Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms

Unipolar atrial fibrillation (AF) electrograms (EGMs) require far-field ventricle cancellation to recover hidden atrial activations. Current methods cannot achieve real-time cancellation because of the temporal delay they introduce. We propose a new real-time ventricular cancellation (RVC) method ba...

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Main Authors: Gonzalo R. Ríos-Muñoz, Antonio Artés-Rodríguez, Francisco Fernández-Avilés, Ángel Arenal
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-07-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fbioe.2020.00789/full
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spelling doaj-2652b92dcb434222adabd7639f41ead22020-11-25T01:28:18ZengFrontiers Media S.A.Frontiers in Bioengineering and Biotechnology2296-41852020-07-01810.3389/fbioe.2020.00789557033Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation ElectrogramsGonzalo R. Ríos-Muñoz0Gonzalo R. Ríos-Muñoz1Gonzalo R. Ríos-Muñoz2Gonzalo R. Ríos-Muñoz3Antonio Artés-Rodríguez4Antonio Artés-Rodríguez5Francisco Fernández-Avilés6Francisco Fernández-Avilés7Francisco Fernández-Avilés8Francisco Fernández-Avilés9Francisco Fernández-Avilés10Ángel Arenal11Ángel Arenal12Ángel Arenal13Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, SpainLa Red de Terapia Celular (TerCel), Instituto de Salud Carlos III, Madrid, SpainDepartamento de Cardiología, Hospital General Universitario Gregorio Marañón, Madrid, SpainDepartamento de Bioingeniería e Ingeniería Aeroespacial, Universidad Carlos III de Madrid, Madrid, SpainInstituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, SpainDepartamento de Teoría de la Señal y Comunicaciones, Universidad Carlos III de Madrid, Madrid, SpainInstituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, SpainLa Red de Terapia Celular (TerCel), Instituto de Salud Carlos III, Madrid, SpainDepartamento de Cardiología, Hospital General Universitario Gregorio Marañón, Madrid, SpainCenter for Biomedical Research in Cardiovascular Disease Network (CIBERCV), Madrid, SpainFacultad de Medicina, Universidad Complutense de Madrid, Madrid, SpainInstituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, SpainLa Red de Terapia Celular (TerCel), Instituto de Salud Carlos III, Madrid, SpainCenter for Biomedical Research in Cardiovascular Disease Network (CIBERCV), Madrid, SpainUnipolar atrial fibrillation (AF) electrograms (EGMs) require far-field ventricle cancellation to recover hidden atrial activations. Current methods cannot achieve real-time cancellation because of the temporal delay they introduce. We propose a new real-time ventricular cancellation (RVC) method based on causal implementation optimized for real-time functioning. The method is similar to the classical average beat subtraction (ABS) method but it computes the ventricular contribution before the ventricular activation finishes. We compare the proposed method to the ABS on synthetic and real EGM databases for the time and frequency domains. All parameters and their optimal values are analyzed and validated. The RVC method provides a good reconstruction of the unipolar EGMs and a better local activation time detection than the classical approach with average F1scores 0.7307 and 0.7125, respectively. The spectral analysis shows that the average power after ventricular cancellation is reduced for frequency bands between 3 and 5.5 Hz, demonstrating that the proposed method removes the ventricular component present in the unipolar EGM signals compared to the ABS method. The phase mapping analysis on the RVC method presented lower error when comparing the annotated EGM cycles with the phase inversion intervals. In terms of performance ABS and RVC behave similarly, but the real-time capability of the latter justifies its preference over the offline implementations. In the clinical environment other online investigations, e.g., rotational activity assessment, dominant frequency or local activation time mapping, might benefit from the real-time potential of the proposed cancellation method.https://www.frontiersin.org/article/10.3389/fbioe.2020.00789/fullatrial fibrillationunipolar electrogramsreal-timebiomedical signal processingmulti-electrode catheter
collection DOAJ
language English
format Article
sources DOAJ
author Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Antonio Artés-Rodríguez
Antonio Artés-Rodríguez
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Ángel Arenal
Ángel Arenal
Ángel Arenal
spellingShingle Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Antonio Artés-Rodríguez
Antonio Artés-Rodríguez
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Ángel Arenal
Ángel Arenal
Ángel Arenal
Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms
Frontiers in Bioengineering and Biotechnology
atrial fibrillation
unipolar electrograms
real-time
biomedical signal processing
multi-electrode catheter
author_facet Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Gonzalo R. Ríos-Muñoz
Antonio Artés-Rodríguez
Antonio Artés-Rodríguez
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Francisco Fernández-Avilés
Ángel Arenal
Ángel Arenal
Ángel Arenal
author_sort Gonzalo R. Ríos-Muñoz
title Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms
title_short Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms
title_full Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms
title_fullStr Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms
title_full_unstemmed Real-Time Ventricular Cancellation in Unipolar Atrial Fibrillation Electrograms
title_sort real-time ventricular cancellation in unipolar atrial fibrillation electrograms
publisher Frontiers Media S.A.
series Frontiers in Bioengineering and Biotechnology
issn 2296-4185
publishDate 2020-07-01
description Unipolar atrial fibrillation (AF) electrograms (EGMs) require far-field ventricle cancellation to recover hidden atrial activations. Current methods cannot achieve real-time cancellation because of the temporal delay they introduce. We propose a new real-time ventricular cancellation (RVC) method based on causal implementation optimized for real-time functioning. The method is similar to the classical average beat subtraction (ABS) method but it computes the ventricular contribution before the ventricular activation finishes. We compare the proposed method to the ABS on synthetic and real EGM databases for the time and frequency domains. All parameters and their optimal values are analyzed and validated. The RVC method provides a good reconstruction of the unipolar EGMs and a better local activation time detection than the classical approach with average F1scores 0.7307 and 0.7125, respectively. The spectral analysis shows that the average power after ventricular cancellation is reduced for frequency bands between 3 and 5.5 Hz, demonstrating that the proposed method removes the ventricular component present in the unipolar EGM signals compared to the ABS method. The phase mapping analysis on the RVC method presented lower error when comparing the annotated EGM cycles with the phase inversion intervals. In terms of performance ABS and RVC behave similarly, but the real-time capability of the latter justifies its preference over the offline implementations. In the clinical environment other online investigations, e.g., rotational activity assessment, dominant frequency or local activation time mapping, might benefit from the real-time potential of the proposed cancellation method.
topic atrial fibrillation
unipolar electrograms
real-time
biomedical signal processing
multi-electrode catheter
url https://www.frontiersin.org/article/10.3389/fbioe.2020.00789/full
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