An autopsy-based cardiac lesion evaluation system facilitates quantitative diagnosis of sudden cardiac death: development and multicenter validation of a machine learning model
This rigorously validated model serves as a novel assistant tool for pathologists to achieve quantitative diagnosis of SCD and provides clinicians with a potential tool for myocardial infarction identification and SCD warning.
Authors
- Chao Li (ORCID: https://orcid.org/0000-0002-4086-575X)
- Donghong Liu (ORCID: https://orcid.org/0000-0002-8296-3673)
- Weiquan Ye
- Hui Yao (ORCID: https://orcid.org/0000-0002-8991-513X)
- Yunle Meng
- Erwen Huang (ORCID: https://orcid.org/0000-0003-0181-8827)
- Xiaoshan Liu (ORCID: https://orcid.org/0000-0002-5291-642X)
- Jiacheng Yue
- Bin Luo (ORCID: https://orcid.org/0000-0002-8721-4460)
- Shuiping Liu (ORCID: https://orcid.org/0000-0002-8831-7947)
- Shuquan Zhao (ORCID: https://orcid.org/0000-0002-1584-712X)
- Xiao-Hui Tan (ORCID: https://orcid.org/0000-0003-3261-7059)
- Da Zheng (ORCID: https://orcid.org/0000-0003-3013-0722)
- Tingting Mai (ORCID: https://orcid.org/0009-0006-7886-3465)
- Ming Zhou (ORCID: https://orcid.org/0000-0003-4938-5397)
- Wei Li (ORCID: https://orcid.org/0000-0002-0945-2666)
- Chao Liu (ORCID: https://orcid.org/0000-0002-5323-6733)
- Jiayi Shen (ORCID: https://orcid.org/0000-0001-5604-7973)
- Bing Xia (ORCID: https://orcid.org/0000-0003-4023-8630)
- Li Quan (ORCID: https://orcid.org/0000-0003-3930-4987)
- Zhipeng Cao (ORCID: https://orcid.org/0000-0002-4275-0788)
- Li Yang (ORCID: https://orcid.org/0000-0001-6589-7195)
- Ying Fang (ORCID: https://orcid.org/0000-0002-6335-301X)
- Zhenyuan Wang
- Shuangbo Tang
- Danmi Mao
Institutions
- Ministry of Public Security of the People's Republic of China (CN)
- Guiyang Medical University (CN)
- Sun Yat-sen University (CN)
- Jinan University (CN)
- The First Affiliated Hospital, Sun Yat-sen University (CN)
- Institute of Forensic Science (CN)
- Southern Medical University (CN)
- Xi'an Jiaotong University (CN)
- China Medical University (CN)
Publication Details
- Journal
- BMC Medicine
- Published
- 2025-11-26
- DOI
- https://doi.org/10.1186/s12916-025-04529-6
- Primary Topic
- Cardiac electrophysiology and arrhythmias
- Type
- article
- Field-Weighted Citation Impact
- 0.00