深度学习用于心电图解读:从长椅到床边
Bas B S Schots1, Camila S Pizarro1, Bauke K O Arends1
1Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.
European journal of clinical investigation
|April 7, 2025
概括
深度学习 (DL) 显示了分析心电图 (ECG) 的前景,以改善心血管疾病的检测. 然而,临床实施面临着监管,透明度和数据隐私方面的挑战.
科学领域:
- 人工智能的人工智能是人工智能.
- 深度学习是一种深度学习.
- 心血管医学 心血管医学
背景情况:
- 深度学习 (DL) 推进人工智能用于医学数据分析,帮助疾病识别和预测.
- 电心电图 (ECG) 对于诊断和监测心脏疾病至关重要.
研究的目的:
- 在12导电图分析中审查DL应用.
- 通过随机对照试验评估DL工具的临床有效性.
- 确定DL在心电图分析中的广泛临床实施的障碍.
主要方法:
- 在12导电心电图中对DL应用的叙述性审查.
- 对DL工具有效性的随机对照试验的审查.
- 对实施障碍的分析:监管,透明度,数据隐私.
主要成果:
- DL算法在检测心电图异常和心脏病方面表现出与医生可比的性能.
- 基于DL的心电图分析在常规临床实践中的有限整合,尽管有前景的发展.
结论:
- DL有可能改变心电图分析并提高心血管护理.
- 解决监管,透明度和数据隐私方面的问题对于广泛的临床采用至关重要.
更多相关视频
08:22Author Spotlight: Advancing the Study of Brain-Heart Interplay with a Comprehensive EEGLAB Plugin for Multimodal Signal Analysis
Published on: April 26, 2024
1.6K
05:03Patient Directed Recording of a Bipolar Three-Lead Electrocardiogram using a Smartwatch with ECG Function
Published on: December 11, 2019
8.5K
相关概念视频
Electrocardiogram Fundamentals
462
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...
462
Electrocardiogram
1.8K
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...
1.8K
ECG Interpretation of Rhythms
364
An electrocardiogram (ECG)graphically represents the heart's electrical activity on ECG paper or a monitor.
Components of the Electrocardiogram
The primary components of a normal ECG waveform in Normal sinus rhythm(NSR) include the P wave, PR interval, QRS complex, ST segment, T wave, and occasionally a U wave.
ECG waveforms are divided by vertical and horizontal lines at standard intervals.
The horizontal axis measures time and rate, and the vertical axis measures amplitude or voltage....
Components of the Electrocardiogram
The primary components of a normal ECG waveform in Normal sinus rhythm(NSR) include the P wave, PR interval, QRS complex, ST segment, T wave, and occasionally a U wave.
ECG waveforms are divided by vertical and horizontal lines at standard intervals.
The horizontal axis measures time and rate, and the vertical axis measures amplitude or voltage....
364
ECG Interpretation of Arrhythmias I: Sinus Arrhythmias
159
Arrhythmias are disturbances in the heart's rhythm that lead to abnormal heartbeats. These irregularities can originate from different parts of the heart and are classified based on their origin and nature.
Types of Arrhythmias
Sinus Node Arrhythmias
Sinus Bradycardia: Originating from the sinoatrial (SA) node, sinus bradycardia involves slower impulses, resulting in a heart rate of less than 60 beats per minute (bpm). Causes include sleep, vagal stimulation, beta-blockers, hypothyroidism,...
Types of Arrhythmias
Sinus Node Arrhythmias
Sinus Bradycardia: Originating from the sinoatrial (SA) node, sinus bradycardia involves slower impulses, resulting in a heart rate of less than 60 beats per minute (bpm). Causes include sleep, vagal stimulation, beta-blockers, hypothyroidism,...
159
Pulse rhythm
734
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...
734
