Evidence map›Paper›PMID 41767884›Full record

ArticleSSM - population health2026

The role of cardiovascular risk factors on educational and regional inequalities in mortality in Spain 2016-2022: An analysis using multiple causes of death.

Enrique Pérez-Miguel, Sergi Trias-Llimós

Abstract read
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Article in SSM - population health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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

2 authors.

Enrique Pérez-MiguelCentre d'Estudis Demogràfics (CED), Centres de Recerca de Catalunya (CERCA), Carrer de Ca n'Altayó, Edifici E2, Universitat Autònoma de Barcelona, Bellaterra, 08193, Spain.
Sergi Trias-LlimósCentre d'Estudis Demogràfics (CED), Centres de Recerca de Catalunya (CERCA), Carrer de Ca n'Altayó, Edifici E2, Universitat Autònoma de Barcelona, Bellaterra, 08193, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cardiovascular (CVD) mortality is a key component of life expectancy dynamics. CVD mortality is influenced by well-established risk factors and inequalities across and within sub-populations exist. This paper assesses the role of risk factors on educational and regional inequalities in CVD and all-cause mortality in Spain and its regions (2016-2022). Methods: Using multiple cause-of-death mortality data, we examine two indicators of CVD mortality: 1) Deaths with CVDs as the underlying cause (CVD mortality); and 2) deaths with CVDs as the underlying cause and a mention in the death certificate of any of the following risk factors: diabetes, chronic kidney disease, obesity, lipidemias and hypertension (CVD mortality with risk factors). We use Poisson models to estimate Relative Index of Inequalities (RII) and counterfactual scenarios to estimate potential gains in life expectancy at age 35 resulting from eliminating educational and regional inequalities in risk factors associated with CVDs. Results: CVD deaths with any mentions of risk factors contributed to approximately one-third of CVD deaths and were strongly associated with CVD mortality and CVD mortality inequalities, especially among females. Eliminating inequalities in risk factors associated with CVDs would yield gains in life expectancy (for Spain: 0.19 years among females, 0.14 years among males), with regional variation. These gains were higher than expected compared to its relative weight on CVD and all-cause mortality. Conclusions: Our results suggest that targeting well-established risk factors is an effective strategy for regional health policies, to improve overall life expectancy and CVD mortality and to reduce socioeconomic inequalities.

Identifiers

PMID41767884
PMCPMC12936472

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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.