Related Experiment Video
Updated: Jan 12, 2026

Measuring Carbon Content in Airway Macrophages Exposed to Carbon-Containing Particulate Matters
Published on: July 12, 2024
Is air pollution negatively associated with physical fitness?-A cross-sectional study in 174,246 Chinese students
Weixin Chen1, Jiaming Yan1, Zhenxing Kong2
1School of Physical Education, Shaanxi Normal University, Xi'an, China.
Objectives:
Air quality in China has become an increasing concern, its association with physical fitness remains unclear. This study represents one of the largest nationwide investigations of this association, leveraging data from 174,246 students aged 7-22 years across 30 provinces.
Methods:
Annual concentrations of PM₂.₅, PM₁₀, SO₂, NO₂, CO, O₃, and the Air Quality Index (AQI) were obtained from the Tracking of Atmospheric Pollution in China dataset. Physical fitness was evaluated through a comprehensive set of field-based tests covering anthropometric, cardiopulmonary, flexibility, muscular strength, and endurance. Associations were examined using generalized linear models with progressive adjustments: Model 1 controlled for demographic factors (age, sex, residence, province), Model 2 additionally accounted for physical activity and parental factors, and Model 3 further incorporated temperature and humidity.
Results:
After adjusting for covariates, each 1 μg/m³ increase in PM₂.₅ and PM₁₀ was associated with decreases in physical fitness scores of 0.18 [95% CI: -0.22, -0.14] and 0.12 [-0.16, -0.08] points, respectively. SO₂, O₃, and CO showed similar negative associations, with reductions of 0.42 [-0.47, -0.38], 0.21 [-0.25, -0.16], and 0.16 [-0.20, -0.11] points, respectively. In contrast, NO₂ exhibited a positive association, with an increase of 0.29 [0.25, 0.33] points per 1 μg/m³. AQI was also inversely related to fitness, decreasing scores by 0.17 [-0.21, -0.13] points per 1-unit increase.
Conclusions:
Ambient air pollution is adversely associated with physical fitness among Chinese children, adolescents, and young adults, highlighting the importance of air quality improvement strategies for youth health. Future longitudinal studies are warranted to strengthen causal inference.
Related Concept Videos
Physical Assessment of the Respiratory Tract I: Health History
Subjective Data
Subjective data provides vital information about the patient's health history and symptoms. This data is typically collected through interviews in which patients describe their experiences, symptoms, and concerns.
Health history and...
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Medical History

