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


Journal

Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192

Informations de publication

Date de publication:
18 10 2023
Historique:
received: 27 07 2023
accepted: 05 10 2023
medline: 23 10 2023
pubmed: 19 10 2023
entrez: 18 10 2023
Statut: epublish

Résumé

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.

Identifiants

pubmed: 37853076
doi: 10.1038/s41597-023-02621-1
pii: 10.1038/s41597-023-02621-1
pmc: PMC10584890
doi:

Types de publication

Dataset Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

714

Subventions

Organisme : Fonds De La Recherche Scientifique - FNRS (Belgian National Fund for Scientific Research)
ID : FRIA FC 38733

Commentaires et corrections

Type : ErratumIn

Informations de copyright

© 2023. Springer Nature Limited.

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Auteurs

Cédric Gilon (C)

IRIDIA, Université libre de Bruxelles, Brussels, Belgium. cedric.gilon@ulb.be.

Jean-Marie Grégoire (JM)

IRIDIA, Université libre de Bruxelles, Brussels, Belgium.
Cardiology Department, Université de Mons, Mons, Belgium.

Marianne Mathieu (M)

IRIDIA, Université libre de Bruxelles, Brussels, Belgium.

Stéphane Carlier (S)

Cardiology Department, Université de Mons, Mons, Belgium.

Hugues Bersini (H)

IRIDIA, Université libre de Bruxelles, Brussels, Belgium.

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Classifications MeSH