Literature DB >> 33576688

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.

Marjan Firouznia1, Albert K Feeny2, Michael A LaBarbera2, Meghan McHale3,4, Catherine Cantlay4, Natalie Kalfas4, Paul Schoenhagen2,3,5, Walid Saliba3, Patrick Tchou3, John Barnard6, Mina K Chung2,3, Anant Madabhushi1,4,7.   

Abstract

[Figure: see text].

Entities:  

Keywords:  atrial fibrillation; catheter ablation; heart failure; machine learning; pulmonary veins

Mesh：

Year:  2021        PMID： 33576688      PMCID： PMC8015207          DOI： 10.1161/CIRCEP.120.009265

Source DB:  PubMed          Journal:  Circ Arrhythm Electrophysiol        ISSN： 1941-3084


  36 in total

1.  Fractal analysis in a systems biology approach to cancer.

Authors:  M Bizzarri; A Giuliani; A Cucina; F D'Anselmi; A M Soto; C Sonnenschein
Journal:  Semin Cancer Biol       Date:  2011-04-13       Impact factor: 15.707

2.  Left atrial shape predicts recurrence after atrial fibrillation catheter ablation.

Authors:  Erik T Bieging; Alan Morris; Brent D Wilson; Christopher J McGann; Nassir F Marrouche; Joshua Cates
Journal:  J Cardiovasc Electrophysiol       Date:  2018-06-19

Review 3.  The role of myocardial wall thickness in atrial arrhythmogenesis.

Authors:  John Whitaker; Ronak Rajani; Henry Chubb; Mark Gabrawi; Marta Varela; Matthew Wright; Steven Niederer; Mark D O'Neill
Journal:  Europace       Date:  2016-05-31       Impact factor: 5.214

4.  Pulmonary vein contraction before and after radiofrequency ablation for atrial fibrillation.

Authors:  Brett D Atwater; Thomas W Wallace; Han W Kim; Patrick M Hranitzky; Tristram D Bahnson; Donald D Hegland; James P Daubert
Journal:  J Cardiovasc Electrophysiol       Date:  2010-08-19

Review 5.  Structural and Functional Remodeling of the Left Atrium: Clinical and Therapeutic Implications for Atrial Fibrillation.

Authors:  Rajeev Pathak; Dennis H Lau; Rajiv Mahajan; Prashanthan Sanders
Journal:  J Atr Fibrillation       Date:  2013-12-31

Review 6.  Structure and Function of the Left Atrium and Left Atrial Appendage: AF and Stroke Implications.

Authors:  Victoria Delgado; Luigi Di Biase; Melissa Leung; Jorge Romero; Laurens F Tops; Barbara Casadei; Nassir Marrouche; Jeroen J Bax
Journal:  J Am Coll Cardiol       Date:  2017-12-26       Impact factor: 24.094

7.  New Model of Automated Patient-Reported Outcomes Applied in Atrial Fibrillation.

Authors:  Ayman A Hussein; Bruce Lindsay; Ruth Madden; David Martin; Walid I Saliba; Khaldoun G Tarakji; Bilal Saqi; David J Rausch; Thomas Dresing; Thomas Callahan; Mina K Chung; Bryan Baranowski; Mandeep Bhargava; Daniel Cantillon; John Rickard; Mohamed Kanj; Patrick Tchou; Bruce L Wilkoff; Steven E Nissen; Oussama M Wazni
Journal:  Circ Arrhythm Electrophysiol       Date:  2019-03

8.  A Thin Left Atrial Antral Wall Around the Pulmonary Vein Reflects Structural Remodeling by Atrial Fibrillation and is Associated with Stroke.

Authors:  Junbeom Park; Chul Hwan Park; Jae Sun Uhm; Hui Nam Pak; Moon Hyoung Lee; Boyoung Joung
Journal:  Yonsei Med J       Date:  2017-03       Impact factor: 2.759

9.  An AUC-based permutation variable importance measure for random forests.

Authors:  Silke Janitza; Carolin Strobl; Anne-Laure Boulesteix
Journal:  BMC Bioinformatics       Date:  2013-04-05       Impact factor: 3.169

Review 10.  Fractal frontiers in cardiovascular magnetic resonance: towards clinical implementation.

