Expert system-based application for fatal ventricular arrhythmia risk level estimation based on QT-Interval prolongation

QT间期 医学 延长 心源性猝死 室性心动过速 复极 心律失常 内科学 医疗急救 心脏病学 重症监护医学 电生理学 心房颤动
作者
Sebastián García Galán,José Ángel Cabrera,Adam Marchewka,J. E. Muñoz Expósito,Juan de la Torre Cruz,P. Vera‐Candeas,Francisco Javier Serrano,Julio J. Carabias Orti,F. Canadas-Quesada,Raul Mata Campos,N. Ruiz-Reyes,Alfonso Cruz Lendínez
出处
期刊:Expert Systems With Applications [Elsevier BV]
卷期号:255: 124381-124381 被引量:1
标识
DOI:10.1016/j.eswa.2024.124381
摘要

There is an overwhelming number of medications that can affect the morphology of the beating heart by delaying the ventricular depolarization and repolarization processes, resulting in an elongated QT interval. This circumstance, in turn, can lead to ventricular arrhythmias, which can result in the patient's death, as was overwhelmingly the case at the beginning of the coronavirus pandemic. In this regard, this document presents an innovative expert system-based application devoted to estimating the level of risk of fatal ventricular arrhythmia as a consequence of QT prolonging treatments. For this purpose, the use of a fuzzy rule-based system has been considered for the decision-making process, establishing three different risk levels regarding the QT interval obtained from an electrocardiogram, its evolution from a basal electrocardiogram, and other significant clinical information of the patient such as age, sex, among others. This novel expert system-based application has been designed by considering the criteria of several specialist physicians from four different Spanish private and public hospitals. The proposed application can be especially important in primary health care centers, where the absence of specialists is remarkable because it provides clinical staff with a powerful tool for estimating the level of risk of fatal ventricular arrhythmia with 96.5% accuracy when comparing its decisions to those of specialist physicians, which could imply a significant reduction in the risk of death due to fatal ventricular arrhythmias in patients with QT prolonging treatment. In this respect, the developed application is currently used in some primary health care centers in Spain.

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