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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.
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.
Abstract:
Heart rate variability (hrv) is a physiological phenomenon of the variation in the length of the time interval between consecutive heartbeats. In many cases it could be an indicator of the development of pathological states. The classical approach to the analysis of hrv includes time domain methods and frequency domain methods. However, attempts are still being made to define new and more effective hrv assessment tools. Persistent homology is a novel data analysis tool developed in the recent decades that is rooted at algebraic topology. The Topological Data Analysis (TDA) approach focuses on examining the shape of the data in terms of connectedness and holes, and has recently proved to be very effective in various fields of research. In this paper we propose the use of persistent homology to the hrv analysis. We recall selected topological descriptors used in the literature and we introduce some new topological descriptors that reflect the specificity of hrv, and we discuss their relation to the standard hrv measures. In particular, we show that this novel approach provides a collection of indices that might be at least as useful as the classical parameters in differentiating between series of beat-to-beat intervals (RR-intervals) in healthy subjects and patients suffering from a stroke episode.
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