Evidence map›Paper›PMID 41402958›Full record

ArticleBMC public health2025

Effect of environmental exposure on the economic burden of influenza and pneumonia: case study of a cold industrial city in China.

Huanhuan Jia, Shuqi Xu, Chunxia Miao, Yun Zhao, Xiaokang Song, Shang Gao, Xihe Yu

Abstract read
In one paragraph

Article in BMC 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

7 authors.

Huanhuan JiaSchool of Management, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China.
Shuqi XuSchool of Management, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China.
Chunxia MiaoSchool of Management, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China.
Yun ZhaoSchool of Management, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China.
Xiaokang SongSchool of Management, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China.
Shang GaoSchool of Public Health, Jilin University, No. 1163, Xinmin Street, Changchun City, Jilin Province, China.
Xihe YuSchool of Public Health, Jilin University, No. 1163, Xinmin Street, Changchun City, Jilin Province, China. xhyu@jlu.edu.cn.

Funding

Humanities and Social Science Fund of Ministry of Education of China 24YJCZH111
6 · The paper itself

Abstract

backgroundExposure to air pollutants and low temperatures significantly impacts respiratory health. However, quantitative evidence on the economic burden attributable to these environmental exposures. This study aims to quantify the impact of air pollutants and temperature on hospitalization costs for influenza and pneumonia in Changchun, a representative cold industrial city in China.

methodsWe analyzed inpatient data (2017-2020) for influenza and pneumonia from major hospitals, alongside daily meteorological and air pollutant data. Generalized Additive Models (GAM) and Distributed Lag Non-linear Models (DLNM) were employed to assess the associations of pollutant concentrations and temperature with hospitalization costs, respectively, while controlling for confounding factors.

resultsAmong 162,621 respiratory inpatients, influenza and pneumonia accounted for 75,113 cases (46.19%) and 990.21 million yuan in costs (41.29%). A 10 µg/m³ increase in PM₂.₅ and SO₂ was associated with immediate cost increases of 0.89% (95% CI: 0.66%, 1.11%) and 3.02% (95% CI: 2.03%, 4.02%), respectively. Extreme cold temperatures (below - 17.91 °C) led to a significant 6.01% (95% CI: 2.02%, 10.16%) increase in same-day costs, with a peak cumulative increase of 33.55% over lag 0-8 days. Children, the elderly, and males were identified as high-risk populations.

conclusionsThis pioneering study provides the first economic burden assessment of environmental exposures on respiratory diseases in China's cold industrial regions, quantifying the substantial cost impacts of air pollutants and extreme cold. Our findings underscore the urgent need for targeted emission control policies, public health interventions during cold waves, and prioritized protection for vulnerable demographics to alleviate the economic burden of respiratory diseases.

Indexed as

Cold TemperatureCost of IllnessEnvironmental ExposureHospitalizationInfluenza, HumanPneumoniaAdolescentAdultAgedAir PollutantsAir PollutionChildChild, PreschoolChinaCitiesFemaleAir PollutantsAir pollutionInfluenza and pneumoniaInpatientsTemperature

Identifiers

PMID41402958
PMCPMC12822176

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.