Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation

[EN] Atrial cycle length (CL) is an important feature for the analysis of electrogram (EGM) characteristics acquired during catheter ablation (CA) of atrial fibrillation (AF), the commonest cardiac arrhythmia. Nevertheless, a robust ACL estimator requires the precise detection of local activation wa...

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Authors: Osorio, Diego; Vraka, Aikaterini; Moreno-Arribas, José; Bertomeu-González, Vicente; Alcaraz, Raúl; Rieta, J J|||0000-0002-3364-6380
Format: Article
Publication date:2022
Country:España
Institution:Universitat Politècnica de València (UPV)
Repository:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
Language:English
OAI Identifier:oai:riunet.upv.es:10251/194781
Online Access:https://riunet.upv.es/handle/10251/194781
Access Level:Open access
Keyword:Atrial fibrillation
Electrogram
Complex fractionated atrial electrograms
Local activation waves
Detection
Invasive recordings
Cycle length
Comparison
TECNOLOGIA ELECTRONICA
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author Osorio, Diego
author2 Vraka, Aikaterini
Moreno-Arribas, José
Bertomeu-González, Vicente
Alcaraz, Raúl
Rieta, J J|||0000-0002-3364-6380
author2_role author
author
author
author
author
author_browse Alcaraz, Raúl
Bertomeu-González, Vicente
Moreno-Arribas, José
Osorio, Diego
Rieta, J J|||0000-0002-3364-6380
Vraka, Aikaterini
author_facet Osorio, Diego
Vraka, Aikaterini
Moreno-Arribas, José
Bertomeu-González, Vicente
Alcaraz, Raúl
Rieta, J J|||0000-0002-3364-6380
author_role author
collection RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
description [EN] Atrial cycle length (CL) is an important feature for the analysis of electrogram (EGM) characteristics acquired during catheter ablation (CA) of atrial fibrillation (AF), the commonest cardiac arrhythmia. Nevertheless, a robust ACL estimator requires the precise detection of local activation waves (LAWs), which still remains a challenge. This work aims to compare the performance in (CL) estimation, especially under fractionated EGMs, of three different LAW detection methods relying on different operation strategies. The methods are based on the hyperbolic tangent (HT) function, an adaptive amplitude threshold (AAT) and a (CL) iteration (ACLI), respectively. For each method, LAW detection has been assessed with respect to manual annotations made by two experts and performance has been estimated by confusion matrix and mean and individual (CL) error calculation by EGM types of fractionation. The influence of EGM length on the individual (CL) error has been additionally considered. For the HT method, accuracy, sensitivity and precision were 92.77-100%, while for the AAT and ACLI methods they were 78.89-99.91% for all EGM types. The CL error on the HT method was lower than AAT and ACLI methods (up to 12 ms versus up to 20 ms), with the difference being more prominent in complex EGMs. The HT method also showed the lowest dependency on EGM length, presenting the lowest and least variable error values. Therefore, the HT method achieves higher performance in (CL) estimation in comparison with previous LAW detection techniques. The high robustness and precision demonstrated by this method suggest its implementation on CA mapping devices for a more successful location of ablation targets and improved results during CA procedures.
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instname_str Universitat Politècnica de València (UPV)
language eng
network_acronym_str ES
network_name_str España
oai_identifier_str oai:riunet.upv.es:10251/194781
publishDate 2022
publishDateSort 2022
publisher MDPI AG
publisherStr MDPI AG
reponame_str RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
spelling Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation Osorio, Diego Vraka, Aikaterini Moreno-Arribas, José Bertomeu-González, Vicente Alcaraz, Raúl Rieta, J J|||0000-0002-3364-6380 Atrial fibrillation Electrogram Complex fractionated atrial electrograms Local activation waves Detection Invasive recordings Cycle length Comparison TECNOLOGIA ELECTRONICA [EN] Atrial cycle length (CL) is an important feature for the analysis of electrogram (EGM) characteristics acquired during catheter ablation (CA) of atrial fibrillation (AF), the commonest cardiac arrhythmia. Nevertheless, a robust ACL estimator requires the precise detection of local activation waves (LAWs), which still remains a challenge. This work aims to compare the performance in (CL) estimation, especially under fractionated EGMs, of three different LAW detection methods relying on different operation strategies. The methods are based on the hyperbolic tangent (HT) function, an adaptive amplitude threshold (AAT) and a (CL) iteration (ACLI), respectively. For each method, LAW detection has been assessed with respect to manual annotations made by two experts and performance has been estimated by confusion matrix and mean and individual (CL) error calculation by EGM types of fractionation. The influence of EGM length on the individual (CL) error has been additionally considered. For the HT method, accuracy, sensitivity and precision were 92.77-100%, while for the AAT and ACLI methods they were 78.89-99.91% for all EGM types. The CL error on the HT method was lower than AAT and ACLI methods (up to 12 ms versus up to 20 ms), with the difference being more prominent in complex EGMs. The HT method also showed the lowest dependency on EGM length, presenting the lowest and least variable error values. Therefore, the HT method achieves higher performance in (CL) estimation in comparison with previous LAW detection techniques. The high robustness and precision demonstrated by this method suggest its implementation on CA mapping devices for a more successful location of ablation targets and improved results during CA procedures. This research has received financial support from public grants PID2021-123804OB-I00 and PID2021-00X128525-IV0 of the Spanish Government with DOI 10.13039/501100011033 jointly with the European Regional Development Fund (EU), and regional grants SBPLY/17/180501/000411 from Junta de Comunidades de Castilla-La Mancha and AICO/2021/286 from Generalitat Valenciana. MDPI AG https://riunet.upv.es/handle/10251/194781
spellingShingle Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
Osorio, Diego
Atrial fibrillation
Electrogram
Complex fractionated atrial electrograms
Local activation waves
Detection
Invasive recordings
Cycle length
Comparison
TECNOLOGIA ELECTRONICA
title Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
title_full Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
title_fullStr Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
title_full_unstemmed Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
title_short Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
title_sort Comparative Study of Methods for Cycle Length Estimation in Fractionated Electrograms of Atrial Fibrillation
topic Atrial fibrillation
Electrogram
Complex fractionated atrial electrograms
Local activation waves
Detection
Invasive recordings
Cycle length
Comparison
TECNOLOGIA ELECTRONICA
topic_facet Atrial fibrillation
Electrogram
Complex fractionated atrial electrograms
Local activation waves
Detection
Invasive recordings
Cycle length
Comparison
TECNOLOGIA ELECTRONICA
url https://riunet.upv.es/handle/10251/194781