Evidence map›Paper›PMID 41450525›Full record

ArticleFrontiers in public health2025

Association between low-concentration PM

Jiadong Zhang, Ying Wang, Zhao Li, Jichao Peng, Lifeng Dai, Nan Li, Yang Yi, Xiaoran Liu

Abstract read
In one paragraph

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.

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. Article
  2. 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

8 authors.

Jiadong Zhang *The First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.
Ying Wang *The First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.
Zhao Li *Haikou Affiliated Hospital of Central South University Xiangya School of Medicine, Haikou, Hainan, China.
Jichao PengCollege of Public Health, Hainan Medical University, Haikou, Hainan, China.
Lifeng DaiCollege of Public Health, Southeast University, Nanjing, Jiangsu, China.
Nan LiThe First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.
Yang YiThe First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.
Xiaoran LiuThe First Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Air PollutantsAir PollutionCardiovascular DiseasesEmergency Service, HospitalEnvironmental ExposureParticulate MatterAdultAgedChinaEmergency Room VisitsFemaleHumansMaleMiddle AgedAir PollutantsParticulate Matterair pollutioncirculatory system diseasesemergency department visitsPM2.5time series study

Identifiers

PMID41450525
PMCPMC12728070

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.