Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2020 Jan;128(1):17004.
doi: 10.1289/EHP5360. Epub 2020 Jan 6.

Leukocyte Traits and Exposure to Ambient Particulate Matter Air Pollution in the Women's Health Initiative and Atherosclerosis Risk in Communities Study

Affiliations

Leukocyte Traits and Exposure to Ambient Particulate Matter Air Pollution in the Women's Health Initiative and Atherosclerosis Risk in Communities Study

Rahul Gondalia et al. Environ Health Perspect. 2020 Jan.

Abstract

Background: Inflammatory effects of ambient particulate matter (PM) air pollution exposures may underlie PM-related increases in cardiovascular disease risk and mortality, although evidence of PM-associated leukocytosis is inconsistent and largely based on small, cross-sectional, and/or unrepresentative study populations.

Objectives: Our objective was to estimate PM-leukocyte associations among U.S. women and men in the Women's Health Initiative and Atherosclerosis Risk in Communities study (n=165,675).

Methods: We based the PM-leukocyte estimations on up to four study visits per participant, at which peripheral blood leukocytes and geocoded address-specific concentrations of PM10, 2.5, and 2.5-10μm in diameter (PM10, PM2.5, and PM2.5-10, respectively) were available. We multiply imputed missing data using chained equations and estimated PM-leukocyte count associations over daily to yearly PM exposure averaging periods using center-specific, linear, mixed, longitudinal models weighted for attrition and adjusted for sociodemographic, behavioral, meteorological, and geographic covariates. In a subset of participants with available data (n=8,457), we also estimated PM-leukocyte proportion associations in compositional data analyses.

Results: We found a 12 cells/μL (95% confidence interval: -9, 33) higher leukocyte count, a 1.2% (0.6%, 1.8%) higher granulocyte proportion, and a -1.1% (-1.9%, -0.3%) lower CD8+ T-cell proportion per 10-μg/m3 increase in 1-month mean PM2.5. However, shorter-duration PM10 exposures were inversely and only modestly associated with leukocyte count.

Discussion: The PM2.5-leukocyte estimates, albeit imprecise, suggest that among racially, ethnically, and environmentally diverse U.S. populations, sustained, ambient exposure to fine PM may induce subclinical, but epidemiologically important, inflammatory effects. https://doi.org/10.1289/EHP5360.

PubMed Disclaimer

Figures

Figure 1 is a map of the USA marking ARIC participants, WHI participants, ARIC field centers, and WHI centers.
Figure 1.
Map of geocoded Women’s Health Initiative (1993–2002) and Atherosclerosis Risk in Communities (1986–1998) study participants and centers at baseline. WHI centers (n=39) followed 1,238–3,690 participants. ARIC centers followed 3,588–3,943 participants. WHI and ARIC centers were co-located in Minneapolis, MN, and Winston-Salem, NC.
Figure 2 is a graph plotting delta per 10 micrograms per cubic meter, ranging from negative 40 to 160 (y-axis) for models 1, 2, and 3 across PM subscript 10 (2 days), PM subscript 10 (7 days), PM subscript 10 (1 month), PM subscript 10 (12 month), PM subscript 2.5 (1 month), PM subscript 2.5 (12 month), PM subscript 2.5 to 10 (1 month), and PM subscript 2.5 to 10 (12 month).
Figure 2.
Pooled difference in leukocyte count (Δ; cells/μL) per 10-μg/m3 increase in PM concentrations among n=165,675 participants, Women’s Health Initiative (1993–2002) and Atherosclerosis Risk in Communities (1986–1998) study. Model 1 adjusted for race/ethnicity, age, sex (in ARIC), randomly assigned treatment group (in WHI), mean temperature, mean dew point, mean barometric pressure, season, and a restricted cubic natural spline function of calendar date with one knot per year. Model 2 adjusted for all covariates in Model 1 plus individual-level education and neighborhood socioeconomic status. Model 3 adjusted for all covariates in Model 2 plus smoking status, alcohol use, body mass index, and physical activity.
Figures 3A (1-month mean PM subscript 2.5) and 3B (12-month mean PM subscript 2.5) plot delta per 10 micrograms per cubic meter, ranging from negative 6 to 6 (y-axis) for models 1, 2, and 3 across CD8 plus T, CD4 plus T, nature killer, B, monocyte, and granulocyte (x-axis).
Figure 3.
Pooled difference in leukocyte composition (Δ; %) per 10-μg/m3 increase in (A) 1- and (B) 12-month mean PM2.5 concentrations among n=8,457 participants, Women’s Health Initiative (1993–2002) and Atherosclerosis Risk in Communities (1990–1995) study. Model 1 adjusted for race/ethnicity, age, sex (in ARIC), randomly assigned treatment group (in WHI), mean temperature, mean dew point, mean barometric pressure, season, and subpopulation-specific covariates. Model 2 also adjusted for individual-level education and neighborhood socioeconomic status. Model 3 additionally adjusted for smoking status, alcohol use, body mass index, and physical activity.

Similar articles

Cited by

References

    1. Adar SD, Sheppard L, Vedal S, Polak JF, Sampson PD, Diez Roux AV, et al. . 2013. Fine particulate air pollution and the progression of carotid intima-medial thickness: a prospective cohort study from the Multi-Ethnic Study of Atherosclerosis and Air Pollution. PLoS Med 10(4):e1001430, PMID: 23637576, 10.1371/journal.pmed.1001430. - DOI - PMC - PubMed
    1. Aitchison J. 1982. The statistical analysis of compositional data. J R Stat Soc Series B Stat Methodol 44(2):139–177, 10.1111/j.2517-6161.1982.tb01195.x. - DOI
    1. Anderson GL, Manson J, Wallace R, Lund B, Hall D, Davis S, et al. . 2003. Implementation of the Women’s Health Initiative study design. Ann Epidemiol 13(suppl 9):S5–S17, PMID: 14575938, 10.1016/S1047-2797(03)00043-7. - DOI - PubMed
    1. ARIC Investigators. 1989. The Atherosclerosis Risk in Communities (ARIC) study: design and objectives. The ARIC investigators. Am J Epidemiol 129:687–702, PMID: 2646917, 10.1093/oxfordjournals.aje.a115184. - DOI - PubMed
    1. Assimes T, Tsao P, Absher D, Horvath S. 2018. BA23 – integrative genomics and risk of CHD and related phenotypes in the Women’s Health Initiative. https://www.whi.org/researchers/data/WHIStudies/StudySites/BA23/pages/ho... [accessed 20 April 2018].

Publication types

Grants and funding