Evidence map›Paper›PMID 41316068›Full record

ArticleBMC public health2025

Body mass index and sleep duration may regulate the effect of heavy metals on age at menopause.

Guohuan Yin, Shuanzheng Zhao, Jingtao Wu, Qun Xu

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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

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4 · The record

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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

4 authors.

Guohuan Yin *Medical Center for Rare Diseases, State Key Laboratory of Complex, Severe, and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, 100730, China.
Shuanzheng Zhao *Department of Epidemiology and Biostatistics, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking, Union Medical College, Beijing, 100005, China.
Jingtao WuMedical Center for Rare Diseases, State Key Laboratory of Complex, Severe, and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, 100730, China.
Qun XuMedical Center for Rare Diseases, State Key Laboratory of Complex, Severe, and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, 100730, China. xuqun@ibms.cams.cn.

Funding

Environmental and Health Investigation, Monitoring and Risk Assessment in Key Regions - 2019 Population Health Surveillance Data Quality Audit Project 21111011101-HJJKDC-2019-02National High Level Hospital Clinical Research Funding 2025-PUMCH-C-005Non-profit Central Research Institute Fund of Chinese Academy of Medical Sciences 2022-JKCS-11
6 · The paper itself

Abstract

backgroundHeavy metals are known endocrine disruptors that can interfere with ovarian function, but there are few epidemiological studies studying the impact of heavy metals on menopause.

methodIn this cross-sectional survey, we recruited 414 naturally postmenopausal women in the early postmenopausal stage (12 months ≤ time since last menstruation ≤ 24 months). We collected information on women's menopausal age through questionnaires. Blood concentrations of five metals, including chromium (Cr), cadmium (Cd), vanadium (V), manganese (Mn), and lead (Pb) were measured. General linear regression and Quantile g-computation model were employed to explore the individual and combined impact of heavy metals on the natural menopausal age. Finally, Bayesian kernel machine regression (BKMR) was utilized to assess the reproducibility of the result in the two aforementioned models.

resultsThe study revealed that for each unit increase in the ln-transformed Cd, the average menopausal age was delayed by 1.3 years (β = 1.30, 95% CI: 0.12, 2.48), while Pb is associated with an average advancement in menopausal age by 1.25 years (β = -1.25, 95% CI: -2.43, -0.07). Metal mixtures had no significant association on natural menopause age in Quantile g-computation. BKMR findings were consistent with the above results. Further stratified analyses indicated that the associations of Cd and Pb on natural menopausal age were significantly lower in populations with BMI < 25 kg/m2 or sleep duration ≥ 7 h.

conclusionOur study indicates that heavy metals can influence the natural menopausal age, and maintaining a healthy weight and ensuring sufficient sleep may mitigate these adverse associations. Given the cross-sectional design and reverse temporality, findings represent associations and should be interpreted with caution.

Indexed as

Body Mass IndexMenopauseMetals, HeavySleep DurationAge FactorsCross-Sectional StudiesFemaleHumansMiddle AgedMetals, HeavyAge at menopauseCombined effectMetal mixturesSleep duration

Identifiers

PMID41316068
PMCPMC12764168

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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.