Evidence map›Paper›PMID 41316448›Full record

ArticleDiabetology & metabolic syndrome2025

Metabolic score for visceral fat as a superior predictor of frailty in overweight and obese adults: a cross-sectional NHANES analysis (2007-2020).

Yiming Zhan, Jeffrey William Ripley-Gonzalez, Yuhang Liu, Yang Gao, Jialing Tang, Siyao Gao

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Article in Diabetology & metabolic syndrome, 2025. 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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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Yiming ZhanDepartment of Physical Education, Central South University, No.932 South Lushan Road, Yuelu District, Changsha, 410083, P. R. China.
Jeffrey William Ripley-GonzalezNational Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China.
Yuhang LiuSchool of Physical Education and Sports, Central China Normal University, Wuhan, 430079, P. R. China.
Yang GaoDepartment of Physical Education, Central South University, No.932 South Lushan Road, Yuelu District, Changsha, 410083, P. R. China.
Jialing TangDepartment of Physical Education, Central South University, No.932 South Lushan Road, Yuelu District, Changsha, 410083, P. R. China.
Siyao GaoDepartment of Physical Education, Central South University, No.932 South Lushan Road, Yuelu District, Changsha, 410083, P. R. China. gaosiyao@csu.edu.cn.

Funding

The work was supported by the National Social Science Fund of China (No. 24CTY030). No. 24CTY030
6 · The paper itself

Abstract

backgroundThe metabolic score for visceral fat (METS-VF) integrates metabolic and anthropometric indices to assess visceral fat burden; however, its relationship with frailty remains underexplored. This study aimed to assess the relationship between the METS-VF and frailty in overweight and obese adults.

methodsWe analyzed data from 6598 overweight/obese individuals (representing 38.8 million U.S. adults) from the 2007-2020 National Health and Nutrition Examination Survey (NHANES). Frailty was determined via a 49-item frailty index. METS-VF was estimated on the basis of insulin resistance, lipid profile, waist-to-height ratio, age, and sex. Associations were evaluated via multivariate logistic regression, restricted cubic splines, and subgroup analyses. Receiver operating characteristic (ROC) curves and decision curve analysis (DCA) were used to compare the predictive performance of the METS-VF with that of the metabolic score for insulin resistance (METS-IR), waist circumference (WC), and body mass index (BMI) for frailty.

resultsThe prevalence of frailty was 13.1%. Each unit increase in the METS-VF was associated with more than a fivefold greater odds of frailty (adjusted odds ratio (OR) = 4.95; 95% CI: 3.35-7.32; P < 0.001). Compared with those in the lowest quartile, participants in Q4 had 3.39-fold greater odds of frailty (95% CI: 2.29-5.01; P < 0.001; P for trend < 0.001). ROC analysis revealed that the METS-VF had superior predictive performance for frailty (AUC = 0.685) compared with the METS-IR, WC, and BMI. DCA further indicated that METS-VF provided greater net clinical benefit across the threshold probability range of 0.15-0.35.

conclusionThe METS-VF was strongly associated with frailty in overweight/obese adults and was superior to the METS-IR, WC, and BMI in predicting frailty. These findings suggest that METS-VF may be useful for the early identification of high-risk populations, although causal inference cannot be made owing to the cross-sectional design.

Indexed as

FrailtyMETS-VFNHANESVisceral fat metabolism

Identifiers

PMID41316448
PMCPMC12664232

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.