Alterations in cardiometabolic markers associated with Canada-wide and sector-specific multiple air pollutant exposures
Abstract
Existing evidence on air pollution exposure and cardiometabolic biomarker associations does not consider pollution mixtures and sector-specific pollution contributions. Participants from the cross-sectional Canadian Health Measures Survey (2007-2019) were included. Annual average concentrations of ambient PM 2.5 , SO 2 , NO 2 , and O 3 (2006-2019) were modeled using the Global Environmental Multi-scale – Modelling Air quality and Chemistry (GEM-MACH) chemical transport model at a 10 km by 10 km surface resolution from all sources combined as well as from eight specific sectors. The quantile g-computation model was used to estimate changes in lipid and glucose metabolic markers associated with interquartile increases in air pollution. A total of 30,781 participants aged 3 to 79 years were included in the study. Exposure to PM 2.5 , O 3 , NO 2 , and SO 2 from all sectors was associated with increases in the ratio of total cholesterol to HDL (0.039, 95% CI: 0.017,0.060), apolipoprotein B (0.011, 95% CI: 0.006,0.017), fasting glucose (0.076, 95% CI: 0.010,0.142), and insulin (3.159, 95% CI: 1.180,5.138), as well as decreases in the cardioprotective lipids, HDL (-0.015, 95% CI: -0.023,-0.008) and apolipoprotein A1 (-0.010, 95% CI: -0.020,-0.000). Lipid and apolipoprotein levels as well as markers of insulin resistance were predominantly altered in children and younger adults, although there was no significant effect modification by age. On- and off-road transportation sectors were most frequently associated with adverse lipid biomarker effects. The joint effects of mean annual PM 2.5 , O 3 , NO 2 , and SO 2 exposures were associated with worsening cardiometabolic markers. Further research is required to better understand the mechanisms by which specific air pollution components disrupt metabolic pathways.
Fields of Study & Subjects
Air Quality and Health Impacts
Environmental Justice and Health Disparities
Health
Environment
Cognitive Aging
Publication details
- Journal / source
- Environmental Pollution
- Volume
- 392
- Pages
- 127671–127671
- Publication date
- 14 January 2026
- Language
- EN