The Applications of Artificial Intelligence in Cardiovascular Magnetic Resonance-A Comprehensive Review.

artificial intelligence cardiac magnetic resonance deep learning machine learning

Journal

Journal of clinical medicine
ISSN: 2077-0383
Titre abrégé: J Clin Med
Pays: Switzerland
ID NLM: 101606588

Informations de publication

Date de publication:
19 May 2022
Historique:
received: 26 04 2022
revised: 13 05 2022
accepted: 16 05 2022
entrez: 28 5 2022
pubmed: 29 5 2022
medline: 29 5 2022
Statut: epublish

Résumé

Cardiovascular disease remains an integral field on which new research in both the biomedical and technological fields is based, as it remains the leading cause of mortality and morbidity worldwide. However, despite the progress of cardiac imaging techniques, the heart remains a challenging organ to study. Artificial intelligence (AI) has emerged as one of the major innovations in the field of diagnostic imaging, with a dramatic impact on cardiovascular magnetic resonance imaging (CMR). AI will be increasingly present in the medical world, with strong potential for greater diagnostic efficiency and accuracy. Regarding the use of AI in image acquisition and reconstruction, the main role was to reduce the time of image acquisition and analysis, one of the biggest challenges concerning magnetic resonance; moreover, it has been seen to play a role in the automatic correction of artifacts. The use of these techniques in image segmentation has allowed automatic and accurate quantification of the volumes and masses of the left and right ventricles, with occasional need for manual correction. Furthermore, AI can be a useful tool to directly help the clinician in the diagnosis and derivation of prognostic information of cardiovascular diseases. This review addresses the applications and future prospects of AI in CMR imaging, from image acquisition and reconstruction to image segmentation, tissue characterization, diagnostic evaluation, and prognostication.

Identifiants

pubmed: 35628992
pii: jcm11102866
doi: 10.3390/jcm11102866
pmc: PMC9147423
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

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Auteurs

Adriana Argentiero (A)

University Cardiology Unit, Cardio-Thoracic Department, Policlinic University Hospital, 70121 Bari, Italy.

Giuseppe Muscogiuri (G)

School of Medicine and Surgery, University of Milano-Bicocca, 20126 Milan, Italy.
Department of Radiology, IRCCS Istituto Auxologico Italiano, San Luca Hospital, 20149 Milan, Italy.

Mark G Rabbat (MG)

Division of Cardiology, Loyola University of Chicago, Chicago, IL 60660, USA.

Chiara Martini (C)

Radiologic Sciences, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy.

Nicolò Soldato (N)

University Cardiology Unit, Cardio-Thoracic Department, Policlinic University Hospital, 70121 Bari, Italy.

Paolo Basile (P)

University Cardiology Unit, Cardio-Thoracic Department, Policlinic University Hospital, 70121 Bari, Italy.

Andrea Baggiano (A)

Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy.

Saima Mushtaq (S)

Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy.

Laura Fusini (L)

Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy.

Maria Elisabetta Mancini (ME)

Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy.

Nicola Gaibazzi (N)

Department of Cardiology, Azienda Ospedaliero-Universitaria, 43126 Parma, Italy.

Vincenzo Ezio Santobuono (VE)

University Cardiology Unit, Cardio-Thoracic Department, Policlinic University Hospital, 70121 Bari, Italy.

Sandro Sironi (S)

School of Medicine and Surgery, University of Milano-Bicocca, 20126 Milan, Italy.
Department of Radiology, ASST Papa Giovanni XXIII Hospital, 24127 Bergamo, Italy.

Gianluca Pontone (G)

Perioperative and Cardiovascular Imaging Department, Centro Cardiologico Monzino IRCCS, 20138 Milan, Italy.

Andrea Igoren Guaricci (AI)

University Cardiology Unit, Cardio-Thoracic Department, Policlinic University Hospital, 70121 Bari, Italy.
Department of Emergency and Organ Transplantation, University of Bari, 70121 Bari, Italy.

Classifications MeSH