Evidence map›Paper›PMID 41851783›Full record

ArticleNutrition journal2026

The association of multiple whole blood metals with hypertension prevalence and blood pressure among general Chinese adults.

Yurong Xiong, Jiajing Xu, Jingyi Wang, Ruikun He, Mengyan Hu, An Pan, Limiao Jiang

Abstract read
In one paragraph

Article in Nutrition journal, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Yurong XiongDepartment of Epidemiology and Biostatistics, MOE Key Lab of Environment and Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Road, Wuhan, 430030, China.
Jiajing XuDepartment of Epidemiology and Biostatistics, MOE Key Lab of Environment and Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Road, Wuhan, 430030, China.
Jingyi WangDepartment of Epidemiology and Biostatistics, MOE Key Lab of Environment and Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Road, Wuhan, 430030, China.
Ruikun HeBYHEALTH Institute of Nutrition & Health, No.3 Kehui 3rd Street, No.99 Kexue Avenue Central, Guangzhou, 510663, China.
Mengyan HuDepartment of Epidemiology and Biostatistics, MOE Key Lab of Environment and Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Road, Wuhan, 430030, China.
An PanDepartment of Epidemiology and Biostatistics, MOE Key Lab of Environment and Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Road, Wuhan, 430030, China.
Limiao JiangDepartment of Epidemiology and Biostatistics, MOE Key Lab of Environment and Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Road, Wuhan, 430030, China. limiao_jiang@hust.edu.cn.

Funding

the Chinese Academy of Sciences KJZD-EW-G20-01the National Key Research and Development Program of China 2022YFC2702905the National Natural Science Foundation of China 82325043 and 82192902the Natural Science Foundation of Hubei Province, China 2022CFB308
6 · The paper itself

Abstract

backgroundEpidemiological associations between multiple metals exposure and hypertension or blood pressure remain limited and inconclusive, especially for essential metals. This investigation intended to examine the individual and collective effects of multiple metals on hypertension and blood pressure in general Chinese adults.

methodsWhole blood levels of 8 essential metals and 3 nonessential metals were determined via inductively coupled plasma mass spectrometry in 867 adults from Shiyan, China. Multivariable logistic/linear regression, restricted cubic spline regression, weighted quantile sum (WQS) regression and Bayesian kernel machine regression (BKMR) analyses were employed for exploring associations of individual metals or metal mixtures with hypertension prevalence and blood pressures.

resultsIn total, 239 participants (29.5%) were identified as being hypertensive. Multivariable logistic regression models indicated that magnesium and iron were positively, while calcium was inversely, associated with hypertension prevalence, with odds ratios (95% CI) of 2.19 (1.36, 3.54), 2.70 (1.62, 4.50), and 0.58 (0.35, 0.94) respectively for extreme-tertile comparisons. Multivariable linear regression analysis demonstrated a positive association of iron with mean arterial pressure, showing a β (95% CI) of 2.70 (0.88, 4.51) for extreme-tertile comparison. Both WQS regression and BKMR models demonstrated a positive collective effect of eleven metals on hypertension, with magnesium and iron being the top contributors. The WQS regression model also showed a positive combined effect of metal mixtures on systolic blood pressure and mean arterial pressure. BKMR analyses further indicated that the eight essential metals presented a stronger association with hypertension or blood pressure than the three nonessential metals.

conclusionThe present study demonstrated positive associations between multiple metals (individually or collectively) and hypertension or blood pressure among general Chinese adults, with essential metals magnesium and/or iron as major contributors. It may present useful epidemiological evidence on the pathogenesis and prevention of hypertension.

Indexed as

Blood PressureHypertensionMetalsAdultCalciumChinaCross-Sectional StudiesEast Asian PeopleFemaleHumansIronLogistic ModelsMagnesiumMaleMiddle AgedPrevalenceCalciumIronMagnesiumMetalsBlood pressureEpidemiologyEssential metalsHypertensionJoint effectMetal mixtures

Identifiers

PMID41851783
PMCPMC13112768

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.