Artificial Intelligence–Based Feature Analysis of Pulmonary Vein Morphology on Computed Tomography Scans and Risk of Atrial Fibrillation Recurrence After Catheter Ablation: A Multi-Site Study
This largest multi-institutional study to date revealed associations between artificial intelligence-extracted morphological features of the primary PV branches with AF recurrence in 809 patients from 3 sites. Future work will focus on enhancing the predictive ability of the classifier by integrating clinical, structural, and morphological features, including left atrial appendage and left atrium-related characteristics.
Authors
- Majd El‐Harasis (ORCID: https://orcid.org/0000-0003-1780-3945)
- Kevin Park
- Golnoush Asaeikheybari (ORCID: https://orcid.org/0000-0002-5550-3487)
- ROD S. PASSMAN (ORCID: https://orcid.org/0000-0001-8718-1534)
- John Barnard (ORCID: https://orcid.org/0000-0003-2403-8268)
- Anant Madabhushi (ORCID: https://orcid.org/0000-0002-5741-0399)
- William H. Telfer
- M. Benjamin Shoemaker (ORCID: https://orcid.org/0000-0001-6824-7155)
- Amit Banwari Gupta (ORCID: https://orcid.org/0000-0001-5345-6763)
- Bibin Varghese (ORCID: https://orcid.org/0000-0001-5637-4560)
- Hyun Su Kim (ORCID: https://orcid.org/0000-0002-0179-9542)
- Alison Jin (ORCID: https://orcid.org/0009-0006-6512-8461)
- Abhishek Midya (ORCID: https://orcid.org/0000-0003-2149-7098)
- Han Sun (ORCID: https://orcid.org/0000-0001-9164-5282)
- Samuel Harwood
- Sojin Y. Wass (ORCID: https://orcid.org/0000-0001-9354-0011)
- David R. Van Wagoner (ORCID: https://orcid.org/0000-0001-8250-9828)
- Joshua G. Hunter (ORCID: https://orcid.org/0000-0002-5360-7899)
- Po‐Hao Chen (ORCID: https://orcid.org/0000-0001-7698-5289)
- Taylor Schilling
- Mina K. Chung (ORCID: https://orcid.org/0000-0002-7835-6045)
- Animesh Tandon (ORCID: https://orcid.org/0000-0001-9769-8801)
- Aleksandar Izda (ORCID: https://orcid.org/0009-0008-9796-9913)
- Bruce F. Eldridge
- Abel Abraham
Institutions
- Northwestern University (US)
- Cleveland Clinic (US)
- United States Department of Veterans Affairs (US)
- Cerner (United States) (US)
- Vanderbilt University (US)
- University Hospitals of Cleveland (US)
- The Wallace H. Coulter Department of Biomedical Engineering (US)
- Cleveland Clinic Lerner College of Medicine (US)
- Quantitative BioSciences (US)
- Northwestern University (PH)
- Norwegian Womens Public Health Association (NO)
- Imaging Center (US)
- Case Western Reserve University (US)
- Northeast Ohio Medical University (US)
Publication Details
- Journal
- Circulation Arrhythmia and Electrophysiology
- Published
- 2024-12-01
- DOI
- https://doi.org/10.1161/circep.123.012679
- Citations
- 6
- Primary Topic
- Atrial Fibrillation Management and Outcomes
- Type
- article
- Field-Weighted Citation Impact
- 2.41
Funders
- U.S. Department of Defense
- U.S. Department of Veterans Affairs
- American Heart Association
- Eli Lilly and Company
- AstraZeneca
- Cleveland Clinic
- Case Western Reserve University
- Frederick National Laboratory for Cancer Research
- National Institutes of Health
- National Heart, Lung, and Blood Institute
- National Cancer Institute
- National Center for Research Resources
- DOD Prostate Cancer Research Program
- DOD Peer Reviewed Cancer Research Program