Application of artificial intelligence in nuclear medicine and molecular imaging: a review of current status and future perspectives for clinical translation.

Humans Artificial Intelligence Nuclear Medicine Radionuclide Imaging Image Processing, Computer-Assisted / methods Molecular Imaging
Artificial intelligence Molecular imaging Nuclear medicine

Journal

European journal of nuclear medicine and molecular imaging
ISSN: 1619-7089
Titre abrégé: Eur J Nucl Med Mol Imaging
Pays: Germany
ID NLM: 101140988

Informations de publication

Date de publication:
11 2022
Historique:
received: 14 01 2022
accepted: 25 06 2022
pubmed: 10 7 2022
medline: 29 10 2022
entrez: 9 7 2022
Statut: ppublish

Résumé

Artificial intelligence (AI) will change the face of nuclear medicine and molecular imaging as it will in everyday life. In this review, we focus on the potential applications of AI in the field, both from a physical (radiomics, underlying statistics, image reconstruction and data analysis) and a clinical (neurology, cardiology, oncology) perspective. Challenges for transferability from research to clinical practice are being discussed as is the concept of explainable AI. Finally, we focus on the fields where challenges should be set out to introduce AI in the field of nuclear medicine and molecular imaging in a reliable manner.

Identifiants

DOI: 10.1007/s00259-022-05891-w PMID: 35809090 PMC: PMC9606092
pubmed: 35809090
doi: 10.1007/s00259-022-05891-w
pii: 10.1007/s00259-022-05891-w
pmc: PMC9606092
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

4452-4463

Informations de copyright

© 2022. The Author(s).

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Auteurs

Dimitris Visvikis (D)

LaTIM, INSERM, UMR 1101, University of Brest, Brest, France.

Philippe Lambin (P)

The D-Lab, Department of Precision Medicine, GROW - School for Oncology, Maastricht University Medical Center (MUMC +), Maastricht, The Netherlands.
Department of Radiology and Nuclear Medicine, GROW - School for Oncology, Maastricht University Medical Center (MUMC +), Maastricht, The Netherlands.

Kim Beuschau Mauridsen (K)

Center of Functionally Integrative Neuroscience and MindLab, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark.
Department of Nuclear Medicine, University of Bern, Bern, Switzerland.

Roland Hustinx (R)

GIGA-CRC in Vivo Imaging, University of Liège, GIGA, Avenue de l'Hôpital 11, 4000, Liege, Belgium.

Michael Lassmann (M)

Klinik Und Poliklinik Für Nuklearmedizin, Universitätsklinikum Würzburg, Würzburg, Germany.

Christoph Rischpler (C)

Department of Nuclear Medicine, University Hospital Essen, University of Duisburg-Essen, Essen, Germany.

Kuangyu Shi (K)

Department of Nuclear Medicine, University of Bern, Bern, Switzerland.
Department of Informatics, Technical University of Munich, Munich, Germany.

Jan Pruim (J)

Medical Imaging Center, Dept. of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands. j.pruim@umcg.nl.
ORCID: 0000-0002-8323-6187

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