Evidence map›Paper›PMID 41832436›Full record

ArticleBMC public health2026

Impact of multiple air pollutants on probable sarcopenia in the UK population: the mediating role of physical activity and biological aging.

Jiaxiang Gao, Tong Li, Yufei Gu, Ran Ding, Yue Peng, Cheng Huang, Weiguo Wang, Jun Lin

Abstract read
In one paragraph

Article in BMC public health, 2026. 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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0citing papers in PubMed
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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

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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

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Jiaxiang GaoDepartment of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, 100029, China.
Tong LiDepartment of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, 100029, China.
Yufei GuDepartment of Anesthesiology, China-Japan Friendship Hospital, Beijing, China.
Ran DingDepartment of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, 100029, China.
Yue PengDepartment of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, 100029, China.
Cheng HuangDepartment of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, 100029, China. hcheng90@outlook.com.
Weiguo WangDepartment of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, 100029, China. jointwwg@163.com.
Jun LinDepartment of Orthopaedics, The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital, Medical Center of Soochow University, Soochow University, Suzhou, Jiangsu, 215000, China. linjun@suda.edu.cn.

Funding

Elite Medical Professionals Project of China-Japan Friendship Hospital NO. ZRJY2023-QM04National High Level Hospital Clinical Research Funding NO. ZRJY2023-QM04
6 · The paper itself

Abstract

backgroundEmerging evidence links air pollution to probable sarcopenia (PSA), yet combined effects of multiple pollutants and their mediating pathways remain unclear. We aimed to evaluate both individual and combined effects of air pollutants on PSA, and to explore mediating roles of physical activity and biological aging.

methodsData from 211,808 UK Biobank participants were analyzed. PSA was defined by the EWGSOP criteria. Annual average concentrations of nitrogen oxides (NOx), nitrogen dioxide (NO2), particulate matter ≤ 2.5 μm (PM2.5), particulate matter ≤ 10 μm (PM10), and coarse particles (PM2.5−10) were estimated by land use regression models. Multivariate logistic regression, weighted quantile sum (WQS) analysis, and Cox regression were employed to investigate cross-sectional, combined and longitudinal associations, respectively. Parallel mediation analyses quantified independent contributions of physical inactivity and accelerated biological aging, which was quantified by the Klemera-Doubal method (KDM-BA) and PhenoAge.

resultsIn cross-sectional analyses, each 10 µg/m³ increase in NOx (odds ratio [OR]: 1.11, 95% confidence interval [CI]): 1.08–1.14), NO2 (1.03, 1.02–1.04), PM2.5 (1.41, 1.16–1.72), and PM10 (1.35, 1.22–1.50) was associated with elevated PSA risk. The combined effects, indicated by WQS index, yielded an OR of 1.14 (95% CI: 1.11–1.17). Longitudinal analyses over 5.76 years further confirmed an increased incident risk. Physical inactivity significantly mediated the associations across both cross-sectional (7.0-10.2%) and longitudinal models (10.9%), while accelerated biological aging was significant only cross-sectionally (9.7–30.7%).

conclusionIndividual and combined exposures to air pollutants elevate PSA risk, partially mediated by physical inactivity and accelerated biological aging, underscoring the need for improved air quality, active lifestyles and healthy aging to mitigate sarcopenia burden.

Indexed as

AgingAir PollutantsAir PollutionEnvironmental ExposureExerciseSarcopeniaAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedParticulate MatterUK BiobankUnited KingdomAir PollutantsParticulate MatterAir pollutionBiological agingPhysical activitySarcopeniaUK Biobank

Identifiers

PMID41832436
PMCPMC13101363

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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.