Chemical AgeAerosol Science and Technology
Revue Des Maladies RespiratoiresProlonged exposure to atmospheric air pollution and mortality from respiratory causesRevue Des Maladies Respiratoires
Archives of Environmental Protection
Impact of Airborne Particulate Matter on Human Health: An Assessment Framework to Estimate Exposure and Adverse Health Effects in Poland
Archives of Environmental Protection, 36(1):
Aerosol Science and TechnologyChemical Characteristics of Fine Particles (PM1) from Xi'an, ChinaAerosol Science and Technology
American Journal of Respiratory and Critical Care MedicineA tale of six citiesAmerican Journal of Respiratory and Critical Care Medicine
European Respiratory JournalParticulate matter, science and European union policyEuropean Respiratory Journal
Human and Ecological Risk AssessmentAn integrated framework for risk management and population healthHuman and Ecological Risk Assessment
Atmospheric EnvironmentWithin-urban variability in ambient air pollution: Comparison of estimation methodsAtmospheric Environment
Environmental Science & TechnologyUsing aerosol light absorption measurements for the quantitative determination of wood burning and traffic emission contributions to particulate matterEnvironmental Science & Technology
Environmental Health PerspectivesMortality in the Medicare Population and Chronic Exposure to Fine Particulate Air Pollution in Urban Centers (2000-2005)Environmental Health Perspectives
Environmental ResearchThe spatial relationship between traffic-generated air pollution and noise in 2 US citiesEnvironmental Research
NeurotoxicologyNeurobehavioral effects of ambient air pollution on cognitive performance in US adultsNeurotoxicology
Journal of Epidemiology and Community HealthExposure to fine particulate matter and acute effects on blood pressure: effect modification by measures of obesity and locationJournal of Epidemiology and Community Health
Plos OneAmbient Air Pollution and the Progression of Atherosclerosis in AdultsPlos One
European Journal of EpidemiologyApheis: Health impact assessment of long-term exposure to PM2.5 in 23 European citiesEuropean Journal of Epidemiology
Environmental Health PerspectivesValidating national kriging exposure estimationEnvironmental Health Perspectives
Environmental HealthNear-highway pollutants in motor vehicle exhaust: A review of epidemiologic evidence of cardiac and pulmonary health risksEnvironmental Health
Swiss Medical Weekly
Air pollution: from lung to heart
Swiss Medical Weekly, 135():
Environmental Health PerspectivesAmbient air pollution and low birth weight in Connecticut and MassachusettsEnvironmental Health Perspectives
Environmental Health PerspectivesLong-term effects of traffic-related air pollution on mortality in a Dutch cohort (NLCS-AIR study)Environmental Health Perspectives
Journal of the Air & Waste Management AssociationTraffic and meteorological impacts on near-road air quality: Summary of methods and trends from the raleigh near-road studyJournal of the Air & Waste Management Association
Atmospheric EnvironmentDetermining the spatial scale for analysing mobile measurements of air pollutionAtmospheric Environment
New England Journal of Medicine
Fine-Particulate Air Pollution and Life Expectancy in the United States
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Environmental Science & TechnologyEffect of Advanced Aftertreatment for PM and NOx Control on Heavy-Duty Diesel Truck EmissionsEnvironmental Science & Technology
Population and EnvironmentMigration, health, and environment in the desert southwestPopulation and Environment
Inhalation ToxicologyCritical considerations in evaluating scientific evidence of health effects of ambient ozone: a conference reportInhalation Toxicology
Science of the Total EnvironmentShort-term impact of particulate matter (PM2.5) on daily mortality among the over-75 age group in Madrid (Spain)Science of the Total Environment
Seminars in Thrombosis and HemostasisParticulate Air Pollution and Cardiovascular Risk: Short-term and Long-term EffectsSeminars in Thrombosis and Hemostasis
Atmospheric EnvironmentTracer studies to characterize the effects of roadside noise barriers on near-road pollutant dispersion under varying atmospheric stability conditionsAtmospheric Environment
Atmospheric EnvironmentThe Los Angeles International Airport as a source of ultrafine particles and other pollutants to nearby communitiesAtmospheric Environment
Environmental Health PerspectivesTraffic-related air pollution and asthma onset in children: A prospective cohort study with individual exposure measurementEnvironmental Health Perspectives
Atmospheric EnvironmentSeasonal and spatial variations of sources of fine and quasi-ultrafine particulate matter in neighborhoods near the Los Angeles-Long Beach harborAtmospheric Environment
Annals of EpidemiologyHealth Effects of Particulate Air PollutionAnnals of Epidemiology
