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A wearable-based aging clock associates with disease and behavior.

Publication ,  Journal Article
Miller, AC; Futoma, J; Abbaspourazad, S; Heinze-Deml, C; Emrani, S; Shapiro, I; Sapiro, G
Published in: Nature communications
October 2025

Aging biomarkers play a vital role in understanding longevity, with the potential to improve clinical decisions and interventions. Existing aging clocks typically use blood, vitals, or imaging collected in a clinical setting. Wearables, in contrast, can make frequent and inexpensive measurements throughout daily living. Here we develop PpgAge, an aging clock using photoplethysmography at the wrist from a consumer wearable. Using the Apple Heart & Movement Study (n = 213,593 participants; >149 million participant-days), our observational analysis shows that this non-invasive and passively collected aging clock accurately predicts chronological age and captures signs of healthy aging. Participants with an elevated PpgAge gap (i.e., predicted age greater than chronological age) have significantly higher diagnosis rates of heart disease, heart failure, and diabetes. Elevated PpgAge gap is also a significant predictor of incident heart disease events (and new diagnoses) when controlling for relevant risk factors. PpgAge also associates with behavior, including smoking, exercise, and sleep. Longitudinally, PpgAge exhibits a sharp increase during pregnancy and concurrent with certain types of cardiac events.

Duke Scholars

Published In

Nature communications

DOI

EISSN

2041-1723

ISSN

2041-1723

Publication Date

October 2025

Volume

16

Issue

1

Start / End Page

9264

Related Subject Headings

  • Wearable Electronic Devices
  • Sleep
  • Pregnancy
  • Photoplethysmography
  • Middle Aged
  • Male
  • Humans
  • Heart Failure
  • Heart Diseases
  • Female
 

Citation

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Miller, A. C., Futoma, J., Abbaspourazad, S., Heinze-Deml, C., Emrani, S., Shapiro, I., & Sapiro, G. (2025). A wearable-based aging clock associates with disease and behavior. Nature Communications, 16(1), 9264. https://doi.org/10.1038/s41467-025-64275-4
Miller, Andrew C., Joseph Futoma, Salar Abbaspourazad, Christina Heinze-Deml, Saba Emrani, Ian Shapiro, and Guillermo Sapiro. “A wearable-based aging clock associates with disease and behavior.Nature Communications 16, no. 1 (October 2025): 9264. https://doi.org/10.1038/s41467-025-64275-4.
Miller AC, Futoma J, Abbaspourazad S, Heinze-Deml C, Emrani S, Shapiro I, et al. A wearable-based aging clock associates with disease and behavior. Nature communications. 2025 Oct;16(1):9264.
Miller, Andrew C., et al. “A wearable-based aging clock associates with disease and behavior.Nature Communications, vol. 16, no. 1, Oct. 2025, p. 9264. Epmc, doi:10.1038/s41467-025-64275-4.
Miller AC, Futoma J, Abbaspourazad S, Heinze-Deml C, Emrani S, Shapiro I, Sapiro G. A wearable-based aging clock associates with disease and behavior. Nature communications. 2025 Oct;16(1):9264.

Published In

Nature communications

DOI

EISSN

2041-1723

ISSN

2041-1723

Publication Date

October 2025

Volume

16

Issue

1

Start / End Page

9264

Related Subject Headings

  • Wearable Electronic Devices
  • Sleep
  • Pregnancy
  • Photoplethysmography
  • Middle Aged
  • Male
  • Humans
  • Heart Failure
  • Heart Diseases
  • Female