Artificial Intelligence (AI) and Cardiovascular Diseases: An Unexpected Alliance

被引:53
作者
Romiti, Silvia [1 ]
Vinciguerra, Mattia [1 ]
Saade, Wael [1 ]
Anso Cortajarena, Inaki [2 ]
Greco, Ernesto [1 ]
机构
[1] Sapienza Univ Rome, Dept Clin Internal Med Anaesthesiol & Cardiovasc, Rome, Italy
[2] Financial Advisory M&A Transact Serv Deloitte, MBA IESE, Barcelona, Spain
关键词
CORONARY-ARTERY-DISEASE; HEART-FAILURE; CT ANGIOGRAPHY; BIG DATA; HEALTH; CLASSIFICATION; DIAGNOSIS; SEGMENTATION; TECHNOLOGY; PREDICTION;
D O I
10.1155/2020/4972346
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Cardiovascular disease (CVD), despite the significant advances in the diagnosis and treatments, still represents the leading cause of morbidity and mortality worldwide. In order to improve and optimize CVD outcomes, artificial intelligence techniques have the potential to radically change the way we practice cardiology, especially in imaging, offering us novel tools to interpret data and make clinical decisions. AI techniques such as machine learning and deep learning can also improve medical knowledge due to the increase of the volume and complexity of the data, unlocking clinically relevant information. Likewise, the use of emerging communication and information technologies is becoming pivotal to create a pervasive healthcare service through which elderly and chronic disease patients can receive medical care at their home, reducing hospitalizations and improving quality of life. The aim of this review is to describe the contemporary state of artificial intelligence and digital health applied to cardiovascular medicine as well as to provide physicians with their potential not only in cardiac imaging but most of all in clinical practice.
引用
收藏
页数:8
相关论文
共 86 条
[51]   Large-Scale Assessment of a Smartwatch to Identify Atrial Fibrillation [J].
Perez, Marco V. ;
Mahaffey, Kenneth W. ;
Hedlin, Haley ;
Rumsfeld, John S. ;
Garcia, Ariadna ;
Ferris, Todd ;
Balasubramanian, Vidhya ;
Russo, Andrea M. ;
Rajmane, Amol ;
Cheung, Lauren ;
Hung, Grace ;
Lee, Justin ;
Kowey, Peter ;
Talati, Nisha ;
Nag, Divya ;
Gummidipundi, Santosh E. ;
Beatty, Alexis ;
Hills, Mellanie True ;
Desai, Sumbul ;
Granger, Christopher B. ;
Desai, Manisha ;
Turakhia, Mintu P. .
NEW ENGLAND JOURNAL OF MEDICINE, 2019, 381 (20) :1909-1917
[52]   A Novel Wireless Left Atrial Pressure Monitoring System for Patients with Heart Failure, First Ex-Vivo and Animal Experience [J].
Perl, Leor ;
Soifer, Elina ;
Bartunek, Jozef ;
Erdheim, Dedi ;
Koehler, Friedrich ;
Abraham, William T. ;
Meerkin, David .
JOURNAL OF CARDIOVASCULAR TRANSLATIONAL RESEARCH, 2019, 12 (04) :290-298
[53]  
Petakov Artem, 2014, Am J Prev Med, V47, pe1, DOI 10.1016/j.amepre.2014.03.015
[54]   Wearable technology for cardiology: An update and framework for the future [J].
Pevnick, Joshua M. ;
Birkeland, Kade ;
Zimmer, Raymond ;
Elad, Yaron ;
Kedan, Ilan .
TRENDS IN CARDIOVASCULAR MEDICINE, 2018, 28 (02) :144-150
[55]  
Playford D., 2018, HEART LUNG CIRC, V27, pS216, DOI [10.1016/j.hlc.2018.06.390, DOI 10.1016/j.hlc.2018.06.390]
[56]   Recourse to hospitalization in Italy [J].
Polistena, Barbara ;
d'Angela, Daniela ;
Lattarulo, Michele ;
Spandonaro, Federico ;
Testa, Tullio .
GIORNALE ITALIANO DI CARDIOLOGIA, 2014, 15 (02) :16S-21S
[57]   2016 ESC Guidelines for the diagnosis and treatment of acute and chronic heart failure [J].
Ponikowski, Piotr ;
Voors, Adriaan A. ;
Anker, Stefan D. ;
Bueno, Hector ;
Cleland, John G. F. ;
Coats, Andrew J. S. ;
Falk, Volkmar ;
Ramon Gonzalez-Juanatey, Jose ;
Harjola, Veli-Pekka ;
Jankowska, Ewa A. ;
Jessup, Mariell ;
Linde, Cecilia ;
Nihoyannopoulos, Petros ;
Parissis, John T. ;
Pieske, Burkert ;
Riley, Jillian P. ;
Rosano, Giuseppe M. C. ;
Ruilope, Luis M. ;
Ruschitzka, Frank ;
Rutten, Frans H. ;
van der Meer, Peter .
EUROPEAN HEART JOURNAL, 2016, 37 (27) :2129-U130
[58]   Heart failure: preventing disease and death worldwide [J].
Ponikowski, Piotr ;
Anker, Stefan D. ;
AlHabib, Khalid F. ;
Cowie, Martin R. ;
Force, Thomas L. ;
Hu, Shengshou ;
Jaarsma, Tiny ;
Krum, Henry ;
Rastogi, Vishal ;
Rohde, Luis E. ;
Samal, Umesh C. ;
Shimokawa, Hiroaki ;
Siswanto, Bambang Budi ;
Sliwa, Karen ;
Filippatos, Gerasimos .
ESC HEART FAILURE, 2014, 1 (01) :4-25
[59]   Deep Learning for Health Informatics [J].
Ravi, Daniele ;
Wong, Charence ;
Deligianni, Fani ;
Berthelot, Melissa ;
Andreu-Perez, Javier ;
Lo, Benny ;
Yang, Guang-Zhong .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2017, 21 (01) :4-21
[60]   Machine Learning and Deep Neural Networks in Thoracic and Cardiovascular Imaging [J].
Retson, Tara A. ;
Besser, Alexandra H. ;
Sall, Sean ;
Golden, Daniel ;
Hsiao, Albert .
JOURNAL OF THORACIC IMAGING, 2019, 34 (03) :192-201