Environmental ResearchAir pollution exposure and self-reported cardiovascular diseaseEnvironmental Research
Environmental Health PerspectivesExposure to Traffic Pollution and Increased Risk of Rheumatoid ArthritisEnvironmental Health Perspectives
Environmental Health PerspectivesEstimating Regional Spatial and Temporal Variability of PM2.5 Concentrations Using Satellite Data, Meteorology, and Land Use InformationEnvironmental Health Perspectives
Environmental Health PerspectivesSpatial Modeling of PM10 and NO2 in the Continental United States, 1985-2000Environmental Health Perspectives
Environmental Health PerspectivesChronic Fine and Coarse Particulate Exposure, Mortality, and Coronary Heart Disease in the Nurses' Health StudyEnvironmental Health Perspectives
Annals of Applied StatisticsPractical Large-Scale Spatio-Temporal Modeling of Particulate Matter ConcentrationsAnnals of Applied Statistics
Environment InternationalAdverse health effects of outdoor air pollutantsEnvironment International
Journal of Epidemiology and Community HealthToward the next generation of research into small area effects on health: a synthesis of multilevel investigations published since July 1998Journal of Epidemiology and Community Health
Journal of Applied Meteorology and ClimatologyIsolating the Industrial Contribution of PM2.5 in Hamilton and Burlington, OntarioJournal of Applied Meteorology and Climatology
Journal of Epidemiology and Community HealthQuantifying the health impacts of outdoor air pollution: useful estimations for public health actionJournal of Epidemiology and Community Health
Environment InternationalA framework to spatially cluster air pollution monitoring sites in US based on the PM2.5 compositionEnvironment International
Nature Reviews Cancer
Air pollution: a potentially modifiable risk factor for lung cancer
Nature Reviews Cancer, 13(9):
Identifying inequitable exposure to toxic air pollution in racialized and low-income neighbourhoods to support pollution prevention
Geospatial Health, 7(2):
Journal of Epidemiology and Community HealthNeighbourhoods matter too: the association between neighbourhood socioeconomic position, population density and breast, prostate and lung cancer incidence in Denmark between 2004 and 2008Journal of Epidemiology and Community Health
Journal of Thrombosis and HaemostasisAir pollution, vascular disease and thrombosis: linking clinical data and pathogenic mechanismsJournal of Thrombosis and Haemostasis
Environment InternationalAcute health impacts of airborne particles estimated from satellite remote sensingEnvironment International
Environmental HealthLong-term air pollution exposure and cardio- respiratory mortality: a reviewEnvironmental Health
Environmental Science & TechnologyQuantile-Based Bayesian Maximum Entropy Approach for Spatiotemporal Modeling of Ambient Air Quality LevelsEnvironmental Science & Technology
Environmental Science & TechnologyA Hybrid Approach to Estimating National Scale Spatiotemporal Variability of PM2.5 in the Contiguous United StatesEnvironmental Science & Technology
Air pollution and lung cancer in Europe
Lancet Oncology, 14():
Environmental Health PerspectivesLong-term Exposure to PM2.5 and Incidence of Acute Myocardial InfarctionEnvironmental Health Perspectives
Meteorologische ZeitschriftMicro-scale variability of urban particle number and mass concentrations in Leipzig, GermanyMeteorologische Zeitschrift
Environmental Health PerspectivesRisk of Incident Diabetes in Relation to Long-term Exposure to Fine Particulate Matter in Ontario, CanadaEnvironmental Health Perspectives
Science of the Total EnvironmentAir pollution and respiratory symptoms among children with asthma: Vulnerability by corticosteroid use and residence areaScience of the Total Environment
Atmospheric Chemistry and PhysicsContribution from the ten major emission sectors in Europe and Denmark to the health-cost externalities of air pollution using the EVA model system - an integrated modelling approachAtmospheric Chemistry and Physics
Environmental Science-Processes & ImpactsA low-cost particle counter as a realtime fine-particle mass monitorEnvironmental Science-Processes & Impacts
Environment InternationalSystematic review of Chinese studies of short-term exposure to air pollution and daily mortalityEnvironment International
Environmental Health PerspectivesComparison of Geostatistical Interpolation and Remote Sensing Techniques for Estimating Long-Term Exposure to Ambient PM2.5 Concentrations across the Continental United StatesEnvironmental Health Perspectives
The American Journal of the Medical SciencesOutdoor Air Pollution: Ozone Health EffectsThe American Journal of the Medical Sciences
Current Opinion in CardiologyParticulate air pollution and coronary heart diseaseCurrent Opinion in Cardiology
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