# Development of a multimorbidity health conditions outcome index for caloric restriction interventional studies in older adults: a preliminary investigation in an observational cohort study

**Authors:** Michael E. Miller, Haiying Chen, Mark A. Espeland, Fang-Chi Hsu, Denise K. Houston, Anne B. Newman, W. Jack Rejeski, Barbara J. Nicklas, Stephen B. Kritchevsky

PMC · DOI: 10.1007/s11357-025-01708-4 · GeroScience · 2025-05-31

## TL;DR

This study introduces a new index to measure the health effects of caloric restriction in older adults with obesity, showing it predicts future chronic conditions and mortality.

## Contribution

The novel Health Conditions Index captures multimorbidity outcomes in caloric restriction studies for older adults with obesity.

## Key findings

- The Health Conditions Index components increased in prevalence over 5 years and correlated with initial BMI and body fat.
- Higher initial HCI scores were associated with faster progression of chronic conditions and increased mortality risk.
- The index showed consistent relationships with age, BMI, and percent body fat at baseline.

## Abstract

Using multiple sources, we provide the conceptual justification and statistical support for a multimorbidity outcome associated with obesity-related conditions, which we term the Health Conditions Index (HCI). This index was designed to capture the health effects of multi-year studies of caloric restriction for older adults with BMIs in the overweight or obesity classification. We used a subset of participants in the Health, Aging and Body Composition Cohort Study to evaluate multiple aspects of the index and its components over 5 years of follow-up. The 937 participants in the subset had an average age of 73 years and a BMI of 30.7 kg/m2; 53% were female and 43% were Black; 80% were hypertensive and 14% had type 2 diabetes. Results demonstrated that the components of the index were consistently related to initial BMI and percent body fat on cohort entry, generally showed an increasing prevalence over the 5-year follow-up, and, as a composite index, exhibited an association between faster progression and higher initial levels of age, BMI, and percent body fat. Further, the initial HCI was associated with a statistically significant increase in the rate of mortality over 5 years of follow-up (hazard ratio = 1.22, 95% CI 1.04 to 1.44). By using outcomes like the HCI, clinical trials of caloric restriction in older adults may gain a better understanding of how intentional weight loss relates to future risk of multiple chronic conditions associated with aging.

The online version contains supplementary material available at 10.1007/s11357-025-01708-4.

## Linked entities

- **Diseases:** type 2 diabetes (MONDO:0005148)

## Full-text entities

- **Diseases:** Health (OMIM:603663), weight loss (MESH:D015431), obesity (MESH:D009765), overweight (MESH:D050177)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12972406/full.md

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12972406/full.md

## References

29 references — full list in the complete paper: https://tomesphere.com/paper/PMC12972406/full.md

---
Source: https://tomesphere.com/paper/PMC12972406