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Neuroimage ; 275: 120147, 2023 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-37156449

RESUMO

In older adults without dementia, White Matter Hyperintensities (WMH) in MRI have been shown to be highly associated with cerebral amyloid deposition, measured by the Pittsburgh compound B (PiB) PET. However, the relation to age, sex, and education in explaining this association is not well understood. We use the voxel counts of regional WMH, age, one-hot encoded sex, and education to predict the regional PiB using a multilayer perceptron with only rectilinear activations using mean squared error. We then develop a novel, robust metric to understand the relevance of each input variable for prediction. Our observations indicate that sex is the most relevant predictor of PiB and that WMH is not relevant for prediction. These results indicate that there is a sex-specific risk architecture for Aß deposition.


Assuntos
Doença de Alzheimer , Tomografia por Emissão de Pósitrons , Masculino , Feminino , Humanos , Idoso , Tomografia por Emissão de Pósitrons/métodos , Imageamento por Ressonância Magnética , Compostos de Anilina , Peptídeos beta-Amiloides/metabolismo , Encéfalo/diagnóstico por imagem , Encéfalo/metabolismo
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