人工智能增强的心电图用于高伤心肌病诊断:系统性审查和元分析
Fernando A Theja1, Louis F J Jusni1, Robby Soetedjo1
1Faculty of Medicine, School of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia, Jakarta, Indonesia.
Journal of the Saudi Heart Association
|July 1, 2025
概括
应用于心电图 (ECG) 的人工智能 (AI) 算法显示出检测多变性心肌病 (HCM) 的前景. 这种人工智能增强的心电图方法在元分析中获得了高准确度,这表明它作为一种新的查工具的潜力.
科学领域:
- 心脏病学 心脏病学
- 人工智能的人工智能
- 医学诊断 医学诊断 医学诊断
背景情况:
- 由于非特异性症状和可变的心电图模式,诊断高伤心肌病 (HCM) 是具有挑战性的.
- 对心声回声图的有限访问可以延迟HCM检测.
- 人工智能 (AI) 为改进基于心电图的诊断提供了潜力.
研究的目的:
- 系统地审查和元分析AI增强型心电图用于HCM检测的诊断性能.
- 评估AI算法在从心电图数据中识别HCM时的灵敏度,特异性和准确性.
主要方法:
- 按照PRISMA指南进行系统审查和元分析.
- 包括回顾性队列研究,评估AI用于基于12心电图的HCM检测.
- 两变随机效应模型用于计算聚合的灵敏度,特异性和SROC-AUC.
主要成果:
- 纳入了5项涉及69343名参与者的研究.
- 通过人工智能增强的心电图显示,对HCM检测的综合灵敏度为0.84和特异性为0.86.
- 总结接收器在曲线下的操作特征面积 (SROC-AUC) 为0.927,表明了出色的诊断准确性.
结论:
- 人工智能增强的心电图显示出作为超缩性心肌病的新查工具的巨大潜力.
- 由于研究异质性和所包含的研究数量有限,需要进行进一步的研究.
相关概念视频
Electrocardiogram
9.8K
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...
9.8K
Cardiomyopathy I: Introduction and Classification
826
Cardiomyopathy, or CMP, is a group of diseases affecting the myocardial structure, impairing its ability to pump blood effectively. This condition can lead to arrhythmias, heart failure, or sudden cardiac death.Cardiomyopathies are classified into primary and secondary categories:Primary Cardiomyopathy refers to conditions involving only the heart muscle that are often idiopathic (of unknown cause) or genetic. They primarily affect the myocardium without the involvement of other systemic...
826
Cardiomyopathy II: Dilated Cardiomyopathy
790
Dilated cardiomyopathy, or DCM, is a progressive myocardial disorder characterized by ventricular chamber dilation and contractile dysfunction.EtiologyVarious factors can cause DCM, including hypertension and heavy alcohol intake, which contribute to the weakening and enlargement of the heart muscle. Viral infections, such as Coxsackievirus B, adenoviruses, and influenza, can lead to DCM by causing inflammation and damage to heart tissue. Certain chemotherapeutic agents, including daunorubicin,...
790
Cardiomyopathy III: Hypertrophic Cardiomyopathy
805
Hypertrophic cardiomyopathy, or HCM, is an autosomal dominant genetic disorder characterized by asymmetric left ventricular hypertrophy without ventricular dilation. It is more common in men and is typically diagnosed in young, athletic adults.EtiologyHCM is primarily genetic and is caused by mutations in genes encoding sarcomeric proteins. Researchers have identified over 1400 mutations across at least 11 different genes. Among these, the most frequently occurring mutations are found in the...
805
Cardiomyopathy IV: Restrictive Cardiomyopathy
952
Restrictive cardiomyopathy (RCM) is a rare heart muscle disease characterized by impaired ventricular filling due to stiffened ventricular walls, leading to significant diastolic dysfunction.EtiologyRestrictive cardiomyopathy can arise from both inherited and acquired diseases, many of which are systemic. It is categorized into four main types: infiltrative, storage, non-infiltrative, and endomyocardial diseases.Infiltrative diseases, such as amyloidosis, lead to RCM by depositing amyloid...
952
Cardiomyopathy V: Interprofessional Care
753
Managing cardiomyopathy involves addressing underlying or precipitating causes, treating heart failure with medications, and implementing dietary changes and a balanced exercise and rest regimen.Lifestyle ModificationsCardiomyopathy patients should adopt a low-sodium diet to reduce fluid retention and manage heart failure. A personalized exercise and rest plan helps maintain physical fitness without overstraining the heart. Avoiding alcohol and tobacco is essential to prevent further damage to...
753


