Artificial Intelligence in Ventricular Arrhythmias and Sudden Death

被引:5
|
作者
Holmstroem, Lauri [1 ,2 ]
Zhang, Frank Zijun [1 ]
Ouyang, David [1 ]
Dey, Damini [1 ]
Slomka, Piotr J. [1 ]
Chugh, Sumeet S. [1 ,2 ,3 ]
机构
[1] Cedars Sinai Hlth Syst, Dept Med, Div Artificial Intelligence Med, Los Angeles, CA USA
[2] Sinai Hlth Syst, Smidt Heart Inst, Ctr Cardiac Arrest Prevent, Dept Cardiol, Los Angeles, CA USA
[3] Adv Hlth Sci Pavil, Div Artificial Intelligence Med, Suite A3100,127 S San Vicente Blvd, Los Angeles, CA 90048 USA
基金
美国国家卫生研究院;
关键词
Artificial intelligence; machine learning; deep learning; sudden cardiac arrest; sudden cardiac death; ventricular arrhythmia; prediction; IMPLANTABLE CARDIOVERTER-DEFIBRILLATOR; HOSPITAL CARDIAC-ARREST; PREDICTION MODEL; RISK; THERAPY; EVENTS; SCORE; RESYNCHRONIZATION; SURVEILLANCE; VALIDATION;
D O I
10.15420/aer.2022.42
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Sudden cardiac arrest due to lethal ventricular arrhythmias is a major cause of mortality worldwide and results in more years of potential life lost than any individual cancer. Most of these sudden cardiac arrest events occur unexpectedly in individuals who have not been identified as highrisk due to the inadequacy of current risk stratification tools. Artificial intelligence tools are increasingly being used to solve complex problems and are poised to help with this major unmet need in the field of clinical electrophysiology. By leveraging large and detailed datasets, artificial intelligence-based prediction models have the potential to enhance the risk stratification of lethal ventricular arrhythmias. This review presents a synthesis of the published literature and a discussion of future directions in this field.
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页数:8
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