Authors:  Gabriella Captur; Audrey L Karperien; Chunming Li; Filip Zemrak; Catalina Tobon-Gomez; Xuexin Gao; David A Bluemke; Perry M Elliott; Steffen E Petersen; James C Moon
Journal:  J Cardiovasc Magn Reson       Date:  2015-09-07       Impact factor: 5.364
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  7 in total

Review 1.  Big Data in electrophysiology.

Authors:  Sotirios Nedios; Konstantinos Iliodromitis; Christopher Kowalewski; Andreas Bollmann; Gerhard Hindricks; Nikolaos Dagres; Harilaos Bogossian
Journal:  Herzschrittmacherther Elektrophysiol       Date:  2022-02-08

Review 2.  Machine learning applications in cardiac computed tomography: a composite systematic review.

Authors:  Jonathan James Hyett Bray; Moghees Ahmad Hanif; Mohammad Alradhawi; Jacob Ibbetson; Surinder Singh Dosanjh; Sabrina Lucy Smith; Mahmood Ahmad; Dominic Pimenta
Journal:  Eur Heart J Open       Date:  2022-03-17

Review 3.  Atrial remodeling and atrial fibrillation recurrence after catheter ablation : Past, present, and future developments.

Authors:  Sotirios Nedios; Frank Lindemann; Jordi Heijman; Harry J G M Crijns; Andreas Bollmann; Gerhard Hindricks
Journal:  Herz       Date:  2021-07-05       Impact factor: 1.443

Review 4.  Applications of multimodality imaging for left atrial catheter ablation.

Authors:  Caroline H Roney; Charles Sillett; John Whitaker; Jose Alonso Solis Lemus; Iain Sim; Irum Kotadia; Mark O'Neill; Steven E Williams; Steven A Niederer
Journal:  Eur Heart J Cardiovasc Imaging       Date:  2021-12-18       Impact factor: 6.875

5.  Predicting Atrial Fibrillation Recurrence by Combining Population Data and Virtual Cohorts of Patient-Specific Left Atrial Models.

Authors:  Caroline H Roney; Iain Sim; Jin Yu; Marianne Beach; Arihant Mehta; Jose Alonso Solis-Lemus; Irum Kotadia; John Whitaker; Cesare Corrado; Orod Razeghi; Edward Vigmond; Sanjiv M Narayan; Mark O'Neill; Steven E Williams; Steven A Niederer
Journal:  Circ Arrhythm Electrophysiol       Date:  2022-01-28

6.  Machine Learning-Predicted Progression to Permanent Atrial Fibrillation After Catheter Ablation.

Authors:  Je-Wook Park; Oh-Seok Kwon; Jaemin Shim; Inseok Hwang; Yun Gi Kim; Hee Tae Yu; Tae-Hoon Kim; Jae-Sun Uhm; Jong-Youn Kim; Jong Il Choi; Boyoung Joung; Moon-Hyoung Lee; Young-Hoon Kim; Hui-Nam Pak
Journal:  Front Cardiovasc Med       Date:  2022-02-16

7.  Left Atrial Wall Stress and the Long-Term Outcome of Catheter Ablation of Atrial Fibrillation: An Artificial Intelligence-Based Prediction of Atrial Wall Stress.

Authors:  Jae-Hyuk Lee; Oh-Seok Kwon; Jaemin Shim; Jisu Lee; Hee-Jin Han; Hee Tae Yu; Tae-Hoon Kim; Jae-Sun Uhm; Boyoung Joung; Moon-Hyoung Lee; Young-Hoon Kim; Hui-Nam Pak
Journal:  Front Physiol       Date:  2021-07-02       Impact factor: 4.566
  7 in total

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