Key result
Novel adiposity indices worsen 10-year mortality risk reclassification compared to traditional BMI and waist circumference.
Why the study?
Current CKM staging criteria primarily rely on BMI, which can both underestimate and overestimate adiposity and cardiometabolic risk. It remained unclear whether novel adiposity indices like waist circumference, body roundness index, and waist-to-height ratio could better optimize risk stratification in CKM stage 0-3.
Does substituting waist circumference with waist-to-height ratio or body roundness index improve 10-year all-cause and cardiovascular mortality risk reclassification in adults with CKM syndrome stage 0-3?
Cohort (n=16,069)
Yes
Does substituting waist circumference with waist-to-height ratio or body roundness index improve 10-year all-cause and cardiovascular mortality risk reclassification in adults with CKM syndrome stage 0-3?
Novel adiposity indices (WHtR and BRI) do not provide incremental reclassification value over traditional BMI and waist circumference for 10-year mortality in CKM stage 0-3 and may erroneously up-classify low-risk patients.
Should not yet change routine CKM adiposity staging; leaves open which alternative anthropometric metrics beyond BMI meaningfully improve clinical mortality risk reclassification.
Background Cardiovascular-Kidney-Metabolic (CKM) syndrome is a leading determinant of premature morbidity and mortality worldwide. Currently, the CKM staging criteria primarily relied on body mass index (BMI) to define adiposity-related risks. However, BMI-based measures of obesity can both underestimate and overestimate adiposity thus cardiometabolic risk. Updated Lancet Commission diagnosis criteria of clinical obesity emphasized the use of alternative anthropometric criteria beyond BMI. Purpose It remains unclear whether novel indices of excessive adiposity, such as the waist circumference (WC) and body roundness index (BRI) and waist-to-height ratio (WHtR), can better optimize risk stratification in early-stage CKM. We aimed to investigate incremental reclassification value of novel anthropometric measures in refining the current CKM syndrome stage 0-3. Methods Using nationally representative data from the National Health and Nutrition Examination Survey (NHANES, 2011-2020), we included 16,069 adult participants with CKM stage 0-3. To evaluate the incremental reclassification value of novel adiposity indices for predicting 10-year all-cause and cardiovascular mortality, we constructed three multivariable Cox proportional hazards models. All models were adjusted for an identical set of core covariates (including age, sex, BMI, hypertension, diabetes, and eGFR). Model performance was compared using Harrell’s C-index, calibration plots, and Net Reclassification Improvement (NRI). Results At baseline, participants in the high WHtR and BRI groups exhibited higher blood pressure, reduced renal function, and a higher prevalence of prediabetes. While models substituting traditional WC with WHtR or BRI maintained robust predictive performance for 10-year mortality, an important prognostic paradox emerged. Although the BRI-incorporated model yielded better overall discrimination (C-index) for both all-cause and cardiovascular mortality, substituting WC with either WHtR or BRI resulted in a negative NRI (-0.04) compared to the traditional BMI+WC model. Conclusion Despite slightly superior statistical discrimination, novel adiposity indices like WHtR and BRI fail to provide true incremental reclassification value for patients in CKM stage 0-3. These novel metrics introduce a critical clinical risk of erroneously up-classifying low-risk individuals.
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Yu et al. (2026) conducted a cohort in Cardiovascular-Kidney-Metabolic (CKM) syndrome stage 0-3 (n=16,069). Novel adiposity indices (body roundness index [BRI] or waist-to-height ratio [WHtR]) vs. Traditional BMI and waist circumference (WC) model was evaluated on 10-year all-cause and cardiovascular mortality reclassification (NRI -0.04). Substituting waist circumference with WHtR or BRI in CKM stage 0-3 yielded a negative Net Reclassification Improvement (-0.04) for 10-year mortality compared to traditional BMI+WC.
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