Evidence map›Paper›PMID 40535431›Full record

ArticleFrontiers in public health2025

Association between exposure to blood heavy metal mixtures and overactive bladder risk among U.S. adults: a cross-sectional study.

Yanlin Zhu, Yameng Wu, Yang Wang, Hua Yang, Meisheng Zhang, Hengxing Zhu, Xiaoke Chen

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Yanlin Zhu *Department of Urology, Guangdong Provincial People's Hospital, Zhuhai Hospital (Jinwan Central Hospital of Zhuhai), Zhuhai, China.
Yameng Wu *Department of Urology, Fuyang Hospital of Anhui Medical University, Fuyang, China.
Yang WangDepartment of Urology, Guangdong Provincial People's Hospital, Zhuhai Hospital (Jinwan Central Hospital of Zhuhai), Zhuhai, China.
Hua YangDepartment of Urology, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Meisheng ZhangDepartment of Urology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China.
Hengxing ZhuDepartment of Urology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China.
Xiaoke ChenDepartment of Urology, Guangdong Provincial People's Hospital, Zhuhai Hospital (Jinwan Central Hospital of Zhuhai), Zhuhai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Increasing evidence has demonstrated that exposure to environmental heavy metals harms human health. However, information regarding the impact of co-exposure to metal mixtures on the risk of overactive bladder (OAB) was limited. Our study aimed to explore the joint effects of blood heavy metal mixtures on OAB risk. Methods: Data for this study were obtained from four National Health and Nutrition Examination Survey cycles (2011-2018). The effects of single metals on OAB risk were explored using multivariate logistic regression. Additionally, we used weighted quantile sum (WQS), quantile-based g computation (qgcomp), and Bayesian kernel machine regression (BKMR) models to explore the combined effect of metal mixtures on OAB risk. Age-stratified subgroup analyses were conducted, and restricted cubic splines (RCS) were utilized to investigate the non-linear relationship between metals and OAB. Results: A total of 4,183 individuals aged 20-80 years were included for further study. Among them, 866 (20.7%) participants had OAB. OAB patients had significantly higher blood concentrations of cadmium (Cd) and lead and lower blood concentrations of selenium and manganese than those without OAB (all Conclusion: Our study identified that co-exposure to heavy metal mixtures was significantly related to OAB risk. Further research prioritizing low-dose, real-world exposure to metal mixtures in vulnerable populations (e.g., older adult, high-risk occupations) is essential to translate our findings into preventive strategies and regulatory policies.

Indexed as

Environmental ExposureMetals, HeavyUrinary Bladder, OveractiveAdultAgedAged, 80 and overCadmiumCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysRisk FactorsUnited StatesYoung AdultCadmiumMetals, Heavyco-exposureheavy metalsmixtureNHANESoveractive bladder

Identifiers

PMID40535431
PMCPMC12174091

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.