Suppr超能文献

IRIDIA-AF,一个大型阵发性心房颤动长期心电图监测数据库。

IRIDIA-AF, a large paroxysmal atrial fibrillation long-term electrocardiogram monitoring database.

机构信息

IRIDIA, Université libre de Bruxelles, Brussels, Belgium.

Cardiology Department, Université de Mons, Mons, Belgium.

出版信息

Sci Data. 2023 Oct 18;10(1):714. doi: 10.1038/s41597-023-02621-1.

Abstract

Atrial fibrillation (AF) is the most common sustained heart arrhythmia in adults. Holter monitoring, a long-term 2-lead electrocardiogram (ECG), is a key tool available to cardiologists for AF diagnosis. Machine learning (ML) and deep learning (DL) models have shown great capacity to automatically detect AF in ECG and their use as medical decision support tool is growing. Training these models rely on a few open and annotated databases. We present a new Holter monitoring database from patients with paroxysmal AF with 167 records from 152 patients, acquired from an outpatient cardiology clinic from 2006 to 2017 in Belgium. AF episodes were manually annotated and reviewed by an expert cardiologist and a specialist cardiac nurse. Records last from 19 hours up to 95 hours, divided into 24-hour files. In total, it represents 24 million seconds of annotated Holter monitoring, sampled at 200 Hz. This dataset aims at expanding the available options for researchers and offers a valuable resource for advancing ML and DL use in the field of cardiac arrhythmia diagnosis.

摘要

心房颤动(AF)是成年人中最常见的持续性心律失常。动态心电图监测(Holter 监测),即长时间的双导联心电图(ECG),是心脏病学家用于 AF 诊断的重要工具。机器学习(ML)和深度学习(DL)模型已显示出自动检测 ECG 中 AF 的巨大能力,并且它们作为医疗决策支持工具的使用正在增加。训练这些模型依赖于少数开放和注释的数据库。我们提出了一个新的阵发性 AF 的 Holter 监测数据库,其中包含 152 名患者的 167 份记录,这些记录是 2006 年至 2017 年在比利时的一家门诊心脏病诊所中获得的。AF 发作由一名专家心脏病专家和一名专科心脏护士手动注释和审查。记录时长从 19 小时到 95 小时不等,分为 24 小时的文件。总的来说,它代表了 2400 万秒的注释 Holter 监测数据,以 200Hz 的频率进行采样。该数据集旨在为研究人员提供更多选择,并为推进心脏心律失常诊断领域的 ML 和 DL 应用提供有价值的资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6da5/10584890/cadabfa6e8cd/41597_2023_2621_Fig1_HTML.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验