Obesity

Opportunistic screening for incident cardiometabolic disease in metabolically healthy non-obese individuals: a prospective cohort study

Cardiovasc DiabetolPublished Prospective cohort study

Authors' conclusion

The VAT/SAT ratio identifies MHN individuals at elevated cardiometabolic risk beyond conventional anthropometric measures, with particularly strong associations for incident diabetes.

Study context

Population
Metabolically healthy non-obese (MHN) UK Biobank participants (BMI < 30 kg/m², no diabetes or concurrent hypertension and hyperlipidemia); VAT and subcutaneous adipose tissue (SAT) quantified from whole-body MRI by deep learning
Participants
22,040 participants
Exposure
High vs low VAT/SAT ratio; VAT/SAT ratio vs waist circumference (WC) for risk classification
Outcome
Incident major adverse cardiovascular events (MACE)
Follow-up
Median 4.2 years [interquartile range 3.4-5.6]

Main finding

As reported in the abstract

Adjusted hazard ratio (95% CI)P value
High VAT/SAT ratiovs Low VAT/SAT ratioafter full adjustment
1.30(1.02–1.66)
P = 0.037
VAT/SAT ratio vs WC
Net reclassification improvement (NRI) 0.088 (95% CI 0.019–0.158); P = 0.013
Fully adjusted model + VAT/SAT vs Fully adjusted model
C-index 0.694 vs. 0.690; P = 0.036

Observational data: associations, not effects.

Secondary outcomes

OutcomeaHR (95% CI)P value
Incident T2DHigh VAT/SAT ratiovs Low VAT/SAT ratioAfter full adjustment1.77 (1.34–2.33)P < 0.001
OutcomeEstimateP value
Incident T2DVAT/SAT ratio vs WCNRI 0.102 (95% CI 0.024–0.181)P = 0.010
Incident T2DFully adjusted model + VAT/SAT vs Fully adjusted modelC-index 0.723 vs. 0.715P < 0.001

Original publication

Opportunistic screening for incident cardiometabolic disease in metabolically healthy non-obese individuals: a prospective cohort study. Cardiovasc Diabetol. Published 1 July 2026. doi:10.1186/s12933-026-03265-2

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