ArticleFrontiers in public health2025
Association between low-concentration PM
Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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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.
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Who cites it
2 citing papers in PubMed.
- Manufacturing green transformation improves public health in China.Scientific reports · 2026Article
- Daily changes in fine particulate matter are associated with acute myocardial infarction hospitalizations: an individual-level time-stratified case-crossover study in Zhongshan, China.Frontiers in public health · 2026Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Substantial epidemiological evidence suggests that both short- and long-term exposure to fine particulate matter (PM₂.₅) increases cardiovascular disease (CVD) risk. However, uncertainty persists regarding the cardiovascular effects of low-level PM₂.₅ exposure. This study aimed to clarify the association between PM₂.₅ and CVD morbidity in Haikou, China. Methods: A time-series design with Distributed Lag Non-linear Models (DLNMs) was employed to assess the short-term associations between PM₂.₅ exposure and daily CVD-related emergency department (ED) visits across three major hospitals in Haikou (2018-2021), with stratified analyses by sex and age. Results: Among 988,020 total ED visits, 69,099 (7.0%) were CVD-related. Our analyses revealed a distinctive three-phase, S-shaped nonlinear association between short-term PM₂.₅ exposure and emergency CVD visits, characterized by pronounced lag effects. Specifically, the risk of CVD exhibited an initial decline, followed by an increase and subsequent attenuation at higher concentrations. Discussion: We propose that this complex pattern reflects a balance between adaptive hormetic responses at low exposures, toxic effects at moderate levels, and behavioral adaptations during high pollution episodes. These findings underscore that maintaining PM₂.₅ concentrations within a moderate range may yield greater public health benefits in low-pollution regions like Haikou, offering critical guidance for refining air quality standards and preventive interventions.
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