ArticleClinical kidney journal2026
Associations of plasma concentrations of heavy metals and trace elements with estimated glomerular filtration rate and chronic kidney disease: a population-based study.
Article in Clinical kidney 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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Chronic kidney disease (CKD) is a global public health issue. Heavy metals and trace elements may influence kidney function. This study aimed to investigate the association between plasma concentrations of 24 heavy metals and trace elements and kidney function, including estimated glomerular filtration rate (eGFR) and CKD status in European adults. Methods: This study included adult participants from the Swiss Kidney Project on Genes in Hypertension cohort (2008-2013). Associations with eGFR and CKD were assessed using multivariable linear and logistic regression, and restricted cubic spline models for non-linear trends. Mixture effects were evaluated using least absolute shrinkage and selection operator for variable selection, followed by weighted quantile sum (WQS) regression. Multiple sensitivity analyses were conducted to assess robustness. Results: Of the 988 participants (mean age 47.0 years, 52.3% female), 72 (7.3%) had CKD. In multivariable linear models with continuous exposures, higher plasma tin, antimony and iodine were associated with lower eGFR, but none remained significant after false discovery rate (FDR) correction. In quartile analyses, lower eGFR was observed in the highest exposure quartile for zinc and thallium, with a borderline trend for iodine. Arsenic showed a significant non-linear relationship with eGFR, with a turning point at ≈11.7 μg/l and an estimated decline of 3.27 ml/min/1.73 m Conclusions: After FDR adjustment across 24 elements, no individual element remained associated with eGFR, whereas molybdenum remained linked to CKD. Findings involving iodine were nominal and should be considered exploratory. Longitudinal and mechanistic studies are needed to validate these observations and clarify causality.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.