Evidence map›Paper›PMID 40579064›Full record

ArticleJACC. Advances2025

Changes in Frailty and Cardiometabolic Disease: Evidence From a Longitudinal Cohort Study and Genetic Analysis.

Wenjie Wang, Kexin Wang, Guangyuan Chen, Jialong Niu, Yixuan Liu, Zhongke Wang, Hailong Ge

Abstract read
In one paragraph

Article in JACC. Advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Wenjie WangDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
Kexin WangDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
Guangyuan ChenThe First Hospital of Harbin, Harbin, Heilongjiang, China.
Jialong NiuDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
Yixuan LiuDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
Zhongke WangDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
Hailong GeDepartment of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China. Electronic address: azccmu@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardiometabolic diseases (CMD) include coronary heart disease, stroke, and diabetes. Patients who have ≥2 CMD are defined as cardiometabolic multimorbidity (CMM). CMD and CMM have been associated with frailty, but studies are limited.

objectivesThe aim of this study was to examine the association between frailty index (FI), changes in frailty, and risks of CMD and CMM.

methodsData were obtained from the China Health and Retirement Longitudinal Study. Frailty status was classified into 3 categories: robust (FI ≤0.1), pre-frail (FI 0.1-0.25), and frail (FI ≥0.25). Total FI and change in FI (ΔFI) were divided into 3 tertiles. Mendelian randomization was used to clarify the relationship between FI and CMD from a genetic perspective.

resultsA total of 10,022 patients were included (female: 54.0%, median age: 57 years). Robust subjects who progressed to pre-frail/frail status had significantly increased risks of CMD (HR: 1.67, 95% CI: 1.46-1.92) and CMM (HR: 1.80, 95% CI: 1.30-2.50). Participants in the tertile 2 (HR: 1.48, 95% CI: 1.31-1.66) and tertile 3 of the total FI group (HR: 2.11, 95% CI: 1.87-2.37) had increased risks of developing CMD, compared with tertile 1. Participants in the upper tertile of the ΔFI group had higher risks of CMD (HR: 1.61, 95% CI: 1.44-1.80) and CMM (HR: 2.07, 95% CI: 1.61-2.66) than those in the first tertile.

conclusionsProgression of frailty status elevates CMD and CMM risks. Higher total FI and ΔFI were also related to increased risks of CMD and CMM.

Indexed as

cardiometabolic diseasescardiometabolic multimorbidityCHARLSepidemiologyfrailtyMendelian randomization

Identifiers

PMID40579064
PMCPMC12277634

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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.