Liu Xianglong, Ding Fan, Tian Jiayi, Wu Jie, Zhao Shi, Zhao Yu
School of Public Health, Ningxia Medical University, Yinchuan, 750004, China.
NHC Key Laboratory of Metabolic Cardiovascular Diseases Research, Ningxia Medical University, Yinchuan, 750004, China.
Sci Rep. 2025 Apr 29;15(1):15028. doi: 10.1038/s41598-025-00160-w.
Existing evidence suggests that the components of metabolic syndrome (MS) are sensitive to PM, especially in the elderly population, and related results targeting different regions and populations are inconsistent. This study aims to quantify the risk of association between PM and MS components in the elderly population, as well as the moderating effect of physical exercise (PE) for this association. Biochemical data, demographic data and health behavior data were obtained from CHARLS dataset in 2011 and 2015, and the individual information was matched to obtain the two-wave panel data. We match meteorological data by region to obtain population exposure indicators. Subsequently, the directed acyclic graphs was used to control confonding, then instrumental variable method and fixed effects model were employed to evaluate the causal relationship between PM and MS components and the moderating effect of PE. A total of 6125 individuals were included. The prevalence of MS was 34.5% and 32.9% in 2011 and 2015 respectively. The instrumental variable probit regression indicated that high concentration PM exposure (coefPM = 0.007, P < 0.001) may increase the risk of MS, and PM had a significant impact on the components of MS, with a positive impact on waist circumference (WC) (coef = 0.052, P < 0.001) and systolic blood pressure (SYS) (coef = 0.214, P < 0.001), and with a negative impact on high-density lipoprotein cholesterol (HDL-C) (coef = - 0.030, P = 0.021), Triglyceride (TG) (coef = - 0.275, P = 0.048) and diastolic blood pressure (DIA) (coef = - 0.030, P = 0.007). Specifically, for each 1 SD increase in PM exposure, HDL-C decreased by 0.57 mg/dL, TG decreased by 5.29 mg/dL, DIA decreased by 0.57 mmHg, waist circumference increased by 1.001 cm, and SYS increased by 4.11 mmHg. Additionally, low-intensity physical exercise may alleviate the effect of PM on WC and SYS, while the high intensity exercise may increase the effect of PM on WC. Exposure to PM is associated with the occurrence of MS in the elderly population, and has a significant impact on the components of MS in different directions. The moderating effect of physical activity on PM and MS varies by component. These results may provide scientific support for the prevention and treatment of MS in the elderly.
现有证据表明,代谢综合征(MS)的各个组成部分对颗粒物(PM)敏感,尤其是在老年人群中,并且针对不同地区和人群的相关研究结果并不一致。本研究旨在量化老年人群中PM与MS各组成部分之间关联的风险,以及体育锻炼(PE)对这种关联的调节作用。从2011年和2015年的中国健康与养老追踪调查(CHARLS)数据集中获取生化数据、人口统计学数据和健康行为数据,并对个体信息进行匹配以获得两期面板数据。我们按地区匹配气象数据以获取人群暴露指标。随后,使用有向无环图来控制混杂因素,然后采用工具变量法和固定效应模型来评估PM与MS各组成部分之间的因果关系以及PE的调节作用。总共纳入了6125名个体。2011年和2015年MS的患病率分别为34.5%和32.9%。工具变量概率单位回归表明,高浓度PM暴露(系数PM = 0.007,P < 0.001)可能会增加患MS的风险,并且PM对MS的各组成部分有显著影响,对腰围(WC)有正向影响(系数 = 0.052,P < 0.001),对收缩压(SYS)有正向影响(系数 = 0.214,P < 0.001),而对高密度脂蛋白胆固醇(HDL-C)有负向影响(系数 = -0.030,P = 0.021)、对甘油三酯(TG)有负向影响(系数 = -0.275,P = 0.048)以及对舒张压(DIA)有负向影响(系数 = -0.030,P = 0.007)。具体而言,PM暴露每增加1个标准差,HDL-C降低0.57mg/dL,TG降低5.29mg/dL,DIA降低0.57mmHg,腰围增加1.001cm,SYS增加4.11mmHg。此外,低强度体育锻炼可能会减轻PM对WC和SYS的影响,而高强度锻炼可能会增加PM对WC的影响。暴露于PM与老年人群中MS的发生有关,并且对MS各组成部分有不同方向的显著影响。体育活动对PM与MS之间关系的调节作用因组成部分而异。这些结果可能为老年人群MS的防治提供科学依据。