Evidence map›Paper›PMID 41193986›Full record

Observational studyBMC geriatrics2025

Air pollution and hip fracture risk in older people: a multi-center time-series DLNM study.

Shihang Liu, Wei Chen, Yuening Han, Luqin Di, Shuai Zhou, Qian Xiao, Guangzhao Hou, Yan Wang, Wenjing Li, Jiaheng Shi and 4 more

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in BMC geriatrics, 2025. 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

14 authors.

Shihang Liu *The Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Wei Chen *The Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Yuening Han *Economic Development Institute of Nankai University, No.94 Weijin Road, Tianjin, 300100, P.R. China.
Luqin DiThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Shuai ZhouThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Qian XiaoThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Guangzhao HouThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Yan WangThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Wenjing LiThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Jiaheng ShiSchool of Public Health, Hebei Medical University, No.361 Zhongshan East Road, Shijiazhuang, 050017, P.R. China.
Juan WangThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Qi ZhangThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China.
Yingze ZhangThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China. dryzzhang@126.com.
Hongzhi LvThe Third Hospital of Hebei Medical University, No.139 Ziqiang Road, Shijiazhuang, 050051, P.R. China. 190099199@qq.com.

Funding

2025 government-funded clinical medicine talent cultivation project ZF2025136Beijing-tianjin-hebei Basic Research Cooperation project J230007The National Natural Science Youth Foundation of China 82102584
6 · The paper itself

Abstract

objectiveTo investigate the impact of air pollutants on the incidence of hip fractures among older hospitalized patients in Hebei Province.

methodsThis epidemiological study was conducted across multiple hospitals in Hebei Province over a five-year period, focusing on older people with hip fractures. A generalized linear model (GLM) and a generalized additive model (GAM) were applied to identify potential factors influencing hospitalization risk. To evaluate the association between exposure to air pollutants (PM2.5, PM10, NO2 SO2, CO, and O3) and the incidence of hip fractures, a distributed lag nonlinear model (DLNM) based on the GLM framework was employed to account for lag effects. Air quality data were obtained from fixed monitoring stations within the environmental monitoring networks of each city. The selection of monitoring sites strictly followed national standards, ensuring locations were distant from major roads, industrial emission sources, and clusters of high-rise buildings, while avoiding direct residential coal-burning emissions. This ensured that the air pollutant measurements accurately reflected regional pollution levels. Natural cubic spline functions and categorical variables were incorporated to adjust for long-term trends, seasonality, and day-of-week effects. Sensitivity analyses were performed by varying the degrees of freedom (6-8 df per year) for the time trend to assess the robustness of the results.

resultsThe study included 16,765 older hip fracture patients with an average age of 77.33 ± 7.60 years; the majority were female (7,216 cases, 68.50%). Using the P50 concentration of air pollutants as a reference, each 10 µg/m³ increase in PM2.5, PM10, and NO2 concentrations over 1 day (or a 0.1 mg/m³ increase in CO) was linked to a higher risk of hip fractures (PM2.5: RR = 1.02, 95% CI: 1.012, 1.027; PM10: RR = 1.017, 95% CI: 1.013, 1.023; NO2: RR = 1.068, 95% CI: 1.049, 1.088). Cumulative 12-day exposure to SO2 and CO increased hospitalization risk (SO2: RR = 1.19, 95% CI: 1.12, 1.28; CO: RR = 1.035, 95% CI: 1.027, 1.044). A 14-day cumulative lag showed that SO2 levels between 0 and 6 µg/m³ significantly increased the likelihood of hospitalization.

conclusionShort-term and cumulative exposure to air pollutants, including PM2.5, PM10, SO2, CO, and NO2 may be associated with an increased risk of hospitalization for hip fractures in older people. It should be noted that, as an observational study, the potential influence of unmeasured confounding factors cannot be excluded.

Indexed as

Air PollutantsAir PollutionEnvironmental ExposureHip FracturesAgedAged, 80 and overChinaEnvironmental MonitoringFemaleHospitalizationHumansIncidenceMaleParticulate MatterRisk FactorsTime FactorsAir PollutantsParticulate MatterAir pollutionDistributional lag nonlinear modelHip fracture

Identifiers

PMID41193986
PMCPMC12587710

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LicenceCC BY-NC-ND
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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.