Evidence map›Paper›PMID 40528122›Full record

ArticleGeroScience2026

Associations of physical frailty and polygenic score with incident heart failure in cardiovascular patients: unraveling the mediating role of inflammation.

Jiajin Chen, Sicheng Li, Shichen Bu, Xiaoqing Nie, Le Zhang, Lingjun Jie, Ya Fang, Cuilian Dai, Yan Wang

Abstract read
In one paragraph

Article in GeroScience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
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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

9 authors.

Jiajin Chen *Institute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China. jiajinchen@xmu.edu.cn.ORCID 0000-0002-1253-3889
Sicheng Li *Institute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China.
Shichen Bu *Department of Cardiology, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China.
Xiaoqing NieInstitute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China.
Le ZhangInstitute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China.
Lingjun JieInstitute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China.
Ya FangNational Institute for Data Science in Health and Medicine, Center for Aging and Health Research, School of Public Health, Xiamen University, No. 4221, Xiang'an South Road, Xiamen, 361102, Fujian, China. fangya@xmu.edu.cn.
Cuilian DaiInstitute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China. cuiliand2013@126.com.
Yan WangInstitute of Cardiovascular Diseases, Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, No. 2999 Jinshan Road, Xiamen, 361006, Fujian, China. wy@medmail.com.cn.

Funding

Fujian Provincial Health Technology Project 2024QNB013National Natural Science Foundation of China 82370390National Natural Science Foundation of China 82404379Xiamen Municipal Bureau of Science and Technology 3502Z20209007Xiamen Municipal Bureau of Science and Technology 3502Z20224032Xiamen Municipal Bureau of Science and Technology 3502Z20231026Xiamen Municipal Bureau of Science and Technology 3502Z20241002
6 · The paper itself

Abstract

Older adults with established cardiovascular diseases (CVD) are at elevated risk of heart failure (HF). Frailty, a hallmark of multi-system aging, may contribute to HF development through inflammation. However, population-based evidence remains scarce. Leveraging data from 49,530 CVD patients in the UK Biobank, frailty was measured by five components: weight loss, exhaustion, low physical activity, slow walking speed, and low grip strength. We employed Cox regression models to assess the association between frailty and incident HF, and conducted mediation analyses to evaluate mediating roles of 15 inflammatory markers in this association. Furthermore, we constructed a polygenic risk score (PRS) for HF risk based on the Global Biobank Meta-analysis Initiative (N = 1,020,441), and evaluated the joint association and interaction between frailty and PRS in relation to incident HF. During a median follow-up of 13.3 years, 6293 participants developed HF. Compared to robust individuals, pre-frail (hazard ratio (HR) = 1.31 [95% CI: 1.23-1.40]) or frail (HR = 1.80 [1.64-1.98]) participants had a higher risk of HF, and the potential causality was suggested by Mendelian randomization. Such relationship was partially mediated by inflammatory markers, including interleukin-6, tumor necrosis factor-α, and C-reactive protein. Moreover, individuals with both frailty and high PRS had the greatest risk of HF (HR = 4.35 [3.74-5.06]), with a relative excess risk due to interaction of 1.39, accounting for 32% of total risk. Frailty interacts with PRS to enhance risk stratification of HF. Inflammation may mediate the frailty-HF association, suggesting the potential of anti-inflammatory interventions to mitigate HF risk in frail CVD patients.

Indexed as

Cardiovascular DiseasesFrailtyHeart FailureInflammationAgedAged, 80 and overBiomarkersFemaleFrail ElderlyHand StrengthHumansIncidenceMaleMiddle AgedRisk AssessmentRisk FactorsBiomarkersAgeingFrailtyHeart failureInflammationPolygenic risk score

Identifiers

PMID40528122
PMCPMC12972468

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.