Evidence map›Paper›PMID 42548901›Full record

SynthesisFrontiers in cardiovascular medicine2026

Prevalence and influencing factors of cognitive frailty in patients with chronic heart failure: a meta-analysis.

Meiwan Zhang, Chen Zhou, Min Hu, Chi Tian, Jiayue Zeng

Abstract readSystematic Review
In one paragraph

Synthesis in Frontiers in cardiovascular medicine, 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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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

5 authors.

Meiwan ZhangSchool of Nursing, Jiangxi Medical College, Nanchang University, Nanchang, China.
Chen ZhouSchool of Nursing, Jiangxi Medical College, Nanchang University, Nanchang, China.
Min HuDepartment of Nursing, The Second Affiliated Hospital of Nanchang University, Nanchang, China.
Chi TianSchool of Nursing, Jiangxi Medical College, Nanchang University, Nanchang, China.
Jiayue ZengSchool of Nursing, Jiangxi Medical College, Nanchang University, Nanchang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To systematically investigate the prevalence and influencing factors of cognitive frailty in patients with chronic heart failure, and to provide evidence-based support for subsequent clinical intervention development. Methods: We retrieved relevant studies focusing on the prevalence and influencing factors of cognitive frailty in patients with chronic heart failure from Embase, Cochrane Library, PubMed, Web of Science, CINAHL, SinoMed, CNKI, VIP, and Wanfang databases. The search period covered from the inception of each database to December 2025. Two researchers independently conducted study screening, data extraction, and methodological quality assessment. Meta-analysis was performed using Stata 15.0 software. Results: Fourteen studies involving 5,127 patients with chronic heart failure were included, among which 1,875 cases of cognitive frailty were reported, and 30 risk factors were identified. Meta-analysis showed that the pooled prevalence of cognitive impairment in patients with chronic heart failure was 39.3% (95% CI: 31.0%-47.7%). Further analysis identified age, age ≥ 80 years, New York Heart Association (NYHA) classification, comorbidity burden, polypharmacy, malnutrition, and depression as significant risk factors for cognitive impairment in this population. Higher educational attainment, engaging in physical exercise ≥ 3 times per week, and regular participation in intellectual activities were confirmed as protective factors against cognitive impairment in patients with chronic heart failure. Conclusion: Current evidence confirms that cognitive impairment is highly prevalent among patients with chronic heart failure, and its occurrence is influenced by multiple modifiable and non-modifiable risk factors. Therefore, clinical healthcare providers should strengthen routine cognitive function screening for this population, and implement targeted interventions based on the identified risk factors to delay the onset of cognitive impairment and improve overall patient prognosis. Systematic Review Registration: https://www.crd.york.ac.uk/PROSPERO/view/CRD420251247352, PROSPERO CRD420251247352.

Indexed as

chronic heart failure patientscognitive frailtyinfluencing factorsmeta-analysisprevalence

Identifiers

PMID42548901
PMCPMC13429837

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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.