Development and validation of a deep-learning algorithm for rule-in and rule-out coronary artery disease based on electrocardiogram without evidence of myocardial ischemia

Our algorithm based on ECG without myocardial ischemia evidence performed good in CAD detection. An algorithm-based decision-making protocol could achieve the guideline-recommended performance in guiding rule-out or rule-in for further examination.

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Publication Details

Journal
IJC Heart & Vasculature
Published
2025-08-18
DOI
https://doi.org/10.1016/j.ijcha.2025.101772
Primary Topic
Cardiac Imaging and Diagnostics
Type
article
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article

Development and validation of a deep-learning algorithm for rule-in and rule-out coronary artery disease based on electrocardiogram without evidence of myocardial ischemia

Juntong Zeng, Xiangyang Ji, Zhe Zheng, Chang Liu et al.
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IJC Heart & Vasculature
Cardiac Imaging and Diagnostics
article

Development and validation of a deep-learning algorithm for rule-in and rule-out coronary artery disease based on electrocardiogram without evidence of myocardial ischemia

Juntong Zeng, Xiangyang Ji, Zhe Zheng, Chang Liu, Xuexin Yu, Mengnan Shi, Yan Daniel Zhao, Xin Jin, Y. Yue, Xiaocong Lian, Xiaoqi Wang, Shen Lin, Xiangqian Zhu, Runchen Sun
article en

Abstract

Our algorithm based on ECG without myocardial ischemia evidence performed good in CAD detection. An algorithm-based decision-making protocol could achieve the guideline-recommended performance in guiding rule-out or rule-in for further examination.

IJC Heart & VasculatureVol. 60
Chinese Academy of Medical Sciences & Peking Union Medical College (CN), National Clinical Research Center for Digestive Diseases (CN), Fu Wai Hospital (CN), Tsinghua University (CN)
Good health and well-being
Openalex Percentile: Top 70%
Cardiac Imaging and Diagnostics
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Development and validation of a deep-learning algorithm for rule-in and rule-out coronary artery disease based on electrocardiogram without evidence of myocardial ischemia — Juntong Zeng, Xiangyang Ji, et al. · IJC Heart & Vasculature (2025) | TGRS Research Map | TGRS