机器学习和心律失常:在心房动检测和管理方面的进展
Vahid Yazdi1, Vishnu Kadiyala1, Sumeet S Chugh2,3
1Artificial Intelligence in Medicine Research Center and Smidt Heart Institute, Cedars-Sinai Health System, Los Angeles, CA, USA.
Current atherosclerosis reports
|November 28, 2025
概括
机器学习 (ML) 模型现在可以使用各种数据源检测和预测心房动 (AF). 虽然ML为AF管理提供了新的机会,但临床实施需要仔细评估.
科学领域:
- 心脏病学 心脏病学
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 心房动 (AF) 是一种常见的心律失常,对健康有重大影响.
- 目前AF的诊断和管理策略正在不断发展.
研究的目的:
- 通过机器学习 (ML) 审查最近在诊断和管理心房的进展.
- 突出ML在改善AF检测,风险预测和治疗结果方面的潜力.
主要方法:
- 关于机器学习应用在心房的最新文献的综述.
- 利用包括临床记录,心电图和设备数据在内的多种数据源对ML模型开发的分析.
主要成果:
- ML模型在检测和预测新发动的心房动方面表现出能力.
- ML提高了对中风风险的预测,心脏转换的成功率,以及对AF的导管切除的效率.
- ML为改善AF检测和管理提供了显著的潜力.
结论:
- 机器学习为心房的诊断和管理带来了有前途的进展.
- 概括性,公平性和透明性的考虑对于临床实践中的真实世界ML实施至关重要.
- 建议针对性评估和利用策略,以便在AF护理中明智地采用ML模型.
相关概念视频
Dysrhythmias VI: Management of Dysrhythmias
373
Dysrhythmia management involves a multifaceted approach, incorporating pharmacological treatments, medical procedures, surgical interventions, lifestyle modifications, and patient education.Pharmacological ManagementAntiarrhythmic Drugs:Class I (Sodium Channel Blockers): This class includes quinidine and procainamide, which reduce the speed of impulse conduction in the heart, stabilize the cardiac membrane, and control arrhythmias. Quinidine and procainamide are Class IA agents that prolong the...
373
Dysrhythmias V: Evaluating Dysrhythmias
277
Dysrhythmias, also known as arrhythmias, are disturbances in the heart's rhythm that range from benign to life-threatening. A thorough evaluation is crucial for appropriate management and involves a comprehensive medical history, physical examination, and various diagnostic tests.Medical HistorySymptoms: Collect detailed information on palpitations, dizziness, syncope, chest pain, and fatigue. Note their onset, frequency, and triggers.Previous Cardiac Issues: Document any history of heart...
277
Disturbances in Heart Rhythm
2.4K
Arrhythmia or dysrhythmia refers to an abnormal heart rhythm caused by a defect in the heart's conduction system. It can cause the heart to beat irregularly, too quickly, or too slowly, leading to symptoms like chest pain, shortness of breath, and fainting. Factors such as stress, caffeine, alcohol, nicotine, cocaine, certain drugs, congenital defects, diseases, and electrolyte abnormalities can trigger arrhythmias.
Arrhythmias are categorized by their speed, rhythm, and origin. A slow heart...
Arrhythmias are categorized by their speed, rhythm, and origin. A slow heart...
2.4K
ECG Interpretation of Arrhythmias II: Atrial, Junctional and Ventricular Arrhythmias
410
Arrhythmia is a condition characterized by an irregular heart rhythm, with ECG changes that differ based on its origin and nature. The types of arrhythmias discussed below include atrial, junctional, and ventricular arrhythmias.Atrial ArrhythmiasPremature Atrial Complexes (PACs): PACs are early atrial beats caused by stress, caffeine, alcohol, electrolyte imbalances, hypoxia, hyperthyroidism, or certain medications (e.g., bronchodilators and decongestants). The ECG shows early P waves with an...
410


