Negative and Nonlinear Association Between Particulate Matter and Cardiorespiratory Fitness Among Children and Adolescents: The Mediating Effect of Adiposity.
Zhang F, Bi C, et al. • Journal of the American Heart Association • 2026
There is a negative and nonlinear association between long-term exposure to particulate matter and cardiorespiratory fitness among children and adolescents, and this association may be partially explained by adiposity.
Key Findings
Results
Per 10-µg/m³ increase in PM2.5 was associated with lower CRF levels in children and adolescents.
Each 10-µg/m³ increase in PM2.5 was associated with -0.12 (95% CI, -0.13 to -0.10) mL/kg per min lower CRF levels.
CRF was estimated using a 20-m shuttle run test.
Long-term exposure was defined as 3-year average (2013–2015) concentrations before the study.
The sample consisted of 99,995 children and adolescents in China obtained via multistage random cluster sampling.
Results
Per 10-µg/m³ increase in PM10 was associated with lower CRF levels in children and adolescents.
Each 10-µg/m³ increase in PM10 was associated with -0.09 (95% CI, -0.10 to -0.08) mL/kg per min lower CRF levels.
Daily exposure to PM10 surrounding schools was extracted from the China High Air Pollutants datasets.
The association was statistically significant based on the confidence intervals not crossing zero.
Results
The association between particulate matter and CRF was nonlinear.
Exposure-response curves suggested a nonlinear association of both PM2.5 and PM10 with CRF.
All P nonlinear <0.001 for both PM2.5 and PM10.
CRF was estimated by a 20-m shuttle run test as the outcome measure.
Results
Waist-to-height ratio (adiposity) mediated a significant portion of the association between PM2.5 and CRF.
Waist/height ratio mediated 15.97% (95% CI, 13.99%–18.27%) of the association between PM2.5 and CRF.
The mediation was statistically significant (P<0.001).
Adiposity was assessed using waist/height ratio as a surrogate measure.
Results
Waist-to-height ratio (adiposity) mediated a significant portion of the association between PM10 and CRF.
Waist/height ratio mediated 16.15% (95% CI, 13.92%–18.75%) of the association between PM10 and CRF.
The mediation was statistically significant (P<0.001).
These findings suggest adiposity only partially explains the particulate matter–CRF association.
Methods
A nationwide sample of children and adolescents in China was used, with particulate matter exposure data derived from the China High Air Pollutants datasets.
A multistage random cluster sampling method was used to obtain 99,995 children and adolescents.
Daily exposure to PM2.5 and PM10 surrounding schools was extracted from the China High Air Pollutants datasets.
Three-year average concentrations (2013–2015) were used as surrogates of long-term exposures.
PM2.5 refers to particulate matter with aerodynamic diameter ≤2.5 µm and PM10 refers to aerodynamic diameter <10 µm.
Zhang F, Bi C, Guo Y, Liu Y, Sun P, Hong J, et al.. (2026). Negative and Nonlinear Association Between Particulate Matter and Cardiorespiratory Fitness Among Children and Adolescents: The Mediating Effect of Adiposity.. Journal of the American Heart Association. https://doi.org/10.1161/JAHA.125.045789