# Cardiometabolic Index, BMI, Waist Circumference, and Cardiometabolic Multimorbidity Risk in Older Adults

**Authors:** Setor K. Kunutsor, Jari A. Laukkanen

PMC · DOI: 10.3390/geriatrics11010004 · Geriatrics · 2025-12-30

## TL;DR

This study found that the cardiometabolic index (CMI) is linked to a higher risk of multiple cardiometabolic conditions in older adults, but it doesn't perform better than BMI or waist circumference.

## Contribution

The study compares the predictive power of CMI, BMI, and WC for cardiometabolic multimorbidity in older adults.

## Key findings

- Higher CMI was associated with increased cardiometabolic multimorbidity risk.
- WC showed stronger associations with cardiometabolic multimorbidity than CMI or BMI.
- Adding CMI to a model improved fit but not discrimination significantly.

## Abstract

Background/Objectives: The cardiometabolic index (CMI) is a simple anthropometric–metabolic indicator that has recently gained attention as a marker of cardiometabolic risk. This study compared the associations and predictive utility of CMI, body mass index (BMI), and waist circumference (WC) for cardiometabolic multimorbidity (CMM). Methods: Data were drawn from 3348 adults (mean age 63.5 years; 45.1% male) in the English Longitudinal Study of Ageing who were free of hypertension, coronary heart disease, diabetes, and stroke at wave 4 (2008–2009). CMI was calculated using the triglyceride-to-HDL-cholesterol ratio and the waist-to-height ratio. Incident CMM at wave 10 (2021–2023) was defined as the presence of ≥2 of these conditions: hypertension, cardiovascular disease, diabetes, or stroke. Odds ratios (ORs) with 95% confidence intervals (CIs) and measures of discrimination were estimated. Results: During 12–15 years of follow-up, 197 CMM cases were recorded. CMI, BMI, and WC were each linearly related to CMM. Higher CMI was associated with increased CMM risk (per 1-SD increase: OR 1.25, 95% CI 1.08–1.44; highest vs. lowest tertile: OR 1.88, 95% CI 1.09–3.25), with similar effect sizes for BMI. WC showed stronger associations (per 1-SD increase: OR 1.46, 95% CI 1.25–1.71; highest vs. lowest tertile: OR 2.16, 95% CI 1.35–3.44). Adding CMI to a base model resulted in a small, non-significant improvement in discrimination (ΔC-index = 0.0032; p = 0.55) but significantly improved model fit (−2 log-likelihood p = 0.004), with comparable effects for BMI and greater improvements for WC. Conclusions: In this older UK cohort, higher CMI levels were associated with increased long-term risk of CMM but did not outperform traditional adiposity measures such as BMI and WC.

## Linked entities

- **Diseases:** coronary heart disease (MONDO:0005010), diabetes (MONDO:0005015), stroke (MONDO:0005098)

## Full-text entities

- **Diseases:** stroke (MESH:D020521), hypertension (MESH:D006973), CMM (MESH:D024821), diabetes (MESH:D003920), cardiovascular disease (MESH:D002318), coronary heart disease (MESH:D003327), adiposity (MESH:D018205)
- **Chemicals:** triglyceride (MESH:D014280)

## Full text

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## Figures

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## References

53 references — full list in the complete paper: https://tomesphere.com/paper/PMC12821597/full.md

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Source: https://tomesphere.com/paper/PMC12821597