Evidence map›Paper›PMID 42646609›Full record

ArticleMedical sciences (Basel, Switzerland)2026

Regional Disparities in Stroke Hospitalization and Mortality Associated with Long-Term Fine Particulate Matter Exposure: A Nationwide Ecological Study in Spain.

José María Ramírez-Moreno, Víctor Martín Hernández, Andrea Parejo Olivera, Noelia Valverde Mata, Marina Mesa Hernández, Pablo Macías Sedas, Ana Maria Roa Montero, María José Gómez Baquero, David Ceberino Muñoz, David Tena Mora

Abstract read
In one paragraph

Article in Medical sciences (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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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

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

José María Ramírez-MorenoStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.ORCID 0000-0001-5061-1510
Víctor Martín HernándezPneumology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
Andrea Parejo OliveraStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
Noelia Valverde MataStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
Marina Mesa HernándezStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
Pablo Macías SedasStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
Ana Maria Roa MonteroStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
María José Gómez BaqueroStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.
David Ceberino MuñozStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.ORCID 0000-0002-0992-4432
David Tena MoraStroke Center, Neurology Department, University Hospital of Badajoz, 06080 Badajoz, Extremadura, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND/

objectivesStroke remains a leading cause of death and disability globally, with considerable regional heterogeneity in incidence and mortality reflecting differences in classical vascular risk factors and environmental determinants. Fine particulate matter (PM2.5) is an established modifiable environmental risk factor, yet its association with regional stroke disparities remains understudied in Mediterranean European contexts. We examined regional differences in stroke hospitalization and mortality and their ecological associations with long-term air-pollution exposure across Spain's 17 autonomous communities from 2013 to 2021.

methodsWe conducted a nationwide longitudinal ecological study using aggregated stroke indicators from INCLASNS and ambient air-pollution data from MITECO. The dataset comprised 306 sex-specific region-year observations. The primary outcome was the age-standardized hospitalization rate (ASHR); secondary outcomes were CHR, CMR, ASMR, CFR, and IMI. Associations were assessed using correlation analyses, temporal trends, regional comparisons, and multivariable regression. Sex-stratified analyses were considered exploratory because pollutant concentrations were measured at the regional-year level and were not sex-specific.

resultsMean ASHR was 20.1 ± 5.4 per 10,000 population, with marked regional variation. PM2.5 showed the largest positive ecological correlation with ASMR among all pollutants examined (r = 0.264,

conclusionsPM2.5 was weakly associated with ASMR, whereas associations with hospitalization and other pollutants were small and inconsistent. These ecological findings do not support causal or individual-level inference and warrant confirmation using higher-resolution exposure and individual-level data.

Indexed as

Environmental ExposureHospitalizationParticulate MatterStrokeAir PollutionFemaleHumansLongitudinal StudiesMaleRisk FactorsSpainParticulate Matterair pollutionecological studyhospitalizationmortalityparticulate matterPM2.5regional disparitiessex differencesSpainstroke

Identifiers

PMID42646609
PMCPMC13515196

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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.