Artificial Intelligence Pipeline for Risk Prediction in Cardiovascular Imaging

被引：2

作者：

Ordovas, Karen G. ^{[1
]}

Seo, Youngho ^{[1
]}

机构：

[1] Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USA

来源：

CIRCULATION-CARDIOVASCULAR IMAGING | 2020年 / 13卷 / 02期

关键词：

Editorials; artificial intelligence; biomarker; hypertrophy; left ventricular; machine learning; LEFT-VENTRICULAR HYPERTROPHY; DECREASED INCIDENCE; MULTIDISCIPLINARY; POPULATION;

D O I：

10.1161/CIRCIMAGING.120.010427

中图分类号：

R5 [内科学];

学科分类号：

1002 ; 100201 ;

摘要：

引用

页数：3

共 14 条

[1] Automated cardiovascular magnetic resonance image analysis with fully convolutional networks [J].

Bai, Wenjia ;

Sinclair, Matthew ;

Tarroni, Giacomo ;

Oktay, Ozan ;

Rajchl, Martin ;

Vaillant, Ghislain ;

Lee, Aaron M. ;

Aung, Nay ;

Lukaschuk, Elena ;

Sanghvi, Mihir M. ;

Zemrak, Filip ;

Fung, Kenneth ;

Paiva, Jose Miguel ;

Carapella, Valentina ;

Kim, Young Jin ;

Suzuki, Hideaki ;

Kainz, Bernhard ;

Matthews, Paul M. ;

Petersen, Steffen E. ;

Piechnik, Stefan K. ;

Neubauer, Stefan ;

Glocker, Ben ;

Rueckert, Daniel .

JOURNAL OF CARDIOVASCULAR MAGNETIC RESONANCE, 2018, 20

[2] The Relationship of Left Ventricular Mass and Geometry to Incident Cardiovascular Events [J].

Bluemke, David A. ;

Kronmal, Richard A. ;

Lima, Joao A. C. ;

Liu, Kiang ;

Olson, Jean ;

Burke, Gregory L. ;

Folsom, Aaron R. .

JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2008, 52 (25) :2148-2155

[3] Artificial Intelligence in Cardiovascular Imaging JACC State-of-the-Art Review [J].

Dey, Damini ;

Slomka, Piotr J. ;

Leeson, Paul ;

Comaniciu, Dorin ;

Shrestha, Sirish ;

Sengupta, Partho P. ;

Marwick, Thomas H. .

JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2019, 73 (11) :1317-1335

[4] Association of a 4-Tiered Classification of LV Hypertrophy With Adverse CV Outcomes in the General Population [J].

Garg, Sonia ;

de Lemos, James A. ;

Ayers, Colby ;

Khouri, Michel G. ;

Pandey, Ambarish ;

Berry, Jarett D. ;

Peshock, Ronald M. ;

Drazner, Mark H. .

JACC-CARDIOVASCULAR IMAGING, 2015, 8 (09) :1034-1041

[5] Left Ventricular Mass at MRI and Long-term Risk of Cardiovascular Events: The Multi-Ethnic Study of Atherosclerosis (MESA) [J].

Kawel-Boehm, Nadine ;

Kronmal, Richard ;

Eng, John ;

Folsom, Aaron ;

Burke, Gregory ;

Carr, J. Jeffrey ;

Shea, Steven ;

Lima, Joao A. C. ;

Bluemke, David A. .

RADIOLOGY, 2019, 293 (01) :107-114

[6] Identification of High-Risk Left Ventricular Hypertrophy on Calcium Scoring Cardiac Computed Tomography Scans Validation in the DHS [J].

Kay, Fernando U. ;

Abbara, Suhny ;

Joshi, Parag H. ;

Garg, Sonia ;

Khera, Amit ;

Peshock, Ronald M. .

CIRCULATION-CARDIOVASCULAR IMAGING, 2020, 13 (02) :E009678

[7] Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View [J].

Luo, Wei ;

Phung, Dinh ;

Tran, Truyen ;

Gupta, Sunil ;

Rana, Santu ;

Karmakar, Chandan ;

Shilton, Alistair ;

Yearwood, John ;

Dimitrova, Nevenka ;

Ho, Tu Bao ;

Venkatesh, Svetha ;

Berk, Michael .

JOURNAL OF MEDICAL INTERNET RESEARCH, 2016, 18 (12)

[8] Cardiovascular function in multi-ethnic study of atherosclerosis: Normal values by age, sex, and ethnicity [J].

Natori, Shunsuke ;

Lai, Shenghan ;

Finn, J. Paul ;

Gomes, Antoinette S. ;

Hundley, W. Gregory ;

Jerosch-Herold, Michael ;

Pearson, Gregory ;

Sinha, Shantanu ;

Arai, Andrew ;

Lima, Joao A. C. ;

Bluemke, David A. .

AMERICAN JOURNAL OF ROENTGENOLOGY, 2006, 186 (06) :S357-S365

[9] Cardiovascular magnetic resonance feature tracking strain analysis for discrimination between hypertensive heart disease and hypertrophic cardiomyopathy [J].

Neisius, Ulf ;

Myerson, Lana ;

Fahmy, Ahmed S. ;

Nakamori, Shiro ;

El-Rewaidy, Hossam ;

Joshi, Gargi ;

Duan, Chong ;

Manning, Warren J. ;

Nezafat, Reza .

PLOS ONE, 2019, 14 (08)

[10] In-treatment resolution or absence of electrocardiographic left ventricular hypertrophy is associated with decreased incidence of new-onset diabetes mellitus in hypertensive patients -: The Losartan intervention for Endpoint Reduction in Hypertension (LIFE) study [J].

Okin, Peter M. ;

Devereux, Richard B. ;

Harris, Katherine E. ;

Jern, Sverker ;

Kjeldsen, Sverre E. ;

Lindholm, Lars H. ;

Dahloef, Bjoern .

HYPERTENSION, 2007, 50 (05) :984-990

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