Evidence map›Paper›PMID 42464193›Full record

SynthesisBMC public health2026

Effects of controlled, acute exposure to air pollutants on heart rate variability in humans: a meta-regression and methodological recommendations.

Cameron K Stopforth, Rachel J Keith, Emily Converse, A Tai Simpson, Lee Stoner

Abstract readMeta-Analysis
In one paragraph

Synthesis 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.

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

5 authors.

Cameron K StopforthChristina Lee Brown Envirome Institute, School of Medicine, University of Louisville, Louisville, KY, USA. cameron.stopforth@louisville.edu.ORCID 0000-0003-2256-538X
Rachel J KeithChristina Lee Brown Envirome Institute, School of Medicine, University of Louisville, Louisville, KY, USA.ORCID 0000-0003-3877-0636
Emily ConverseInternal Medicine, University of Louisville, Louisville, KY, USA.
A Tai SimpsonChristina Lee Brown Envirome Institute, School of Medicine, University of Louisville, Louisville, KY, USA.ORCID 0009-0003-1256-6896
Lee StonerScienceye, LLC, Chapel Hill, USA.ORCID 0000-0002-0682-2270

Funding

Superfund Training CoreP42ES023716 · NIEHS · UNIVERSITY OF LOUISVILLE · PI HEIN, DAVID W · 2017 to 2025
$18.1M
Urban Greenness and Cardiovascular HealthR01ES029846 · NIEHS · UNIVERSITY OF LOUISVILLE · PI Aruni Bhatnagar · 2018 to 2026
$6.2M
NIEHS NIH HHS P42 ES023716NIEHS NIH HHS P42-ES023716NIEHS NIH HHS R01 ES029846NIEHS NIH HHS R01-ES029846NIEHS NIH National Institute of Environmental Health Sciences of the National Institutes of Health T32-ES011564
6 · The paper itself

Abstract

backgroundThe consequences of air pollution on cardiovascular disease (CVD) are heavily supported. One proposed mechanism that underpins the development of many CVD-related pathologies is autonomic imbalance, which can be measured through the high frequency (HF) component of heart rate variability (HRV). Despite evidence suggesting that air pollution reduces HRV, findings remain inconsistent across varying exposure durations and study designs.

objectiveThis meta-regression addressed the question: Is there a dose-response relationship between controlled pollutant exposure duration (in hours), compared to filtered air, and autonomic imbalance (HF component of HRV) in adult humans?

methodsWe searched PubMed, Scopus, and Embase for cross-over or randomized controlled trials involving adults exposed to both a filtered air and air pollutant condition in controlled environments. These studies needed to report HF before and after exposure. Quality, bias, and certainty of evidence were assessed using the Critical Appraisal Skills Programme checklist, the Cochrane risk-of-bias 2 tool, and the Grading of Recommendations Assessment, Development and Evaluation framework, respectively. We used a restricted cubic spline (RCS) model to estimate the standardized mean difference (SMD) of exposure duration (in hours) on the HF component of HRV.

resultsThis meta-regression included u=27 studies, from which we extracted k=55 effect sizes, representing n=747 participants. The RCS modelling indicated that study-level exposure duration was negatively associated with HRV, with studies using longer exposure protocols reporting a minor pooled decrease in HRV relative to filtered air controls (SMD=-0.221 [-0.365, -0.077], p=0.003). Only study bias significantly moderated the effect of exposure hour on HRV (p=0.084). DISCUSSION: These findings suggest a duration-dependent association at the study level, with greater pooled decreases in HRV (HF) observed in studies employing exposure protocols beyond 3 hours. This work also assessed critical study design considerations including exposure duration, pollutant types, disease states, publication quality/bias, and exercise protocols to provide methodological suggestions. These recommendations are essential for reducing variation in future cross-over studies and refining CVD-related air quality policies. This meta-regression was registered with PROSPERO (CRD42023470139) and was supported in part by the National Institute of Environmental Health Sciences of the National Institutes of Health [T32ES011564; R01ES029846; P42ES023716].

Indexed as

Air PollutantsEnvironmental ExposureHeart RateAdultHumansRegression AnalysisAir PollutantsAir pollutionEnvironmental cardiologyEnvironmental exposureHeart rate variability

Identifiers

PMID42464193
PMCPMC13520154

What OpenQuestion holds

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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.