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Nucl Med Commun ; 44(9): 751-766, 2023 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-37395538

RESUMO

The utilization of machine learning techniques in medicine has exponentially increased over the last decades due to innovations in computer processing, algorithm development, and access to big data. Applications of machine learning techniques to neuroimaging specifically have unveiled various hidden interactions, structures, and mechanisms related to various neurological disorders. One application of interest is the imaging of Alzheimer's disease, the most common cause of progressive dementia. The diagnoses of Alzheimer's disease, mild cognitive impairment, and preclinical Alzheimer's disease have been difficult. Molecular imaging, particularly via PET scans, holds tremendous value in the imaging of Alzheimer's disease. To date, many novel algorithms have been developed with great success that leverage machine learning in the context of Alzheimer's disease. This review article provides an overview of the diverse applications of machine learning to PET imaging of Alzheimer's disease.


Assuntos
Doença de Alzheimer , Disfunção Cognitiva , Humanos , Doença de Alzheimer/diagnóstico por imagem , Tomografia por Emissão de Pósitrons/métodos , Neuroimagem , Disfunção Cognitiva/diagnóstico por imagem , Aprendizado de Máquina , Imageamento por Ressonância Magnética , Encéfalo
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