Cardiovascular

Associations of long-term PM2.5 exposure and genetic susceptibility with prevalent metabolic syndrome and subsequent cardiovascular disease risk: A UK Biobank cohort study.

TL;DR

Long-term PM2.5 exposure is associated with prevalent metabolic syndrome and subsequent cardiovascular disease risk among individuals with metabolic syndrome, particularly among genetically susceptible individuals, with DNA methylation potentially serving as an epigenetic link in these associations.

Key Findings

Higher long-term PM2.5 exposure was associated with greater odds of prevalent metabolic syndrome in the UK Biobank cohort.

  • Analysis included 324,887 UK Biobank participants using logistic regression
  • Adjusted OR = 1.04 (95% CI: 1.03–1.05) per unit increase in PM2.5 exposure
  • Analyses were adjusted for relevant confounders

Among individuals with metabolic syndrome, higher long-term PM2.5 exposure was associated with elevated incident cardiovascular disease risk.

  • Analysis included 64,832 individuals with metabolic syndrome
  • Cox regression with inverse probability weighting was used
  • Adjusted HR = 1.04 (95% CI: 1.01–1.06)

PM2.5 exposure showed significant additive interaction with polygenic risk score (PRS) for metabolic syndrome on MetS risk.

  • Additive interaction analyses were used to assess synergy between PM2.5 and genetic susceptibility
  • Relative excess risk due to interaction (RERI) = 0.11 (95% CI: 0.02–0.20)
  • The positive RERI indicates that the combined effect of high PM2.5 and high genetic risk exceeded the sum of their individual effects

PM2.5 exposure showed significant additive interaction with polygenic risk score (PRS) for CVD on cardiovascular disease risk among MetS individuals.

  • RERI = 0.13 (95% CI: 0.05–0.21) for the interaction between PM2.5 exposure and PRS for CVD
  • This indicates a synergistic relationship between air pollution exposure and genetic susceptibility for CVD
  • Findings suggest genetically susceptible individuals bear a disproportionately higher CVD burden from PM2.5 exposure

Summary-data-based Mendelian randomization (SMR) analyses identified PM2.5-associated CpG methylation sites linked to metabolic syndrome and cardiovascular disease.

  • One PM2.5-associated CpG site was identified in relation to MetS
  • Five PM2.5-associated CpG sites were identified in relation to CVD
  • SMR analyses were used to identify these epigenetic loci

The CpG site cg13235717 near the SFN gene emerged as a key epigenetic locus across both metabolic syndrome and cardiovascular disease phenotypes.

  • cg13235717 is located near SFN (Stratifin), a gene involved in cell signaling
  • Gene-environment interaction analyses further supported its role as an epigenetic modifier
  • This locus was identified as relevant across both MetS and CVD phenotypes, suggesting a shared epigenetic mechanism

DNA methylation was identified as a potential epigenetic link between long-term PM2.5 exposure and cardiometabolic disease risk.

  • SMR analyses connecting PM2.5 exposure, DNA methylation, and disease outcomes support an epigenetic mechanism
  • Gene-environment interaction analyses supported the role of methylation at specific loci as epigenetic modifiers
  • The findings suggest epigenetic mechanisms may mediate at least part of the PM2.5–cardiometabolic disease association

What This Means

This research suggests that breathing air with higher levels of fine particulate matter (PM2.5) pollution over the long term is associated with a higher likelihood of having metabolic syndrome — a cluster of conditions including high blood pressure, high blood sugar, excess body fat around the waist, and abnormal cholesterol levels — and, among people who already have metabolic syndrome, a higher risk of developing cardiovascular disease. Using data from nearly 325,000 UK Biobank participants, the study found that the associations, while modest in size (about 4% increased odds or risk per unit of PM2.5 increase), were statistically significant and consistent. Importantly, this research suggests that people who are genetically predisposed to metabolic syndrome or cardiovascular disease face a compounded risk when also exposed to high levels of PM2.5. The combined effect of genetic risk and air pollution was greater than what would be expected if their effects simply added together, indicating a synergistic relationship. This means that individuals with high genetic susceptibility may be especially vulnerable to the harmful cardiometabolic effects of air pollution. The study also investigated how PM2.5 might affect health at a molecular level, finding several specific DNA methylation sites — chemical tags on DNA that can turn genes on or off — that appear to link air pollution exposure to metabolic syndrome and cardiovascular disease. One site in particular, near a gene called SFN, appeared relevant to both conditions, pointing toward a possible shared biological pathway. These findings highlight the importance of reducing air pollution exposure, particularly for genetically at-risk populations, and open avenues for future research into epigenetic mechanisms connecting environmental exposures to cardiometabolic disease.

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Citation

Li Z, Huang H, Chen J, Qin Q, Ruan H, Zhang T, et al.. (2026). Associations of long-term PM2.5 exposure and genetic susceptibility with prevalent metabolic syndrome and subsequent cardiovascular disease risk: A UK Biobank cohort study.. Ecotoxicology and environmental safety. https://doi.org/10.1016/j.ecoenv.2026.120802