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Updated: Dec 17, 2025

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Comparing Biological Age Estimates Using Domain-Specific Measures From the Canadian Longitudinal Study on Aging
Chris P Verschoor1,2,3, Daniel W Belsky4, Jinhui Ma3
1Health Sciences North Research Institute, Sudbury, Ontario, Canada.
Summary
Biological age (BA) estimates predict health outcomes. While approximating chronological age (CA) is important, physical performance measures may better predict health, highlighting the need to align BA estimation with research goals.
Area of Science:
- Gerontology
- Biomedical Science
- Aging Research
Background:
- Biological age (BA) estimates are increasingly used to predict health outcomes in older adults.
- Current methods often assess BA validity by its correlation with chronological age (CA).
- The optimal approach for validating BA estimates and identifying informative measure panels remains unclear.
Purpose of the Study:
- To compare different panels of biological measures for estimating BA.
- To evaluate how well these BA estimates approximate CA and predict health-related outcomes.
- To determine if CA approximation or health outcome association is a better metric for BA validity.
Main Methods:
- Utilized data from the Canadian Longitudinal Study on Aging.
- Composed BA measure panels based on physiological systems (blood, organ function, physical/cognitive performance) and an age-optimized panel.
- Compared BA estimates from these panels based on their association with CA and health outcomes (frailty, multimorbidity, disability, healthcare utilization).
Main Results:
- BA panels using all measures or age-optimized measures most closely approximated CA (r=0.74, r=0.77).
- However, a panel of physical performance measures (CA r=0.59) showed comparable or stronger associations with health-related outcomes.
- All BA estimates were significantly associated with most health outcomes, with minor sex variations.
Conclusions:
- While approximating CA is a consideration for BA estimation, its association with prospective health outcomes may be more critical.
- The choice of BA measures should be guided by specific research objectives.
- Physical performance measures may offer robust predictions of health trajectories in aging.
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