1. Reference for Electrocardiographic Imaging-Based T-Wave Alternans Estimation
- Author
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Estela Sanchez-Carballo, Francisco Manuel Melgarejo-Meseguer, Ramya Vijayakumar, Juan Jose Sanchez-Munoz, Arcadi Garcia-Alberola, Yoram Rudy, and Jose Luis Rojo-Alvarez
- Subjects
Bootstrap resampling ,electrocardiographic imaging ,reference ,spatial-temporal study ,T-wave alternans ,T-wave segmentation ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
Sudden cardiac death causes multiple deaths annually, and T-wave alternans are a reliable predictor of this fatal event. Detecting alternans is crucial for reducing disease incidence, and electrocardiographic imaging is a promising tool, providing spatial-temporal insights. The absence of references and segmentation methods specific to these data may complicate progress in the field. Therefore, this work aimed to develop a reference for evaluating estimation methods. Initially, a novel T-wave segmentation procedure specific to these data was introduced and compared with a commonly used method. Subsequently, a reference for assessing alternans estimation methods was created by integrating alternans into epicardial signals through a spatial-temporal Gaussian function. Finally, a bootstrap-based classifier for detecting alternans was developed. Results underscored the superiority of the novel T-wave segmentation procedure, with the lowest 95% confidence interval being $[16.57~\mu V, 18.80~\mu V]$ , indicating significant disparities between the two segmentation methodologies. Furthermore, the generated reference demonstrated the distinguishability of T-wave alternans with an amplitude of approximately $55~\mu V$ from noise. Additionally, the classifier exhibited consistency with previous findings, demonstrating its ability to detect alternans with amplitudes around $50~\mu V$ . In conclusion, this study provides a spatial-temporal reference for proper evaluation of estimation methods, contributing to establishing a gold standard.
- Published
- 2024
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