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糖尿病在CHARLS研究中长期暴露于细颗粒物与癌症风险关联中的中介作用。

Mediating effect of diabetes in the association between long-term PM exposure and cancer risk in CHARLS.

作者信息

Luo Zhanyang, Sun Yiqing, Tang Haijia, Zhu Bukun, Li Xiang, Gong Jingru, Shi Youyang

机构信息

Institute of Chinese Traditional Surgery, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China.

Department of Pharmacy, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, China.

出版信息

Sci Rep. 2025 Feb 26;15(1):6930. doi: 10.1038/s41598-025-89885-2.

Abstract

Long-term exposure to air pollutants and diabetes are both linked to cancer development. However, their combined effect remains unclear. This study examined the relationship between air pollutants and cancer incidence, with diabetes as a potential mediator. Data from 10,590 participants in the 2015 China Health and Retirement Longitudinal Study (CHARLS) were analyzed. Participants were grouped based on cancer diagnosis, and air pollutant exposure levels were estimated using satellite-based spatiotemporal models. Generalized linear regression and restricted cubic spline (RCS) analysis were used to assess the impact of air pollutants and diabetes in covariates-adjusted models. Further analyses, including conditional independence test, mediation effect and sensitivity analysis based on Bayesian networks, were performed to further analyze specific air pollutants. After adjusting for covariates, particulate matter (PM) (PM ≤ 1 μm in aerodynamic diameter [PM], PM, ammonium (NH), nitrate (NO) and diabetes showed significant associations with cancer incidence. RCS analysis confirmed significant direct effects of PM and PM on cancer and the mediated effects of diabetes. The interaction between diabetes and both PM and PM was further supported by conditional independence tests, highlighting diabetes as a significant mediator in the PM-cancer relationship. This study offers a novel perspective by identifying diabetes as a key intermediary in the association between PM exposure and cancer risk, providing evidence that diabetes plays a significant mediating role in air pollutant-related cancer development.

摘要

长期暴露于空气污染物和糖尿病都与癌症的发生有关。然而,它们的联合作用仍不清楚。本研究以糖尿病作为潜在中介因素,探讨了空气污染物与癌症发病率之间的关系。分析了2015年中国健康与养老追踪调查(CHARLS)中10590名参与者的数据。根据癌症诊断对参与者进行分组,并使用基于卫星的时空模型估计空气污染物暴露水平。在协变量调整模型中,采用广义线性回归和受限立方样条(RCS)分析来评估空气污染物和糖尿病的影响。进行了进一步分析,包括条件独立性检验、中介效应和基于贝叶斯网络的敏感性分析,以进一步分析特定空气污染物。在调整协变量后,细颗粒物(PM)(空气动力学直径≤1μm的颗粒物[PM]、PM、铵(NH)、硝酸盐(NO)和糖尿病与癌症发病率显著相关。RCS分析证实了PM和PM对癌症的显著直接影响以及糖尿病的中介作用。条件独立性检验进一步支持了糖尿病与PM和PM之间的相互作用,突出了糖尿病在PM与癌症关系中作为重要中介因素的作用。本研究通过将糖尿病确定为PM暴露与癌症风险之间关联的关键中介因素,提供了一个新的视角,证明糖尿病在与空气污染物相关的癌症发生中起着重要的中介作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ed5e/11865570/d02a4d01a2ed/41598_2025_89885_Fig1_HTML.jpg

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