Evidence map›Paper›PMID 41694504›Full record

ArticleFrontiers in public health2026

Association between comprehensive exposure to multiple occupational hazardous factors and telomere length with hypertension in male steel workers: a case-control study.

Xinyang Chen, Xue Ma, Meng Zhang, Mingyue Liu, Xianghui Xu, Zhenghao Luo, Nan Wang, Jianhui Wu, Ling Xue, Xiaoming Li

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

10 authors.

Xinyang ChenSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Xue MaSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Meng ZhangSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Mingyue LiuSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Xianghui XuDepartment of Internal Medicine, North China University of Science and Technology Hospital, Tangshan, Hebei, China.
Zhenghao LuoSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Nan WangSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Jianhui WuSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Ling XueSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.
Xiaoming LiSchool of Public Health, North China University of Science and Technology, Tangshan, Hebei, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Steel workers are often exposed to various occupational hazards over the long term, which may be associated with hypertension. Previous studies mainly focused on the relationship between single occupational hazard and hypertension, but the comprehensive effects of multiple occupational hazards and the potential regulation of telomere length are still unclear. This study aims to investigate the relationship between combined exposure to multiple occupational hazards and hypertension in male steel workers, and to assess whether relative telomere length (RTL) plays a mediating role in this relationship. Methods: A 1:1 matched case-control study was conducted, with cases and controls matched on similar age (±2 years). The study included 350 hypertensive male steel workers and 350 normotensive controls. Occupational hazards [including heat, noise, dust, carbon monoxide (CO), shift work, and occupational stress] and relative telomere length (RTL) were assessed. An occupational hazardous factors score (OHFS) was constructed using the XGBoost model and SHapley Additive exPlanations (SHAP). Conditional logistic regression and quantile regression were used to analyze the associations. Mediation analysis was performed to evaluate the potential mediating effect of RTL in the relationship between OHFS and hypertension. Results: The risk of hypertension among male steel workers in the higher OHFS groups (24.74~, 38.98~, and ≥56.58) was 1.81, 2.17, and 3.46 times higher than that in the lower OHFS group (< 24.74), respectively (24.74~: Conclusion: Among male steel workers, higher OHFS is associated with an increased risk of hypertension, and RTL plays a partial mediating role in the relationship between OHFS and hypertension.

Indexed as

HypertensionMetal WorkersOccupational DiseasesOccupational ExposureSteelTelomereAdultCase-Control StudiesChinaHumansMaleMiddle AgedRisk FactorsWorking ConditionsSteelhypertensionmale steel workersmediation analysisoccupational hazardous factors scorerelative telomere length

Identifiers

PMID41694504
PMCPMC12901486

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