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
[Figure: see text].
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| Published in | Circulation. Arrhythmia and electrophysiology Vol. 14; no. 3; p. e009265 |
|---|---|
| Main Authors | , , , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Lippincott Williams & Wilkins
01.03.2021
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1941-3084 1941-3149 1941-3084 |
| DOI | 10.1161/CIRCEP.120.009265 |
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| Abstract | [Figure: see text]. |
|---|---|
| AbstractList | [Figure: see text].[Figure: see text]. [Figure: see text]. |
| Author | Saliba, Walid Madabhushi, Anant Cantlay, Catherine Schoenhagen, Paul Feeny, Albert K. LaBarbera, Michael A. McHale, Meghan Kalfas, Natalie Barnard, John Firouznia, Marjan Tchou, Patrick Chung, Mina K. |
| AuthorAffiliation | Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic Department of Biomedical Engineering (M.F., A.M.), Case Western Reserve University Quantitative Health Sciences, Lerner Research Institute (J.B.), Diagnostic Radiology, Cleveland Clinic Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.) |
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| Author_xml | – sequence: 1 givenname: Marjan surname: Firouznia fullname: Firouznia, Marjan organization: Department of Biomedical Engineering (M.F., A.M.), Case Western Reserve University – sequence: 2 givenname: Albert K. surname: Feeny fullname: Feeny, Albert K. organization: Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University – sequence: 3 givenname: Michael A. surname: LaBarbera fullname: LaBarbera, Michael A. organization: Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University – sequence: 4 givenname: Meghan surname: McHale fullname: McHale, Meghan organization: Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.) – sequence: 5 givenname: Catherine surname: Cantlay fullname: Cantlay, Catherine organization: Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic – sequence: 6 givenname: Natalie surname: Kalfas fullname: Kalfas, Natalie organization: Cardiovascular and Metabolic Sciences, Lerner Research Institute (M.M., C.C., N.K., M.K.C.), Diagnostic Radiology, Cleveland Clinic – sequence: 7 givenname: Paul surname: Schoenhagen fullname: Schoenhagen, Paul organization: Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University – sequence: 8 givenname: Walid surname: Saliba fullname: Saliba, Walid organization: Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.) – sequence: 9 givenname: Patrick surname: Tchou fullname: Tchou, Patrick organization: Department of Cardiovascular Medicine, Heart, Vascular & Thoracic Institute (M.M., P.S., W.S., P.T., M.K.C.) – sequence: 10 givenname: John surname: Barnard fullname: Barnard, John organization: Quantitative Health Sciences, Lerner Research Institute (J.B.), Diagnostic Radiology, Cleveland Clinic – sequence: 11 givenname: Mina K. surname: Chung fullname: Chung, Mina K. organization: Cleveland Clinic Lerner College of Medicine (A.K.F., M.A.L., P.S., M.K.C.), Case Western Reserve University – sequence: 12 givenname: Anant surname: Madabhushi fullname: Madabhushi, Anant organization: Department of Biomedical Engineering (M.F., A.M.), Case Western Reserve University |
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| Cites_doi | 10.1016/j.media.2018.08.004 10.1161/CIRCEP.115.003669 10.1016/j.jacc.2017.10.063 10.4022/jafib.986 10.1186/s12968-015-0179-0 10.1016/j.hrthm.2006.02.1033 10.1111/jce.13641 10.3389/fphys.2017.00068 10.1007/s11242-016-0770-3 10.1097/RTI.0000000000000425 10.1002/clc.22957 10.1081/jcmr-200053458 10.1038/s41598-018-37916-6 10.1371/journal.pone.0093817 10.1186/1756-6649-10-1 10.1007/s00330-020-06788-8 10.1161/CIRCIMAGING.116.004947 10.1109/TPAMI.1986.4767851 10.1016/j.semcancer.2011.04.002 10.1161/CIRCEP.118.006986 10.1186/1471-2105-14-119 10.1161/CIRCIMAGING.118.008764 10.1016/j.amjcard.2010.08.069 10.1111/pace.14092 10.1016/j.ijcard.2012.05.008 10.1016/j.ijcard.2019.12.010 10.1111/j.1540-8167.2010.01868.x 10.1038/s41598-020-65056-3 10.3349/ymj.2017.58.2.282 10.1161/JAHA.118.009793 10.1093/europace/euw014 10.1016/j.hrthm.2009.07.007 10.1016/j.neucom.2017.03.032 10.1155/2013/262931 10.1016/j.jacep.2019.05.018 10.1161/CIRCEP.113.000320 10.1002/mp.12832 |
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| SubjectTerms | Action Potentials Atrial Fibrillation - diagnostic imaging Atrial Fibrillation - physiopathology Atrial Fibrillation - surgery Atrial Function, Left Catheter Ablation - adverse effects Female Fractals Heart Atria - diagnostic imaging Heart Atria - physiopathology Heart Atria - surgery Heart Rate Humans Machine Learning Male Middle Aged Predictive Value of Tests Pulmonary Veins - diagnostic imaging Pulmonary Veins - physiopathology Pulmonary Veins - surgery Radiographic Image Interpretation, Computer-Assisted Recurrence Retrospective Studies Risk Assessment Risk Factors Tomography, X-Ray Computed Treatment Outcome |
| Title | 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 |
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