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Título
Exploring the alterations in the distribution of neural network weights in dementia due to alzheimer’s disease
Autor
Año del Documento
2021
Editorial
MDPI
Descripción
Producción Científica
Documento Fuente
Entropy, 2021, Vol. 23, Nº. 5, 500
Resumen
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
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)
Comisión Europea y Fondo Europeo de Desarrollo Regional (FEDER) - (Cooperation Programme Interreg V-A Spain-Portugal POCTEP 2014–20200)
Version del Editor
Propietario de los Derechos
© 2021 The authors
Idioma
eng
Tipo de versión
info:eu-repo/semantics/publishedVersion
Derechos
openAccess
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