Key result
High METS-VF linked to ~76% higher risk of new-onset CVD in metabolic syndrome.
Why the study?
Metabolic syndrome increases CVD risk, but the association between the novel metabolism score for visceral fat (METS-VF) and new-onset CVD in MetS patients required investigation.
Does a high metabolism score for visceral fat (METS-VF) predict new-onset cardiovascular disease in patients with metabolic syndrome?
Cohort (n=102,972)
Yes
Does a high metabolism score for visceral fat (METS-VF) predict new-onset cardiovascular disease in patients with metabolic syndrome?
METS-VF is a valuable independent predictor for new-onset cardiovascular disease in individuals with metabolic syndrome, offering improved risk stratification beyond traditional adiposity indices.
Background Metabolic syndrome (MetS) substantially increases cardiovascular disease (CVD) risk. The metabolism score for visceral fat (METS-VF) is a novel assessment tool that may substitute visceral adipose tissue measurement. This study investigated the association between METS-VF and new-onset CVD in MetS patients. Methods The data from two prospective cohorts: UK Biobank (UKB) and the China Health and Retirement Longitudinal Study (CHARLS). Multivariate Cox regression and restricted cubic spline (RCS) analyses assessed the association between METS-VF and new-onset CVD. The interaction between METS-VF and the CVD polygenic risk score (PRS) was analyzed in the UKB to assess genetic contributions. Receiver operating characteristic (ROC) curves, net reclassification improvement (NRI), and integrated discrimination improvement (IDI) were used to evaluate the discriminative capability of METS-VF for new-onset CVD. Subgroup analyses were performed to confirm the robustness of the results. Results A total of 101,292 individuals from the UK Biobank and 1,680 individuals from CHARLS were included. The median follow-up periods were 14.6 years in UKB and 5.0 years in CHARLS. High METS-VF was significantly associated with an increased risk of new-onset CVD in both UKB (HR = 1.63, 95% CI: 1.56–1.71) and CHARLS (HR = 2.11, 95% CI: 1.52–2.94) compared with low METS-VF. Individuals with the highest METS-VF and high genetic risk exhibited the highest risk of new-onset CVD (HR = 2.36, 95% CI: 2.14–2.61). Conclusions METS-VF is a valuable indicator for predicting new-onset CVD in individuals with MetS, providing new insights into the prevention and management of CVD in high-risk populations. Trial registration Not applicable.
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Tan et al. (2026) conducted a cohort in Metabolic syndrome (MetS) (n=102,972). High metabolic score for visceral fat (METS-VF) vs. Low METS-VF (lowest quartile) was evaluated on New-onset cardiovascular disease (CVD) (HR 1.76, 95% CI 1.40-2.21, p=<0.001). High metabolic score for visceral fat (METS-VF) was significantly associated with an increased risk of new-onset cardiovascular disease in patients with metabolic syndrome (pooled HR 1.76).
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