Machine Learning-Derived Fractal Features of Shape and Texture of the Left Atrium and Pulmonary Veins From Cardiac Computed Tomography Scans Are Associated With Risk of Recurrence of Atrial Fibrillation Postablation.

Autor: Firouznia M; Department of Biomedical Engineering (M.F., A.M.), Case Western Reserve University., Feeny AK; Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University., LaBarbera MA; Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University., McHale M; Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.).; Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic., Cantlay C; Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic., Kalfas N; Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic., Schoenhagen P; Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University.; Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.).; Imaging Institute (P.S.), Diagnostic Radiology, Cleveland Clinic., Saliba W; Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.)., Tchou P; Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.)., Barnard J; Quantitative Health Sciences, Lerner Research Institute (J.B.), Diagnostic Radiology, Cleveland Clinic., Chung MK; Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University.; Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.)., Madabhushi A; Department of Biomedical Engineering (M.F., A.M.), Case Western Reserve University.; Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic.; Louis Stokes Cleveland Veterans Administration Medical Center, OH (A.M.).

Publikováno v: Circulation. Arrhythmia and electrophysiology [Circ Arrhythm Electrophysiol] 2021 Mar; Vol. 14 (3), pp. e009265. Date of Electronic Publication: 2021 Feb 12.

Deep learning-based multimodal fusion of the surface ECG and clinical features in prediction of atrial fibrillation recurrence following catheter ablation.

Autor: Qiu, Yue¹ (AUTHOR), Guo, Hongcheng² (AUTHOR), Wang, Shixin¹ (AUTHOR), Yang, Shu¹ (AUTHOR), Peng, Xiafeng¹ (AUTHOR), Xiayao, Dongqin¹ (AUTHOR), Chen, Renjie² (AUTHOR), Yang, Jian² (AUTHOR), Liu, Jiaheng² (AUTHOR), Li, Mingfang¹ (AUTHOR), Li, Zhoujun² (AUTHOR), Chen, Hongwu¹ (AUTHOR), Chen, Minglong¹ (AUTHOR) chenminglong@njmu.edu.cn

Publikováno v: BMC Medical Informatics & Decision Making. 8/8/2024, Vol. 24 Issue 1, p1-10. 10p.

Novel Domain Knowledge-Encoding Algorithm Enables Label-Efficient Deep Learning for Cardiac CT Segmentation to Guide Atrial Fibrillation Treatment in a Pilot Dataset.

Autor: Ganesan, Prasanth¹ (AUTHOR) prash030@stanford.edu, Feng, Ruibin¹ (AUTHOR) ruibin@stanford.edu, Deb, Brototo¹ (AUTHOR), Tjong, Fleur V. Y.^1,2 (AUTHOR), Rogers, Albert J.¹ (AUTHOR), Ruipérez-Campillo, Samuel^1,3 (AUTHOR), Somani, Sulaiman¹ (AUTHOR), Clopton, Paul¹ (AUTHOR), Baykaner, Tina¹ (AUTHOR), Rodrigo, Miguel^1,4 (AUTHOR), Zou, James⁵ (AUTHOR), Haddad, Francois¹ (AUTHOR), Zaharia, Matei⁶ (AUTHOR), Narayan, Sanjiv M.¹ (AUTHOR) sanjiv1@stanford.edu

Publikováno v: Diagnostics (2075-4418). Jul2024, Vol. 14 Issue 14, p1538. 14p.

Beyond Clinical Factors: Harnessing Artificial Intelligence and Multimodal Cardiac Imaging to Predict Atrial Fibrillation Recurrence Post-Catheter Ablation.

Autor: Truong, Edward T., Lyu, Yiheng, Ihdayhid, Abdul Rahman, Lan, Nick S. R., Dwivedi, Girish

Publikováno v: Journal of Cardiovascular Development & Disease (JCDD); Sep2024, Vol. 11 Issue 9, p291, 19p

The Application of Artificial Intelligence in Atrial Fibrillation Patients: From Detection to Treatment.

Autor: Hanyang Liang, Han Zhang, Juan Wang, Xinghui Shao, Shuang Wu, Siqi Lyu, Wei Xu, Lulu Wang, Jiangshan Tan, Jingyang Wang, Yanmin Yang

Publikováno v: Reviews in Cardiovascular Medicine; Jul2024, Vol. 25 Issue 7, p1-13, 13p