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Robust arterial compliance estimation with Katz's fractal dimension of photoplethysmography

  • Xiaoman Xing (Corresponding author)
  • , Jingyuan Hong
  • , Jordi Alastruey
  • , Xi Long
  • , Haipeng Liu
  • , Wen-Fei Dong (Corresponding author)

Research output: Contribution to journalArticleAcademicpeer-review

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Abstract

Arterial compliance (AC) plays a crucial role in vascular aging and cardiovascular disease. The ability to continuously estimate aortic AC or its surrogate, pulse pressure (PP), through wearable devices is highly desirable, given its strong association with daily activities. While the single-site photoplethysmography (PPG)-derived arterial stiffness indices show reasonable correlations with AC, they are susceptible to noise interference, limiting their practical use. To overcome this challenge, our study introduces a noise-resistant indicator of AC: Katz’s fractal dimension (KFD) of PPG signals. We showed that KFD integrated the signal complexity arising from compliance changes across a cardiac cycle and vascular structural complexity, thereby decreasing its dependence on individual characteristic points. To assess its capability in measuring AC, we conducted a comprehensive evaluation using both in silico studies with 4374 virtual human data and real-world measurements. In the virtual human studies, KFD demonstrated a strong correlation with AC (r = 0.75), which only experienced a slight decrease to 0.66 at a signal-to-noise ratio of 15dB, surpassing the best PPG-morphology-derived AC measure (r = 0.41) under the same noise condition. In addition, we observed that KFD’s sensitivity to AC varied based on the individual’s hemodynamic status, which may further enhance the accuracy of AC estimations. These in silico findings were supported by real-world measurements encompassing diverse health conditions. In conclusion, our study suggests that PPG-derived KFD has the potential to continuously and reliably monitor arterial compliance, enabling unobtrusive and wearable assessment of cardiovascular health.
Original languageEnglish
Article number1398904
Number of pages17
JournalFrontiers in Physiology
Volume15
DOIs
Publication statusPublished - Jun 2024

Funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Key R&D Program of China (2022YFC3601003) and Youth Innovation Promotion Association CAS (2021323).

FundersFunder number
National Key Research and Development Program of China2022YFC3601003

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 3 - Good Health and Well-being
      SDG 3 Good Health and Well-being

    Keywords

    • Arterial compliance
    • Fractal dimension
    • Photoplethysmography
    • Katz’s fractal dimension
    • arterial compliance
    • photoplethysmography
    • noise-resistance
    • single-site

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