Evidence map›Paper›PMID 41582607›Full record

ArticleJournal of cachexia, sarcopenia and muscle2026

Blood-Based Lead Biomarkers and Sarcopenia Indicators in Older Adults.

Aida Koni, Alvaro Santos-Cuerva, Mercedes Sotos-Prieto, Rosario Ortolá, Pablo Olmedo, Javier García-Pérez, Rebeca Ramis, Adrián Carballo-Casla, Fernando Gil, Javier González-Palacios and 6 more

Abstract read
In one paragraph

Article in Journal of cachexia, sarcopenia and muscle, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Biodegradable Hydrogels for PbGels (Basel, Switzerland) · 2026
    Review
  2. Blood-Based Lead Biomarkers and Sarcopenia Indicators in Older Adults.Journal of cachexia, sarcopenia and muscle · 2026
    Article
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

16 authors.

Aida KoniDepartment of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.
Alvaro Santos-CuervaDepartment of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.
Mercedes Sotos-PrietoDepartment of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.
Rosario OrtoláDepartment of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.
Pablo OlmedoDepartment of Legal Medicine, Toxicology, and Physical Anthropology, School of Medicine, University of Granada, Granada, Spain.
Javier García-PérezCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Rebeca RamisCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Adrián Carballo-CaslaCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Fernando GilDepartment of Legal Medicine, Toxicology, and Physical Anthropology, School of Medicine, University of Granada, Granada, Spain.
Javier González-PalaciosCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Roberto Pastor-BarriusoCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Ana Navas-AciénDepartment of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, New York, USA.
Elena Plans-BerisoCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Pablo Fernández-NavarroCIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain.
Fernando Rodríguez-ArtalejoDepartment of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.
Esther García-EsquinasDepartment of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.ORCID https://orcid.org/0000-0002-8688-5174

Funding

Carlos III Health InstituteCarlos III Health Institute and Center for Technological Development and Innovation and EU NextGeneration EU/Plan de Recuperación, Transformación y Resiliencia CPP2022-009718Carlos III Health Institute and Center for Technological Development and Innovation and EU NextGeneration EU/Plan de Recuperación, Transformación y Resiliencia PMPTA22/00107Carlos III Health Institute and Center for Technological Development and Innovation and EU NextGeneration EU/Plan de Recuperación, Transformación y Resiliencia PMPTA23/00012EU NextGeneration EU/Plan de Recuperación, Transformación y Resiliencia PLEC2022-009352European Regional Development Fund/European Social Fund 22/1111European Regional Development Fund/European Social Fund PI23CIII/00012Secretary of R+D+I
6 · The paper itself

Abstract

backgroundChronic exposure to low levels of lead (Pb) remains a widespread public health issue, especially among older adults. While its neurotoxic and cardiovascular effects are well recognized, its potential role in accelerating age-related musculoskeletal decline is less understood. Emerging evidence suggests Pb may contribute to sarcopenia, but epidemiological data, especially regarding the most informative biomarkers of exposure, are limited.

methodsWe analysed data from 11 842 participants aged ≥ 60 years across four population-based studies (NHANES III, NHANES 1999-2006, NHANES 2011-2012 and Seniors-ENRICA-2). Sarcopenia indicators included muscle strength (grip strength and chair stand test), muscle mass (dual-energy X-ray absorptiometry, calf circumference and arm circumference) and muscle function (gait speed and Short Physical Performance Battery scores). Sarcopenia was defined in the Seniors-ENRICA-2 using the European Working Group on Sarcopenia in Older People 2 criteria. Associations between Pb exposure (serum and whole blood) and sarcopenia indicators were estimated using multivariable regression and meta-analyses.

resultsPb levels were associated with residential environmental exposures such as traffic proximity, industrial emissions and soil contamination, explaining approximately 11% of variability in whole blood Pb and 9% in serum Pb. Both whole blood and serum Pb showed dose-dependent inverse associations with muscle sarcopenia indicators, including measures of strength, mass and function. Associations with lower limb outcomes were generally stronger for serum Pb compared with whole blood Pb. An interquartile range increase in serum Pb was associated with a 1.33-fold increase in the odds of confirmed or severe sarcopenia (95% CI: 1.02, 1.70), compared with a 1.20-fold increase for whole blood Pb (95% CI: 1.06, 1.36).

conclusionsEnvironmental Pb exposure is associated with detrimental effects on musculoskeletal health and contributes to sarcopenia in older adults. Serum Pb may be a more sensitive biomarker of musculoskeletal aging than whole blood Pb and should be considered in future research and surveillance strategies.

Indexed as

BiomarkersLeadSarcopeniaAgedEnvironmental ExposureFemaleHumansMaleMiddle AgedMuscle StrengthNutrition SurveysBiomarkersLeadheavy metalleadmuscle functionmuscle strengthpollutionsarcopenia

Identifiers

PMID41582607
PMCPMC12833499

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.