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A wearable-based aging clock associates with disease and behavior.
Andrew C Miller1, Joseph Futoma2, Salar Abbaspourazad2
1Apple Inc., Cupertino, CA, USA. acmiller@apple.com.
Nature Communications
|October 20, 2025
Summary
Wearable sensors can now estimate biological age using photoplethysmography (PPG). This PpgAge clock predicts chronological age and identifies individuals at higher risk for heart disease and diabetes.
Area of Science:
- Biomarkers of aging
- Longevity research
- Digital health
Background:
- Aging clocks are crucial for understanding longevity and improving clinical interventions.
- Current aging clocks rely on clinical data (blood, vitals, imaging).
- Wearable devices offer frequent, low-cost, real-world measurements.
Purpose of the Study:
- To develop and validate PpgAge, a novel aging clock utilizing wrist-based photoplethysmography (PPG) from consumer wearables.
- To assess PpgAge's accuracy in predicting chronological age and its association with healthy aging indicators.
Main Methods:
- Development of PpgAge using PPG data from a large-scale observational study (Apple Heart & Movement Study, n=213,593).
- Analysis of the PpgAge gap (predicted age - chronological age) in relation to health outcomes and behaviors.
- Longitudinal assessment of PpgAge changes.
Main Results:
- PpgAge accurately predicts chronological age and reflects healthy aging.
- An elevated PpgAge gap correlates with increased diagnoses of heart disease, heart failure, and diabetes.
- The PpgAge gap predicts incident heart disease events, even after controlling for risk factors.
- PpgAge associates with lifestyle behaviors (smoking, exercise, sleep).
- PpgAge shows sharp increases during pregnancy and with cardiac events.
Conclusions:
- PpgAge is a non-invasive, passively collected aging clock with significant clinical potential.
- Wrist-based PPG aging clocks can identify individuals at elevated risk for chronic diseases.
- PpgAge offers a new tool for monitoring health and aging trajectories using wearable technology.
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