Lead-Specific Performance for Atrial Fibrillation Detection in Convolutional Neural Network Models Using Sinus Rhythm Electrocardiography

Author:

Suzuki Shinya1,Motogi Jun2,Umemoto Takuya2,Hirota Naomi1,Nakai Hiroshi3,Matsuzawa Wataru2,Takayanagi Tsuneo2,Hyodo Akira2,Satoh Keiichi2,Arita Takuto1,Yagi Naoharu1,Kishi Mikio1,Semba Hiroaki1,Kano Hiroto1,Matsuno Shunsuke1,Kato Yuko1,Otsuka Takayuki1,Hori Takayuki4,Matsuhama Minoru4,Iida Mitsuru4,Uejima Tokuhisa1,Oikawa Yuji1,Yajima Junji1,Yamashita Takeshi1

Affiliation:

1. Department of Cardiovascular Medicine, The Cardiovascular Institute

2. Nihon Kohden Corporation

3. Information System Division, The Cardiovascular Institute

4. Department of Cardiovascular Surgery, The Cardiovascular Institute

Publisher

Japanese Circulation Society

Reference25 articles.

1. 1. Okumura K, Tomita H, Nakai M, Kodani E, Akao M, Suzuki S, et al. A novel risk stratification system for ischemic stroke in Japanese patients with non-valvular atrial fibrillation. Circ J 2021; 85: 1254–1262.

2. 2. Yamauchi T, Okumura Y, Nagashima K, Watanabe R, Saito Y, Yokoyama K, et al. External validation of the HELT-E2S2 score in Japanese patients with nonvalvular atrial fibrillation: A pooled analysis of the RAFFINE and SAKURA registries. Circ J 2023; 87: 1777–1787.

3. 3. Yamashita T, Akao M, Atarashi H, Ikeda T, Koretsune Y, Okumura K, et al. Causes of death in elderly patients with non-valvular atrial fibrillation: Results from the ANAFIE registry. Circ J 2023; 87: 957–963.

4. 4. Hindricks G, Potpara T, Dagres N, Arbelo E, Bax JJ, Blomström-Lundqvist C, et al. 2020 ESC Guidelines for the diagnosis and management of atrial fibrillation developed in collaboration with the European Association for Cardio-Thoracic Surgery (EACTS): The Task Force for the diagnosis and management of atrial fibrillation of the European Society of Cardiology (ESC) Developed with the special contribution of the European Heart Rhythm Association (EHRA) of the ESC. Eur Heart J 2021; 42: 373–498.

5. 5. January CT, Wann LS, Calkins H, Chen LY, Cigarroa JE, Cleveland JC Jr, et al. 2019 AHA/ACC/HRS Focused Update of the 2014 AHA/ACC/HRS Guideline for the Management of Patients With Atrial Fibrillation: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines and the Heart Rhythm Society in Collaboration With the Society of Thoracic Surgeons. Circulation 2019; 140: e125–e151.

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