Use of Machine Learning to Improve Echocardiographic Image Interpretation Workflow: A Disruptive Paradigm Change?

被引:22
作者
Lang, Roberto M. [1 ]
Addetia, Karima [1 ]
Miyoshi, Tatsuya [2 ]
Kebed, Kalie [1 ]
Blitz, Alexandra [3 ]
Schreckenberg, Marcus [3 ]
Hitschrich, Niklas [3 ]
Mor-Avi, Victor [1 ]
Asch, Federico M. [2 ]
机构
[1] Univ Chicago, Med Ctr, Chicago, IL 60637 USA
[2] MedStar Heart & Vasc Inst, Hlth Res Inst, Washington, DC USA
[3] TOMTEC Imaging Syst, Unterschleissheim, Germany
关键词
REPRODUCIBILITY; ACCURACY;
D O I
10.1016/j.echo.2020.11.017
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
[No abstract available]
引用
收藏
页码:443 / 445
页数:3
相关论文
共 8 条
[1]   Complete Revascularization by Percutaneous Coronary Intervention for Patients With ST-Segment-Elevation Myocardial Infarction and Multivessel Coronary Artery Disease: An Updated Meta-Analysis of Randomized Trials [J].
Ahmad, Yousif ;
Howard, James P. ;
Arnold, Ahran ;
Prasad, Megha ;
Seligman, Henry ;
Cook, Christopher M. ;
Warisawa, Takayuki ;
Shun-Shun, Matthew ;
Ali, Ziad ;
Parikh, Manish A. ;
Al-Lamee, Rasha ;
Sen, Sayan ;
Francis, Darrel ;
Moses, Jeffrey W. ;
Leon, Martin B. ;
Stone, Gregg W. ;
Karmpaliotis, Dimitri .
JOURNAL OF THE AMERICAN HEART ASSOCIATION, 2020, 9 (12)
[2]  
[Anonymous], 2018, NPJ DIGIT MED
[3]   Need for a Global Definition of Normative Echo Values-Rationale and Design of the World Alliance of Societies of Echocardiography Normal Values Study (WASE) [J].
Asch, Federico M. ;
Banchs, Jose ;
Price, Rhonda ;
Rigolin, Vera ;
Thomas, James D. ;
Weissman, Neil J. ;
Lang, Roberto M. .
JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY, 2019, 32 (01) :157-+
[4]   The Ventricular Volume Variability Study of the Pediatric Heart Network: Study Design and Impact of Beat Averaging and Variable Type on the Reproducibility of Echocardiographic Measurements in Children with Chronic Dilated Cardiomyopathy [J].
Colan, Steven D. ;
Shirali, Girish ;
Margossian, Renee ;
Gallagher, Dianne ;
Altmann, Karen ;
Canter, Charles ;
Chen, Shan ;
Golding, Fraser ;
Radojewski, Elizabeth ;
Camitta, Michael ;
Carboni, Michael ;
Rychik, Jack ;
Stylianou, Mario ;
Tani, Lloyd Y. ;
Tierney, Elif Seda Selamet ;
Wang, Yanli ;
Sleeper, Lynn A. .
JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY, 2012, 25 (08) :842-+
[5]   Recommendations for Cardiac Chamber Quantification by Echocardiography in Adults: An Update from the American Society of Echocardiography and the European Association of Cardiovascular Imaging [J].
Lang, Roberto M. ;
Badano, Luigi P. ;
Mor-Avi, Victor ;
Afilalo, Jonathan ;
Armstrong, Anderson ;
Ernande, Laura ;
Flachskampf, Frank A. ;
Foster, Elyse ;
Goldstein, Steven A. ;
Kuznetsova, Tatiana ;
Lancellotti, Patrizio ;
Muraru, Denisa ;
Picard, Michael H. ;
Rietzschel, Ernst R. ;
Rudski, Lawrence ;
Spencer, Kirk T. ;
Tsang, Wendy ;
Voigt, Jens-Uwe .
JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY, 2015, 28 (01) :1-U170
[6]  
Otterstad JE, 1997, EUR HEART J, V18, P507
[7]   Contrast echocardiography improves the accuracy and reproducibility of left ventricular remodeling measurements - A prospective, randomly assigned, blinded study [J].
Thomson, HL ;
Basmadjian, AJ ;
Rainbird, AJ ;
Razavi, M ;
Avierinos, JF ;
Pellikka, PA ;
Bailey, KR ;
Breen, JF ;
Enriquez-Sarano, M .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2001, 38 (03) :867-875
[8]   Fully Automated Echocardiogram Interpretation in Clinical Practice: Feasibility and Diagnostic Accuracy [J].
Zhang, Jeffrey ;
Gajjala, Sravani ;
Agrawal, Pulkit ;
Tison, Geoffrey H. ;
Hallock, Laura A. ;
Beussink-Nelson, Lauren ;
Lassen, Mats H. ;
Fan, Eugene ;
Aras, Mandar A. ;
Jordan, ChaRandle ;
Fleischmann, Kirsten E. ;
Melisko, Michelle ;
Qasim, Atif ;
Shah, Sanjiv J. ;
Bajcsy, Ruzena ;
Deo, Rahul C. .
CIRCULATION, 2018, 138 (16) :1623-1635