Machine learning in echocardiography-based prediction model of cardiovascular diseases

被引:0
作者
Yasheng, Zubaire [1 ,2 ,3 ]
Zhao, Ruohan [1 ,2 ,3 ]
Zhu, Ye [1 ,2 ,3 ]
Zhang, Zisang [1 ,2 ,3 ]
Lv, Qing [1 ,2 ,3 ]
Xie, Mingxing [1 ,2 ,3 ]
Zhang, Li [1 ,2 ,3 ]
机构
[1] Huazhong Univ Sci & Technol, Union Hosp, Tongji Med Coll, Dept Ultrasound Med, Wuhan 430022, Hubei, Peoples R China
[2] Clin Res Ctr Med Imaging Hubei Prov, Wuhan 430022, Hubei, Peoples R China
[3] Hubei Prov Key Lab Mol Imaging, Wuhan 430022, Hubei, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
D O I
10.1097/CM9.0000000000003350
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
引用
收藏
页码:228 / 230
页数:3
相关论文
共 50 条
[1]   Machine learning in echocardiography-based prediction model of cardiovascular diseases [J].
Yasheng Zubaire ;
Zhao Ruohan ;
Zhu Ye ;
Zhang Zisang ;
Lv Qing ;
Xie Mingxing ;
Zhang Li .
中华医学杂志英文版, 2025, 138 (02)
[2]   Development and validation of echocardiography-based machine-learning models to predict mortality [J].
Valsaraj, Akshay ;
Kalmady, Sunil Vasu ;
Sharma, Vaibhav ;
Frost, Matthew ;
Sun, Weijie ;
Sepehrvand, Nariman ;
Ong, Marcus ;
Equilbec, Cyril ;
Dyck, Jason R. B. ;
Anderson, Todd ;
Becher, Harald ;
Weeks, Sarah ;
Tromp, Jasper ;
Hung, Chung-Lieh ;
Ezekowitz, Justin A. ;
Kaul, Padma .
EBIOMEDICINE, 2023, 90
[3]   Research on prediction system of cardiovascular and cerebrovascular diseases based on machine learning [J].
Guo, Hong ;
Zeng, Yan .
BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2021, 128 :32-32
[4]   Echocardiography-based machine learning algorithm for distinguishing ischemic cardiomyopathy from dilated cardiomyopathy [J].
Mei Zhou ;
Yongjian Deng ;
Yi Liu ;
Xiaolin Su ;
Xiaocong Zeng .
BMC Cardiovascular Disorders, 23
[5]   Echocardiography-based machine learning algorithm for distinguishing ischemic cardiomyopathy from dilated cardiomyopathy [J].
Zhou, Mei ;
Deng, Yongjian ;
Liu, Yi ;
Su, Xiaolin ;
Zeng, Xiaocong .
BMC CARDIOVASCULAR DISORDERS, 2023, 23 (01)
[6]   Cardiovascular diseases prediction by machine learning incorporation with deep learning [J].
Subramani, Sivakannan ;
Varshney, Neeraj ;
Anand, M. Vijay ;
Soudagar, Manzoore Elahi M. ;
Al-keridis, Lamya Ahmed ;
Upadhyay, Tarun Kumar ;
Alshammari, Nawaf ;
Saeed, Mohd ;
Subramanian, Kumaran ;
Anbarasu, Krishnan ;
Rohini, Karunakaran .
FRONTIERS IN MEDICINE, 2023, 10
[7]   Echocardiography-Based Deep Learning Model to Differentiate Constrictive Pericarditis and Restrictive Cardiomyopathy [J].
Chao, Chieh-Ju ;
Jeong, Jiwoong ;
Arsanjani, Reza ;
Kim, Kihong ;
Tsai, Yi-Lin ;
Yu, Wen-Chung ;
Farina, Juan M. ;
Mahmoud, Ahmed K. ;
Ayoub, Chadi ;
Grogan, Martha ;
Kane, Garvan C. ;
Banerjee, Imon ;
Oh, Jae K. .
JACC-CARDIOVASCULAR IMAGING, 2022, 17 (04) :349-360
[8]   Echocardiography-Based Deep Learning Model to Differentiate Constrictive Pericarditis and Restrictive Cardiomyopathy [J].
Chao, Chieh-Ju ;
Jeong, Jiwoong ;
Arsanjani, Reza ;
Kim, Kihong ;
Tsai, Yi-Lin ;
Yu, Wen-Chung ;
Farina, Juan M. ;
Mahmoud, Ahmed K. ;
Ayoub, Chadi ;
Grogan, Martha ;
Kane, Garvan C. ;
Banerjee, Imon ;
Oh, Jae K. .
JACC-CARDIOVASCULAR IMAGING, 2024, 17 (04) :349-360
[9]   Machine learning prediction in cardiovascular diseases: a meta-analysis [J].
Chayakrit Krittanawong ;
Hafeez Ul Hassan Virk ;
Sripal Bangalore ;
Zhen Wang ;
Kipp W. Johnson ;
Rachel Pinotti ;
HongJu Zhang ;
Scott Kaplin ;
Bharat Narasimhan ;
Takeshi Kitai ;
Usman Baber ;
Jonathan L. Halperin ;
W. H. Wilson Tang .
Scientific Reports, 10
[10]   Machine learning prediction in cardiovascular diseases: a meta-analysis [J].
Krittanawong, Chayakrit ;
Virk, Hafeez Ul Hassan ;
Bangalore, Sripal ;
Wang, Zhen ;
Johnson, Kipp W. ;
Pinotti, Rachel ;
Zhang, HongJu ;
Kaplin, Scott ;
Narasimhan, Bharat ;
Kitai, Takeshi ;
Baber, Usman ;
Halperin, Jonathan L. ;
Tang, W. H. Wilson .
SCIENTIFIC REPORTS, 2020, 10 (01)