Mediating effect of diabetes in the association between long-term PM2.5 exposure and cancer risk in CHARLS

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<sub>1</sub>], PM<sub>2.5</sub>, ammonium (NH<sub>4</sub>), nitrate (NO<sub>3</sub>) and diabetes showed significant associations with cancer incidence. RCS analysis confirmed significant direct effects of PM<sub>2.5</sub> and PM<sub>10</sub> on cancer and the mediated effects of diabetes. The interaction between diabetes and both PM<sub>2.5</sub> and PM<sub>10</sub> was further supported by conditional independence tests, highlighting diabetes as a significant mediator in the PM<sub>2.5</sub>-cancer relationship. This study offers a novel perspective by identifying diabetes as a key intermediary in the association between PM<sub>2.5</sub> exposure and cancer risk, providing evidence that diabetes plays a significant mediating role in air pollutant-related cancer development.

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Publication Details

Journal
Scientific Reports
Published
2025-02-26
DOI
https://doi.org/10.1038/s41598-025-89885-2
Citations
3
Primary Topic
Air Quality and Health Impacts
Type
article
Field-Weighted Citation Impact
3.60

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article

Mediating effect of diabetes in the association between long-term PM2.5 exposure and cancer risk in CHARLS

Youyang Shi, Haijia Tang, Bukun Zhu, Xiang Li et al.
3 citations
Scientific Reports
Air Quality and Health Impacts
3.60
article

Mediating effect of diabetes in the association between long-term PM2.5 exposure and cancer risk in CHARLS

Youyang Shi, Haijia Tang, Bukun Zhu, Xiang Li, Zhanyang Luo, Yiqing Sun, Jingru Gong
article en
3 citations

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<sub>1</sub>], PM<sub>2.5</sub>, ammonium (NH<sub>4</sub>), nitrate (NO<sub>3</sub>) and diabetes showed significant associations with cancer incidence. RCS analysis confirmed significant direct effects of PM<sub>2.5</sub> and PM<sub>10</sub> on cancer and the mediated effects of diabetes. The interaction between diabetes and both PM<sub>2.5</sub> and PM<sub>10</sub> was further supported by conditional independence tests, highlighting diabetes as a significant mediator in the PM<sub>2.5</sub>-cancer relationship. This study offers a novel perspective by identifying diabetes as a key intermediary in the association between PM<sub>2.5</sub> exposure and cancer risk, providing evidence that diabetes plays a significant mediating role in air pollutant-related cancer development.

Scientific ReportsVol. 15(1)
Fudan University (CN), Shanghai University of Traditional Chinese Medicine (CN), Longhua Hospital Shanghai University of Traditional Chinese Medicine (CN), First Affiliated Hospital of Xi'an Jiaotong University (CN), Pudong Medical Center (CN)
National Natural Science Foundation of China
Good health and well-being
Openalex Percentile: Top 9%
Air Quality and Health Impacts
3.60
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