Persistent homology as a new method of the assessment of heart rate variability

Grzegorz Graff1, Beata Graff2, Paweł Pilarczyk3

  • 1Faculty of Applied Physics and Mathematics & BioTechMed Center, Gdańsk University of Technology, Gdańsk, Poland.

Plos One
|July 22, 2021
PubMed

Insights

Persistent homology, a novel data analysis tool, offers new ways to assess heart rate variability (HRV). This approach may be as effective as traditional methods for distinguishing between healthy individuals and stroke patients.

Area of Science:

  • Cardiology
  • Biomedical Engineering
  • Computational Topology

Background:

  • Heart rate variability (HRV) analysis is crucial for identifying pathological states.
  • Traditional HRV assessment uses time and frequency domain methods.
  • Novel analytical tools are needed for more effective HRV assessment.

Purpose of the Study:

  • To introduce persistent homology, a Topological Data Analysis (TDA) tool, for HRV analysis.
  • To develop and evaluate new topological descriptors for HRV.
  • To compare the efficacy of topological descriptors with classical HRV measures.

Main Methods:

  • Application of persistent homology to analyze RR-interval series.
  • Recalling existing topological descriptors relevant to HRV.
  • Introducing novel topological descriptors tailored for HRV specificity.

Main Results:

  • The proposed topological descriptors reflect HRV characteristics.
  • New indices derived from persistent homology show potential.
  • The approach demonstrates comparable utility to classical HRV parameters.

Conclusions:

  • Persistent homology offers a promising new framework for HRV analysis.
  • Topological descriptors may enhance the differentiation between healthy and pathological states, such as stroke.
  • This TDA approach provides valuable indices for HRV assessment.

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