ArticleFrontiers in endocrinology2023
Assessing the usefulness of a newly proposed metabolic score for visceral fat in predicting future diabetes: results from the NAGALA cohort study.
Article in Frontiers in endocrinology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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26 citing papers in PubMed, 28 citations in OpenAlex.
- Antioxidants in Menopausal Transition and Male Late-Onset Hypogonadism for the Prevention of Diabetes.Antioxidants (Basel, Switzerland) · 2026Review
- Association between METS-VF and hypertension in U.S.: a cross-sectional analysis of NHANES data.Scientific reports · 2026Article
- Visceral fat metabolism score and cardiovascular-kidney-metabolic syndrome stages in all-cause and cause-specific mortality: insights from UK Biobank.Nutrition & metabolism · 2026Article
- Metabolic score for visceral fat profiles and incident cardiovascular disease in adults with CKM syndrome stages 0-3: a CHARLS longitudinal study.BMC cardiovascular disorders · 2026Article
- Mean arterial pressure is not associated with type 2 diabetes mellitus in Japan: a secondary retrospective analysis.BMC endocrine disorders · 2026Article
- Development and validation of a multimodal interpretable machine learning model for the identification of osteoporosis in patients with type 2 diabetes mellitus: a multicenter retrospective study.Frontiers in endocrinology · 2026Article
- Metabolic score for visceral fat as a superior predictor of frailty in overweight and obese adults: a cross-sectional NHANES analysis (2007-2020).Diabetology & metabolic syndrome · 2025Article
- Association of metabolic score for visceral fat (METS-VF) with lumbar spine bone mineral density in US adults.Scientific reports · 2025Article
- The correlation between different metabolic scores and the risk of cardiometabolic comorbidities in hypertensive patients.Scientific reports · 2025Article
- Association between metabolic score for visceral fat and psoriasis: findings from NHANES.European journal of medical research · 2025Article
- Bridging the gap in obesity research: A consensus statement from the European Society for Clinical Investigation.European journal of clinical investigation · 2025Review
- Association of visceral fat metabolic score with bone mineral density and osteoporosis: a NHANES cross-sectional study.Journal of health, population, and nutrition · 2025Article
- Metabolic score for visceral fat is correlated with all-cause and cardiovascular mortality among individuals with non-alcoholic fatty liver disease.BMC gastroenterology · 2025Article
- Comparison of the predictive value of 17 anthropometric in-dices for the prevalence of metabolic syndrome among Chinese residents: a cross-sectional study.Diabetology & metabolic syndrome · 2025Article
- Correlation Between Metabolic Score for Visceral Fat and Cardiovascular-Kidney-Metabolic Syndrome: Analysis of NHANES 2011-2020.Healthcare (Basel, Switzerland) · 2025Article
- Association between metabolic visceral fat score and left ventricular hypertrophy in individuals with type 2 diabetes.Diabetology & metabolic syndrome · 2025Article
- Association of Cumulative Exposure to Metabolic Score for Visceral Fat With the Risk of Cardiovascular Disease and All-Cause Mortality: A Prospective Cohort Study.Journal of cachexia, sarcopenia and muscle · 2025Article
- The Metabolic Score for Visceral Fat (METS-VF) as a predictor of diabetes mellitus: Evidence from the 2011-2018 NHANES study.PloS one · 2025Article
- Association of Metabolic Score for Visceral Fat (METS-VF) with Gout Risk in Patients with Hypertension and Hyperuricemia: A Multicenter Study Based on the Chinese Population.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Association of visceral fat metabolism score with risk of rheumatoid arthritis in US adults.Frontiers in nutrition · 2025Article
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: Visceral adipose tissue assessment holds significant importance in diabetes prevention. This study aimed to explore the association between the newly proposed Metabolic Score for Visceral Fat (METS-VF) and diabetes risk and to further assess the predictive power of the baseline METS-VF for the occurrence of diabetes in different future periods. Methods: This longitudinal cohort study included 15,464 subjects who underwent health screenings. The METS-VF, calculated using the formula developed by Bello-Chavolla et al., served as a surrogate marker for visceral fat obesity. The primary outcome of interest was the occurrence of diabetes during the follow-up period. Established multivariate Cox regression models and restricted cubic spline (RCS) regression models to assess the association between METS-VF and diabetes risk and its shape. Receiver operating characteristic (ROC) curves were used to compare the predictive power of METS-VF with body mass index (BMI), waist circumference (WC), waist-to-height ratio (WHtR), and visceral adiposity index (VAI) for diabetes, and time-dependent ROC analysis was conducted to assess the predictive capability of METS-VF for the occurrence of diabetes in various future periods. Results: During a maximum follow-up period of 13 years, with a mean of 6.13 years, we observed that the cumulative risk of developing diabetes increased with increasing METS-VF quintiles. Multivariable-adjusted Cox regression analysis showed that each unit increase in METS-VF would increase the risk of diabetes by 68% (HR 1.68, 95% CI 1.13, 2.50), and further RCS regression analysis revealed a possible non-linear association between METS-VF and diabetes risk ( Conclusion: METS-VF, a novel indicator for assessing visceral adiposity, showed a significantly positive correlation with diabetes risk. It proved to be a superior risk marker in predicting the future onset of diabetes compared to other general/visceral adiposity indicators, particularly in forecasting medium- and long-term diabetes risk.
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