Body Composition

Body roundness index and cardiometabolic multimorbidity: Findings from the English Longitudinal Study of Ageing.

TL;DR

Both BRI and BMI were independently and linearly associated with an increased risk of cardiometabolic multimorbidity, with BRI showing slightly stronger predictive performance than BMI.

Key Findings

During 12-15 years of follow-up, 5.9% of participants developed cardiometabolic multimorbidity (CMM).

  • 197 out of 3348 participants developed CMM
  • Study population had a mean age of 63 years with 45.1% male
  • Participants were free of major cardiometabolic conditions at baseline (2008-2009)
  • CMM was defined as having ≥2 of the following: hypertension, cardiovascular disease, diabetes, or stroke
  • Follow-up extended to 2021-2023

Higher BRI was significantly associated with increased odds of developing CMM.

  • Per 1-SD increase in BRI: OR 1.33, 95% CI 1.17-1.53
  • Top versus bottom tertile of BRI: OR 1.89, 95% CI 1.23-2.90
  • BRI was derived from height and waist circumference
  • The association was linear (p for nonlinearity >0.05)

BMI showed similar associations with CMM risk as BRI.

  • Both BRI and BMI showed linear dose-response relationships with CMM risk (p for nonlinearity >0.05)
  • Similar findings for BMI were observed as for BRI in multivariable analyses
  • Results were estimated using multivariable odds ratios and 95% confidence intervals

Adding BRI to conventional risk models modestly improved discrimination and significantly improved model fit.

  • Adding BRI improved discrimination: ΔC-index = 0.0082, p = .26
  • Adding BRI significantly improved model fit: p < .001
  • Adding BMI produced smaller gains in discrimination: ΔC-index = 0.0049, p = .46
  • BRI offered a slightly greater improvement in predictive performance compared to BMI: Δ = 0.0033, p = .40

BRI showed slightly stronger predictive performance for CMM than BMI, though the difference was not statistically significant.

  • The difference in C-index improvement between BRI and BMI was 0.0033
  • The p-value for this difference was .40, indicating it was not statistically significant
  • BRI is an anthropometric indicator of body fat and visceral adiposity
  • Evidence on the association of BRI with CMM was described as limited prior to this study

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Citation

Kunutsor S, Bhattacharjee A, Jae S, Laukkanen J. (2026). Body roundness index and cardiometabolic multimorbidity: Findings from the English Longitudinal Study of Ageing.. Nutrition, metabolism, and cardiovascular diseases : NMCD. https://doi.org/10.1016/j.numecd.2025.104475