A New Hope for Deep Learning-Based Echocardiogram Interpretation

被引：3
作者：
Tokodi, Marton [1 ,2 ]
Kovacs, Attila [1 ]
机构：
[1] Semmelweis Univ, Heart & Vasc Ctr, Budapest, Hungary
[2] Semmelweis Univ, Heart & Vasc Ctr, 68 Varosmajor St, H-1122 Budapest, Hungary
来源：
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY | 2023年 / 82卷 / 20期
关键词：
deep learning; echocardiography; left ventricle; outcomes; EJECTION FRACTION;
D O I：
10.1016/j.jacc.2023.09.799
中图分类号：
R5 [内科学];
学科分类号：
1002 ; 100201 ;
摘要：
引用
收藏
页码：1949 / 1952
页数：4
相关论文
共 24 条
[1]   Development of novel machine learning model for right ventricular quantification on echocardiography-A multimodality validation study [J].
Beecy, Ashley N. ;
Bratt, Alex ;
Yum, Brian ;
Sultana, Razia ;
Das, Mukund ;
Sherifi, Ines ;
Devereux, Richard B. ;
Weinsaft, Jonathan W. ;
Kim, Jiwon .
ECHOCARDIOGRAPHY-A JOURNAL OF CARDIOVASCULAR ULTRASOUND AND ALLIED TECHNIQUES, 2020, 37 (05) :688-697
[2]   Dual-View Joint Estimation of Left Ventricular Ejection Fraction with Uncertainty Modelling in Echocardiograms [J].
Behnami, Delaram ;
Liao, Zhibin ;
Girgis, Hany ;
Luong, Christina ;
Rohling, Robert ;
Gin, Ken ;
Tsang, Teresa ;
Abolmaesumi, Purang .
MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT II, 2019, 11765 :696-704
[3]  
broadinstitute/m14h, US
[4]   High-Throughput Precision Phenotyping of Left Ventricular Hypertrophy With Cardiovascular Deep Learning [J].
Duffy, Grant ;
Cheng, Paul P. ;
Yuan, Neal ;
He, Bryan ;
Kwan, Alan C. ;
Shun-Shin, Matthew J. ;
Alexander, Kevin M. ;
Ebinger, Joseph ;
Lungren, Matthew P. ;
Rader, Florian ;
Liang, David H. ;
Schnittger, Ingela ;
Ashley, Euan A. ;
Zou, James Y. ;
Patel, Jignesh ;
Witteles, Ronald ;
Cheng, Susan ;
Ouyang, David .
JAMA CARDIOLOGY, 2022, 7 (04) :386-395
[5]   Deep learning interpretation of echocardiograms [J].
Ghorbani, Amirata ;
Ouyang, David ;
Abid, Abubakar ;
He, Bryan ;
Chen, Jonathan H. ;
Harrington, Robert A. ;
Liang, David H. ;
Ashley, Euan A. ;
Zou, James Y. .
NPJ DIGITAL MEDICINE, 2020, 3 (01)
[6]   Blinded, randomized trial of sonographer versus AI cardiac function assessment [J].
He, Bryan ;
Kwan, Alan C. ;
Cho, Jae Hyung ;
Yuan, Neal ;
Pollick, Charles ;
Shiota, Takahiro ;
Ebinger, Joseph ;
Bello, Natalie A. ;
Wei, Janet ;
Josan, Kiranbir ;
Duffy, Grant ;
Jujjavarapu, Melvin ;
Siegel, Robert ;
Cheng, Susan ;
Zou, James Y. ;
Ouyang, David .
NATURE, 2023, 616 (7957) :520-+
[7]  
Kazemi Esfeh Mohammad Mahdi, 2020, Medical Image Computing and Computer Assisted Intervention - MICCAI 2020. 23rd International Conference. Proceedings. Lecture Notes in Computer Science (LNCS 12262), P582, DOI 10.1007/978-3-030-59713-9_56
[8]   Cohort design and natural language processing to reduce bias in electronic health records research [J].
Khurshid, Shaan ;
Reeder, Christopher ;
Harrington, Lia X. ;
Singh, Pulkit ;
Sarma, Gopal ;
Friedman, Samuel F. ;
Di Achille, Paolo ;
Diamant, Nathaniel ;
Cunningham, Jonathan W. ;
Turner, Ashby C. ;
Lau, Emily S. ;
Haimovich, Julian S. ;
Al-Alusi, Mostafa A. ;
Wang, Xin ;
Klarqvist, Marcus D. R. ;
Ashburner, Jeffrey M. ;
Diedrich, Christian ;
Ghadessi, Mercedeh ;
Mielke, Johanna ;
Eilken, Hanna M. ;
McElhinney, Alice ;
Derix, Andrea ;
Atlas, Steven J. ;
Ellinor, Patrick T. ;
Philippakis, Anthony A. ;
Anderson, Christopher D. ;
Ho, Jennifer E. ;
Batra, Puneet ;
Lubitz, Steven A. .
NPJ DIGITAL MEDICINE, 2022, 5 (01)
[9]   Refining Echocardiographic Surveillance of Aortic Stenosis Using Machine Learning Toward Personalized and Sustainable Follow-Up Schemes [J].
Kovacs, Attila ;
Tokodi, Marton .
JACC-CARDIOVASCULAR IMAGING, 2023, 16 (06) :745-748
[10]   Deep Learning for Assessment of Left Ventricular Ejection Fraction from Echocardiographic Images [J].
Kusunose, Kenya ;
Haga, Akihiro ;
Yamaguchi, Natsumi ;
Abe, Takashi ;
Fukuda, Daiju ;
Yamada, Hirotsugu ;
Harada, Masafumi ;
Sata, Masataka .
JOURNAL OF THE AMERICAN SOCIETY OF ECHOCARDIOGRAPHY, 2020, 33 (05) :632-635
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