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SHDB-AF:一个日本心房颤动动态心电图数据库。

SHDB-AF: a Japanese Holter ECG database of atrial fibrillation.

作者信息

Tsutsui Kenta, Brimer Shany Biton, Ben-Moshe Noam, Sellal Jean Marc, Oster Julien, Mori Hitoshi, Ikeda Yoshifumi, Arai Takahide, Nakano Shintaro, Kato Ritsushi, Behar Joachim A

机构信息

Division of Cardiology, Department of Internal Medicine, Teikyo University School of Medicine, Tokyo, Japan.

Department of Cardiology, Saitama Medical University International Medical Center, Saitama, Japan.

出版信息

Sci Data. 2025 Mar 19;12(1):454. doi: 10.1038/s41597-025-04777-4.

Abstract

Atrial fibrillation (AF) is a common atrial arrhythmia that impairs quality of life and causes embolic stroke, heart failure and other complications. Recent advancements in machine learning (ML) and deep learning (DL) have shown potential for enhancing diagnostic accuracy. It is essential for DL models to be robust and generalizable across variations in ethnicity, age, sex, and other factors. Although a number of ECG database have been made available to the research community, none includes a Japanese population sample. Saitama Heart Database Atrial Fibrillation (SHDB-AF) is a novel open-sourced Holter ECG database from Japan, containing 128 ECG with detailed clinical information from 122 unique patients. Each record in SHDB-AF is 24 hours long and has two channels, totaling 21.6 million seconds of ECG data. The dataset is available at https://physionet.org/content/shdb-af/ .

摘要

心房颤动(AF)是一种常见的房性心律失常,会损害生活质量并导致栓塞性中风、心力衰竭和其他并发症。机器学习(ML)和深度学习(DL)的最新进展已显示出提高诊断准确性的潜力。DL模型必须强大且能在种族、年龄、性别和其他因素的变化中具有通用性。尽管已经向研究界提供了许多心电图数据库,但没有一个包含日本人群样本。埼玉心脏数据库心房颤动(SHDB-AF)是一个来自日本的新型开源动态心电图数据库,包含128份心电图以及来自122名独特患者的详细临床信息。SHDB-AF中的每条记录时长为24小时,有两个通道,共有2160万秒的心电图数据。该数据集可在https://physionet.org/content/shdb-af/ 上获取。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/439e/11923129/82c88db94131/41597_2025_4777_Fig1_HTML.jpg

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