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.

Abstract

Authors

• Marjan Firouznia
  Department of Biomedical Engineering (A.M., M.F.), Case Western Reserve University, OH.
• Albert K Feeny
  Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L.), Case Western Reserve University, OH.
• Michael A LaBarbera
  Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L.), Case Western Reserve University, OH.
• Meghan McHale
  Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.).
• Catherine Cantlay
  Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic.
• Natalie Kalfas
  Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic.
• Paul Schoenhagen
  Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University.
• Walid Saliba
  Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.).
• Patrick Tchou
  Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.).
• John Barnard
  Department of Quantitative Health Sciences, Lerner Research Institute (X.J., J.B.), Cleveland Clinic, OH.
• Mina K Chung
  Department of Cardiovascular Medicine, Heart and Vascular Institute (J.R., D.P., S.T., K.M.T., N.V., M.J.N., E.Z.G., R.A.G., M.K.C.), Cleveland Clinic, OH.
• Anant Madabhushi
  Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio.

Keywords

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