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    Por favor, use este identificador para citar o enlazar este ítem:https://uvadoc.uva.es/handle/10324/59686

    Título
    Exploring the alterations in the distribution of neural network weights in dementia due to alzheimer’s disease
    Autor
    Revilla Vallejo, MarcosAutoridad UVA Orcid
    Poza Crespo, JesúsAutoridad UVA Orcid
    Gómez Pilar, JavierAutoridad UVA Orcid
    Hornero Sánchez, RobertoAutoridad UVA Orcid
    Tola Arribas, Miguel ÁngelAutoridad UVA Orcid
    Cano, Mónica
    Gómez Peña, CarlosAutoridad UVA Orcid
    Año del Documento
    2021
    Editorial
    MDPI
    Descripción
    Producción Científica
    Documento Fuente
    Entropy, 2021, Vol. 23, Nº. 5, 500
    Abstract
    Alzheimer’s disease (AD) is a neurodegenerative disorder which has become an outstanding social problem. The main objective of this study was to evaluate the alterations that dementia due to AD elicits in the distribution of functional network weights. Functional connectivity networks were obtained using the orthogonalized Amplitude Envelope Correlation (AEC), computed from source-reconstructed resting-state eletroencephalographic (EEG) data in a population formed by 45 cognitive healthy elderly controls, 69 mild cognitive impaired (MCI) patients and 81 AD patients. Our results indicated that AD induces a progressive alteration of network weights distribution; specifically, the Shannon entropy (SE) of the weights distribution showed statistically significant between-group differences (p < 0.05, Kruskal-Wallis test, False Discovery Rate corrected). Furthermore, an in-depth analysis of network weights distributions was performed in delta, alpha, and beta-1 frequency bands to discriminate the weight ranges showing statistical differences in SE. Our results showed that lower and higher weights were more affected by the disease, whereas mid-range connections remained unchanged. These findings support the importance of performing detailed analyses of the network weights distribution to further understand the impact of AD progression on functional brain activity.
    Materias (normalizadas)
    Alzheimer's disease
    Alzheimer, Enfermedad de
    Cognition disorders
    Mental health
    Electroencephalography
    Entropy
    Demencia
    Enfermedades mentales
    Cerebro - Enfermedades
    Materias Unesco
    3201.07 Geriatría
    6310.03 Enfermedad
    Palabras Clave
    Neural network
    Red neuronal
    ISSN
    1099-4300
    Revisión por pares
    SI
    DOI
    10.3390/e23050500
    Patrocinador
    Ministerio de Ciencia e Innovación-Agencia Estatal de Investigación, Fondo Europeo de Desarrollo Regional (FEDER) - (project PGC2018-098214- A-I00)
    Comisión Europea y Fondo Europeo de Desarrollo Regional (FEDER) - (Cooperation Programme Interreg V-A Spain-Portugal POCTEP 2014–20200)
    Version del Editor
    https://www.mdpi.com/1099-4300/23/5/500
    Propietario de los Derechos
    © 2021 The authors
    Idioma
    eng
    URI
    https://uvadoc.uva.es/handle/10324/59686
    Tipo de versión
    info:eu-repo/semantics/publishedVersion
    Derechos
    openAccess
    Aparece en las colecciones
    • GIB - Artículos de revista [36]
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