人工智能和心电图:心脏诊断和预防的新前沿
Dorota Bartusik-Aebisher1, Kacper Rogóż2, David Aebisher3
1Department of Biochemistry and General Chemistry, Medical College, The Rzeszów University, 35-310 Rzeszów, Poland.
Biomedicines
|July 29, 2025
概括
人工智能 (AI) 增强智能手表心电图 (ECG) 分析,用于早期发现心脏疾病. 人工智能算法对诊断心律失常和心力衰竭等疾病充满希望,支持个性化,预防性心脏病学.
科学领域:
- 心脏病学 心脏病学
- 人工智能的人工智能
- 可穿戴技术可穿戴技术
背景情况:
- 移动技术和人工智能在医疗保健中越来越重要.
- 自动心脏诊断系统具有战略意义.
- 像智能手表这样的可穿戴设备为健康监测提供了新的途径.
研究的目的:
- 审查当前使用人工智能来分析可穿戴设备的心电图信号.
- 总结AI在通过智能手表检测心血管疾病方面的作用.
- 概述人工智能在移动心脏病学中的未来临床应用.
主要方法:
- 进行了叙事文学评论.
- 在PubMed,Web of Science和Scopus进行了搜索.
- 分析了152篇关于AI,心电图和可穿戴设备的出版物.
主要成果:
- 人工智能,特别是深度神经网络,显示出检测心律失常,心力衰竭和延长QT综合征的潜力.
- 智能手表使用光电脉动扫描 (PPG) 和机器学习显示,预先查心房动是有希望的.
- 创新趋势包括遗传数据集成,数字双胞胎,联合学习和本地信号处理.
结论:
- 人工智能显著推进了个性化,移动和预防性心脏病学.
- 智能手表ECG分析与AI有助于早期发现心脏疾病.
- 人工智能集成支持人口范围内的心血管疾病查.
相关概念视频
Electrocardiogram
3.2K
An electrocardiogram (ECG or EKG) is a critical diagnostic tool that records the electrical signals produced by the heart during each heartbeat. This recording is achieved through electrodes placed strategically on the arms, legs, and chest. The electrocardiograph amplifies these signals and produces 12 distinct tracings, offering a comprehensive understanding of the heart's electrical activity.
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
3.2K
Pulse rhythm
929
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
929
Instrumentation Amplifier
708
An electrocardiography (ECG) machine is an essential piece of medical equipment used to monitor the electrical activity of the heart. It operates by detecting small electrical changes on the skin that result from the depolarization of the heart muscle during each heartbeat. However, these signals are in the microvolt range and can be easily overwhelmed by noise or interference.
To overcome this challenge, an ECG machine utilizes an instrumentation amplifier. This specialized amplifier is...
To overcome this challenge, an ECG machine utilizes an instrumentation amplifier. This specialized amplifier is...
708
Electrocardiogram Fundamentals
880
Introduction
An electrocardiogram (ECG) is a diagnostic tool for identifying cardiac conditions such as arrhythmias, conduction abnormalities, and myocardial ischemia.
Definition
An electrocardiogram (ECG) visualizes the heart's electrical activity by tracing the electrical movement associated with each heartbeat on a graph or monitor. As the heart beats, an electrical wave passes through it, correlating with the cardiac cycle events.
Parts of an ECG
An ECG utilizes electrodes on the skin...
An electrocardiogram (ECG) is a diagnostic tool for identifying cardiac conditions such as arrhythmias, conduction abnormalities, and myocardial ischemia.
Definition
An electrocardiogram (ECG) visualizes the heart's electrical activity by tracing the electrical movement associated with each heartbeat on a graph or monitor. As the heart beats, an electrical wave passes through it, correlating with the cardiac cycle events.
Parts of an ECG
An ECG utilizes electrodes on the skin...
880
Dysrhythmias V: Evaluating Dysrhythmias
118
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...
118
Imaging Studies for Cardiovascular System I:Echocardiography
492
Cardiac imaging studies encompass a wide range of noninvasive and minimally invasive techniques designed to visualize the heart's structure and function in detail. One such technique is echocardiography, which uses high-frequency ultrasound waves to produce detailed images of the heart, known as echocardiograms.
Indications: Echocardiography is utilized to diagnose heart failure, valve disorders, and myocardial infarction. It also assesses cardiac structures' size, shape, and motion,...
Indications: Echocardiography is utilized to diagnose heart failure, valve disorders, and myocardial infarction. It also assesses cardiac structures' size, shape, and motion,...
492


