Evidence map›Paper›PMID 40759468›Full record

ArticleHeart (British Cardiac Society)2026

Population attributable risk of traditional, under-recognised and female-specific factors for heart failure in women.

Shiyi Shan, Weidi Sun, Jing Wu, Yajie Zhu, Peige Song

Abstract read
In one paragraph

Article in Heart (British Cardiac Society), 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Shiyi ShanCenter for Clinical Big Data and Statistics of the Second Affiliated Hospital Zhejiang University School of Medicine, School of Public Health Zhejiang University School of Medicine, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Weidi SunCenter for Clinical Big Data and Statistics of the Second Affiliated Hospital Zhejiang University School of Medicine, School of Public Health Zhejiang University School of Medicine, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Jing WuCenter for Clinical Big Data and Statistics of the Second Affiliated Hospital Zhejiang University School of Medicine, School of Public Health Zhejiang University School of Medicine, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Yajie ZhuSchool of Information Science and Technology, Hangzhou Normal University, Hangzhou Normal University, Hangzhou, Zhejiang, China.
Peige SongCenter for Clinical Big Data and Statistics of the Second Affiliated Hospital Zhejiang University School of Medicine, School of Public Health Zhejiang University School of Medicine, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China peigesong@zju.edu.cn.ORCID 0000-0002-0196-9759

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHeart failure (HF) imposes a major health burden on women. While traditional (well-established) risk factors are well studied, less attention has been given to psychosocial, environmental and female-specific reproductive risk factors. This study quantifies the contribution of these risk domains to incident HF in women.

methodsWe included 233 125 women from the UK Biobank with a median follow-up of 13.7 years. 22 risk factors were grouped as well-established (eg, hypertension), under-recognised (eg, depression, socioeconomic deprivation) or female-specific (eg, early age at menopause, parity). Cox regression models and population attributable fractions (PAFs) were used to estimate HF risk and burden. Analyses were stratified by age and obesity.

resultsA total of 6077 women developed HF. The overall PAF for all risk factors was 66.0%. Hypertension had the largest individual contribution (PAF 25.3%). Well-established, under-recognised and female-specific risk factors accounted for 46.0%, 25.5% and 15.5% of HF cases, respectively. Chronic inflammatory diseases, early age at menopause and early age at first birth were key reproductive drivers. Age-stratified analyses showed the highest HF burden in women aged 55-59 years (PAF 70.0%).

conclusionA combination of modifiable, psychosocial, environmental and reproductive risk factors accounts for two-thirds of HF cases in women. Tailored, life course-oriented prevention strategies are essential to reduce this burden.

Indexed as

Heart FailureWomen's HealthAdultAgedAge FactorsFemaleHumansHypertensionIncidenceMenopauseMiddle AgedRisk AssessmentRisk FactorsSex FactorsSocioeconomic FactorsUnited KingdomHeart FailureRISK FACTORS

Identifiers

PMID40759468
PMCPMC12911610

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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.