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Validation of photoplethysmography-derived short-term heart rate variability using a wearable device
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  • Open access
  • Published: 18 May 2026

Validation of photoplethysmography-derived short-term heart rate variability using a wearable device

  • Christine S. Zuern1,2,
  • Maximilian Felkel2,5,
  • Florian Tilquin3,
  • Yann Le Guillou3,
  • Emmanuel Dervieux3,
  • Peter Hämmerle1,2,
  • Emel Kaplan1,2,
  • Felix Mahfoud1,2,
  • Benjamin Speich4,
  • Matthias Briel4,
  • Niklaus D. Labhardt4 &
  • …
  • Qian Zhou  ORCID: orcid.org/0000-0002-1828-48795 

Scientific Reports (2026) Cite this article

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Subjects

  • Cardiology
  • Health care
  • Medical research
  • Physiology

Abstract

Heart rate variability (HRV) reflects cardiac autonomic function and cardiovascular health. While electrocardiography (ECG) remains the gold standard for HRV assessment, photoplethysmography (PPG)-based wearables offer an alternative for monitoring. This study aimed to validate the wrist-worn PPG device Bora band® for short-term HRV assessment against standard ECG and to characterize domain-specific agreement patterns. In this prospective, single-center observational study, 66 participants in sinus rhythm underwent simultaneous high-resolution 12-lead ECG and wrist-based PPG recording for 5 min and 30 s. PPG-derived interbeat intervals were extracted and compared to ECG-derived R-R intervals. Sixteen HRV metrics from time-, frequency-, and non-linear domains were computed for both modalities. Agreement was assessed using biweight mid-correlation (ρ), Cliff’s delta (δ), and equivalence testing (TOST). Strong agreement was observed for mean heart rate (ρ = 1.0, δ = 0.104, TOST p < 0.001), standard deviation of normal-to-normal intervals (ρ = 0.98, δ = 0.037, TOST p = 0.003), deceleration capacity of heart rate (ρ = 0.95, δ = 0.071, TOST p = 0.014), coefficient of variation of normal-to-normal intervals (ρ = 0.98, δ = 0.035, TOST p = 0.002) and Poincaré Plot standard deviation 2 (ρ = 0.99, δ = 0.074, TOST p < 0.001). Moderate agreement was noted for long-term fractal scaling exponent and very low-, low- and high-frequency power. Weaker agreement appeared for short-term variability and entropy metrics. Bland-Altman analysis indicated minimal bias without systematic error. Under controlled resting conditions, wrist-based PPG provides reliable HRV indices compared with ECG-derived HRV. These findings support the use of selected PPG-derived HRV parameters for short-term assessment in clinical settings. Further validation in real-world settings will be necessary.

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Acknowledgements

We sincerely thank the ECG team of the University Hospital Basel for their valuable support during this study.

Funding

Biosency provided the Bora band® devices and performed the extraction of PPG signals and their analyses in collaboration with the Cardiovascular Research Institute Basel. The study received financial support from the Swiss Heart Foundation (FF25069) to CMZ and QZ.

Author information

Authors and Affiliations

  1. Cardiology Division, Department of Medicine, University Hospital Basel, University Basel, Basel, Switzerland

    Christine S. Zuern, Peter Hämmerle, Emel Kaplan & Felix Mahfoud

  2. Cardiovascular Research Institute Basel, University Hospital Basel, University Basel, Basel, Switzerland

    Christine S. Zuern, Maximilian Felkel, Peter Hämmerle, Emel Kaplan & Felix Mahfoud

  3. Biosency, 35510, Cesson-Sévigné, France

    Florian Tilquin, Yann Le Guillou & Emmanuel Dervieux

  4. Division of Clinical Epidemiology, Department of Clinical Research, University Hospital Basel, University of Basel, Basel, Switzerland

    Benjamin Speich, Matthias Briel & Niklaus D. Labhardt

  5. Division of Internal Medicine, University Hospital Basel, University Basel, Petersgraben 4, 4031, Basel, Switzerland

    Maximilian Felkel & Qian Zhou

Authors
  1. Christine S. Zuern
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  2. Maximilian Felkel
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  3. Florian Tilquin
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  4. Yann Le Guillou
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  5. Emmanuel Dervieux
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  6. Peter Hämmerle
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  7. Emel Kaplan
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  8. Felix Mahfoud
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  9. Benjamin Speich
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  10. Matthias Briel
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  11. Niklaus D. Labhardt
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  12. Qian Zhou
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Corresponding author

Correspondence to Qian Zhou.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethical approval

The study protocol was approved by the local Ethical committee of the Northwestern Switzerland (EKNZ) (project ID 2024 − 01684) and complied with the Declaration of Helsinki.

Consent to participate

Written informed consent was obtained from each participant.

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Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.

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Cite this article

Zuern, C.S., Felkel, M., Tilquin, F. et al. Validation of photoplethysmography-derived short-term heart rate variability using a wearable device. Sci Rep (2026). https://doi.org/10.1038/s41598-026-52700-7

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  • Received: 20 January 2026

  • Accepted: 07 May 2026

  • Published: 18 May 2026

  • DOI: https://doi.org/10.1038/s41598-026-52700-7

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Keywords

  • Heart rate variability
  • Wearables
  • Photoplethysmography
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