Resting Heart Rate Variability Measured by Consumer Wearables and Its Associations with Diverse Health Domains in Five Longitudinal Studies

Details

• Journal Article:
  Sensors
• Personal Author:
  Hernandez, Raymond ; Schneider, Stefan ; de Vries, Herman J. ; Fanning, Jason ; Ehrmann, Dominic ; Jin, Haomiao ; Moore, Raeanne C. ; Juengst, Shannon ; Striegel, Aaron ; Ginsberg, Jack P. ; Hermanns, Norbert ; Stone, Arthur A.
• Description:
  Heart rate variability (HRV) is widely recognized as an indicator of general health, particularly time domain measures like the root mean square of successive differences (RMSSD) between consecutive heartbeats. Consumer wearables measuring HRV have potential for wide accessibility meaning that their broad use to capture HRV as a health biomarker is possible. Our objective was to investigate the validity of HRV measured by wearables as a general health indicator. We examined whether resting HRV assessed by wearables across five studies-two using smartwatches, two using heart rate chest straps, and one using a smartring-exhibited expected associations with diverse health domains, including mental, physical, behavioral, functional, and physiological. We focused on resting HRV measures recorded while in primarily stationary conditions, either upon waking or while sleeping, because such measures would theoretically reduce the effects of potential confounders such as movement artifacts, daytime caffeine intake, and postural changes. Wearables measured resting HRV had small-to-moderate associations with more clinically oriented and trait-like (or slow-changing) health measures like Hba1c (average blood glucose, r = -0.21, p = 0.014), depressive symptoms (r = -0.22, p = 0.024), and sleep difficulty (r = -0.11, p = 0.003). Wearable-measured resting HRV can potentially serve as a health biomarker, but further research is needed.
• Subjects:
  Biomarkers Cardiovascular System Mental Health Occupational Health Safety Wearable Electronic Devices
• Keywords:
  Author Keywords: Heart Rate Variability; Resting HRV; Wearables; Smartwatch; Smartring; Heart Rate Chest Strap; Digital Biomarker Heart Rate; Wearable Technologies; Longitudinal Study; Biomarkers; Biological Monitoring; Mental Health; Blood Sugar Disorders; Sleep; Sensors;
• Source:
  Sensors 2025 Dec; 25(23):7147
• ISSN:
  1424-8220
• Document Type:
  Text
• Funding:
  Grant
• Genre:
  Journal Article
• Place as Subject:
  California ; North Carolina ; Texas ; Indiana ; San Francisco Region [OSHA] ; Atlanta Region [OSHA] ; Dallas Region [OSHA] ; Chicago Region [OSHA]
• CIO:
  National Institute for Occupational Safety and Health (NIOSH)
• Topic:
  Workplace Safety & Health
• Location:
  North America
• Pages in Document:
  21 pdf pages
• Volume:
  25
• NIOSHTIC Number:
  nn:20071203
• Contact Point Address:
  Raymond Hernandez, Center for Economic & Social Research, Center for Self-Report Science, University of Southern California, 635 Downey Way, Los Angeles, CA 90089, USA
• Email:
  hern939@usc.edu
• Federal Fiscal Year:
  2026
• NORA Priority Area:
  Healthcare and Social Assistance
• Performing Organization:
  University of Southern California
• Peer Reviewed:
  True
• Start Date:
  20240901
• End Date:
  20270831
• Collection(s):
  National Institute for Occupational Safety and Health
• Main Document Checksum:
  urn:sha-512:99e8df94e9944f747d4725ca0785c30fea88f5ffe68d7af4b779904685706eb82e6a4c81a1ebc88bada2b0285ea66f63218e4232f61eb1399ad3e26fc1fa555d
• Download URL:
  https://stacks.cdc.gov/view/cdc/258682/cdc_258682_DS1.pdf
• File Type:
  [PDF - 296.68 KB ]