Evidence map›Paper›PMID 40759697›Full record

ArticleScientific reports2025

Frailty index is positively associated with stroke risk in nationally representative cohorts from the united States and China.

Xiaofeng Zhang, Lingjia Yang, Zhenhua Jin, Weili Li, Haiying Xiang, Wenshi Wang, Feng Liang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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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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

9 citing papers in PubMed.

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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

7 authors.

Xiaofeng ZhangCenter for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Shangtang road NO.158, Hangzhou, 310014, Zhejiang, China.
Lingjia YangFirst People's Hospital of Xiaoshan District, Hangzhou, 311201, Zhejiang, China.
Zhenhua JinCenter for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Shangtang road NO.158, Hangzhou, 310014, Zhejiang, China.
Weili LiCenter for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Shangtang road NO.158, Hangzhou, 310014, Zhejiang, China.
Haiying XiangCenter for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Shangtang road NO.158, Hangzhou, 310014, Zhejiang, China.
Wenshi WangCenter for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Shangtang road NO.158, Hangzhou, 310014, Zhejiang, China.
Feng LiangCenter for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Shangtang road NO.158, Hangzhou, 310014, Zhejiang, China. liangfeng@hmc.edu.cn.

Funding

Medical Science and Technology Project of Zhejiang Province No. 2021KY457Medical Science and Technology Project of Zhejiang Province No.2023KY481Natural Science Foundation of Zhejiang Province LGF21H170005Project of Zhejiang Administration of Traditional Chinese Medicine 2024ZL269
6 · The paper itself

Abstract

Frailty has been linked to adverse health outcomes, but its relationship with stroke remains insufficiently understood in general populations. In this study, we examined the association between frailty and stroke using two nationally representative cohorts: the U.S. National Health and Nutrition Examination Survey (NHANES) and the China Health and Retirement Longitudinal Study (CHARLS). Frailty was assessed using a multidimensional frailty index, analyzed both continuously and by category. Weighted logistic regression and restricted cubic spline models were applied. We found that higher frailty index scores were associated with greater odds of stroke in both populations, independent of demographic and clinical risk factors. The association appeared remained consistent in multiple sensitivity and subgroup analyses. Each 0.1-unit increase in the frailty index was associated with a 2.90-fold and 1.78-fold higher odds of stroke in NHANES and CHARLS, respectively. While CHARLS provides prospective evidence supporting the temporal relationship between frailty and stroke, the cross-sectional nature of NHANES limits causal inference. Overall, these findings suggest that frailty may be a useful marker for identifying individuals at higher risk of stroke. Further research is needed to validate its predictive utility and to explore whether modifying frailty can help reduce stroke incidence, particularly in aging populations.

Indexed as

FrailtyStrokeAgedAged, 80 and overChinaCross-Sectional StudiesFemaleHumansLongitudinal StudiesMaleMiddle AgedNutrition SurveysRisk FactorsUnited StatesFrailty indexLongitudinal China health and retirement longitudinal study.National health and nutrition examination surveyStroke

Identifiers

PMID40759697
PMCPMC12322301

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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.