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金属暴露与代谢综合征之间的关联:探究美国成年人中生物衰老的中介作用。

Associations between metal exposure and metabolic syndrome: exploring the mediating role of biological ageing among US adults.

作者信息

Zheng Liuyan, Lu Xinyue, Luo Suping, Guo Jianhui, Xu Xingyan, Yang Le, Chen Mingjun, Lin Shaowei, Xie Xiaoxu, Li Huangyuan, Wu Siying

机构信息

Department of Epidemiology and Health Statistics, School of Public Health, Fujian Medical University, Minhou County, Fujian, 350000, China.

Department of Preventive Medicine, School of Public Health, Fujian Medical University, Fujian, 350000, China.

出版信息

Diabetol Metab Syndr. 2025 Jun 16;17(1):215. doi: 10.1186/s13098-025-01784-8.

Abstract

BACKGROUND

The relationship between mixed metal exposure and metabolic syndrome (MetS) remains controversial, and the underlying mechanisms of this relationship are not yet fully understood.

OBJECTIVE

We evaluated the association between urinary metals and MetS and investigated the potential mediating effect of ageing.

METHODS

This study utilized National Health and Nutrition Examination Survey (NHANES) data from 1999 to 2018 and included 11,541 adults aged 20 years and above. We explored the association between urinary concentrations of nine metals and MetS using weighted quantile sum (WQS) regression, grouped weighted quantile sum (GWQS) regression, and Bayesian kernel machine regression (BKMR). In addition, various methodologies have been used to assess biological ageing, encompassing the examination of cellular senescence through the evaluation of telomere length, as well as a comprehensive evaluation of overall body ageing through the determination of biological age. The contribution of biological ageing to the association between urinary metals and MetS was investigated in a mediation analysis.

RESULTS

After adjusting for confounders, the WQS and GWQS analyses found positive and negative correlations between metal exposure and MetS, and the main metals affecting MetS risk were cadmium (Cd) and lead (Pb), respectively. A positive relationship was found between exposure to mixed metals and the risk of MetS in the BKMR results. Mediation analysis showed that ageing biomarkers, including biological age and telomere length, mediated 68.43% and 12.05% of the association between metal exposure and MetS, respectively. Biological ageing may play a major role in the association between mixed metal exposure and MetS. Cd contributed the most to the positive association, indicating that priority control measures may be necessary to reduce the risk of MetS related to Cd exposure.

SIGNIFICANCE

The findings of this study could contribute to the advancement of targeted measures for metal precautions, ultimately mitigating the incidence of metabolic syndrome.

IMPACT STATEMENT

This research employed multipollutant models including WQS regression, GWQS and BKMR to evaluate the combined effects of various metal exposures on the risk of developing MetS based on a nationally representative large cross-sectional study. In addition, this research investigated biological aging by conducting a comprehensive assessment of biological age and telomere length. Our goal is to understand its potential mediating effect on metal exposure and the occurrence of metabolic syndrome. The insights gained from this study could provide valuable hints for future mechanistic research in this field.

摘要

背景

混合金属暴露与代谢综合征(MetS)之间的关系仍存在争议,且这种关系的潜在机制尚未完全明确。

目的

我们评估了尿中金属与代谢综合征之间的关联,并研究了衰老的潜在中介作用。

方法

本研究利用了1999年至2018年的美国国家健康与营养检查调查(NHANES)数据,纳入了11541名20岁及以上的成年人。我们使用加权分位数和(WQS)回归、分组加权分位数和(GWQS)回归以及贝叶斯核机器回归(BKMR),探讨了九种金属的尿浓度与代谢综合征之间的关联。此外,已采用多种方法评估生物衰老,包括通过评估端粒长度来检查细胞衰老,以及通过确定生物年龄对整体身体衰老进行综合评估。在中介分析中研究了生物衰老对尿中金属与代谢综合征之间关联的贡献。

结果

在调整混杂因素后,WQS和GWQS分析发现金属暴露与代谢综合征之间存在正相关和负相关,影响代谢综合征风险的主要金属分别是镉(Cd)和铅(Pb)。BKMR结果显示混合金属暴露与代谢综合征风险之间存在正相关。中介分析表明,包括生物年龄和端粒长度在内的衰老生物标志物分别介导了金属暴露与代谢综合征之间关联的68.43%和12.05%。生物衰老可能在混合金属暴露与代谢综合征之间的关联中起主要作用。镉对这种正相关的贡献最大,这表明可能需要采取优先控制措施以降低与镉暴露相关的代谢综合征风险。

意义

本研究结果有助于推进针对性的金属预防措施,最终降低代谢综合征的发病率。

影响声明

本研究基于一项具有全国代表性的大型横断面研究,采用包括WQS回归、GWQS和BKMR在内的多污染物模型,评估了各种金属暴露对发生代谢综合征风险的综合影响。此外,本研究通过对生物年龄和端粒长度进行综合评估来研究生物衰老。我们的目标是了解其对金属暴露和代谢综合征发生的潜在中介作用。本研究获得的见解可为该领域未来的机制研究提供有价值的线索。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/968c/12168376/ba01b4a83e7c/13098_2025_1784_Fig1_HTML.jpg

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