4.6 Article

Variability in the atrial flutter vectorcardiographic loops and non-invasive localization of circuits

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出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.bspc.2021.102472

关键词

Arrhythmia; Machine learning; Respiratory motion estimation; Variability; Vectorcardiography; Vectorcardiographic loop

资金

  1. Financial Assistance Scheme from Universiti Kuala Lumpur
  2. French government through the CampusFrance agency

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Localization of atrial flutter circuits is a tedious task, but knowledge of this information in advance can aid clinicians in assessing and planning ablation operations. A novel classifier was developed in this study to determine flutter circuit localization based on the variability in vectorcardiographic flutter loop parameters. It was found that there are differences in variability between right and left AFL, potentially due to respiratory motion and atrial location. Respiration was not determined to be the source of discriminatory variability, suggesting that the variability may originate from the AFL itself.
Localization of atrial flutter circuits is tedious. Knowledge of this information beforehand will aid clinicians assess and plan ablation operations in advance to improve efficacy. In this article, we develop a novel classifier to determine flutter circuit localization by exploiting the variability contained in beat-to-beat series of vectorcardiographic flutter loop parameters, related to the variability of the activation circuit. Resulting classifier performance is satisfactory (maximum accuracy 0.93 for sample size of 56, sensitivity and specificity of 0.87 and 1.00 using logistic regression). Using an original method for selection of the most relevant features, it is shown that right and left AFL variability is different (right AFL has larger variability compared to left AFL) regarding higher-order statistics. On the other hand, it is hypothesized that respiratory motion alongside physical location of the two atria introduces variability in different amounts in right and left flutter circuits. This constitutes a confounding source of variability and may explain differences between right and left variability. We verify this hypothesis by removing this variability related to respiratory motion and analyzing the changes in classifier performance and variability feature values. It was concluded that respiratory motion is not the origin of discriminatory variability, and that this variability possibly originates from the AFL itself.

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