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EEG characterization of the Alzheimer's disease continuum by means of multiscale entropies

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Summary:Alzheimer's disease (AD) is a neurodegenerative disorder with high prevalence, known for its highly disabling symptoms. The aim of this study was to characterize the alterations in the irregularity and the complexity of the brain activity along the AD continuum. Both irregularity and complexity can be studied applying entropy-based measures throughout multiple temporal scales. In this regard, multiscale sample entropy (MSE) and refined multiscale spectral entropy (rMSSE) were calculated from electroencephalographic (EEG) data. Five minutes of resting-state EEG activity were recorded from 51 healthy controls, 51 mild cognitive impaired (MCI) subjects, 51 mild AD patients (ADMIL), 50 moderate AD patients (ADMOD), and 50 severe AD patients (ADSEV). Our results show statistically significant differences (p-values < 0.05, FDR-corrected Kruskal-Wallis test) between the five groups at each temporal scale. Additionally, average slope values and areas under MSE and rMSSE curves revealed significant changes in complexity mainly for controls vs. MCI, MCI vs. ADMIL and ADMOD vs. ADSEV comparisons (p-values < 0.05, FDR-corrected Mann-Whitney U-test). These findings indicate that MSE and rMSSE reflect the neuronal disturbances associated with the development of dementia, and may contribute to the development of new tools to track the AD progression.
Subject:Multiscale sample entropy (MSE) Mild cognitive impairment (MCI) AD continuum Alzheimer's disease (AD) Refined multiscale spectral entropy (rMSSE) Electroencephalography (EEG)
Country:Portugal
Document type:journal article
Access type:Open
Associated institution:Repositório Aberto da Universidade do Porto
Language:English
Origin:Repositório Aberto da Universidade do Porto
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conditionsOfAccess_str open access
country_str PT
description Alzheimer's disease (AD) is a neurodegenerative disorder with high prevalence, known for its highly disabling symptoms. The aim of this study was to characterize the alterations in the irregularity and the complexity of the brain activity along the AD continuum. Both irregularity and complexity can be studied applying entropy-based measures throughout multiple temporal scales. In this regard, multiscale sample entropy (MSE) and refined multiscale spectral entropy (rMSSE) were calculated from electroencephalographic (EEG) data. Five minutes of resting-state EEG activity were recorded from 51 healthy controls, 51 mild cognitive impaired (MCI) subjects, 51 mild AD patients (ADMIL), 50 moderate AD patients (ADMOD), and 50 severe AD patients (ADSEV). Our results show statistically significant differences (p-values < 0.05, FDR-corrected Kruskal-Wallis test) between the five groups at each temporal scale. Additionally, average slope values and areas under MSE and rMSSE curves revealed significant changes in complexity mainly for controls vs. MCI, MCI vs. ADMIL and ADMOD vs. ADSEV comparisons (p-values < 0.05, FDR-corrected Mann-Whitney U-test). These findings indicate that MSE and rMSSE reflect the neuronal disturbances associated with the development of dementia, and may contribute to the development of new tools to track the AD progression.
documentTypeURL_str http://purl.org/coar/resource_type/c_6501
documentType_str journal article
id 468f9081-24ae-423c-82b9-0d37a271c04d
identifierHandle_str https://hdl.handle.net/10216/136356
language eng
relatedInstitutions_str_mv Repositório Aberto da Universidade do Porto
resourceName_str Repositório Aberto da Universidade do Porto
spellingShingle EEG characterization of the Alzheimer's disease continuum by means of multiscale entropies
Multiscale sample entropy (MSE)
Mild cognitive impairment (MCI)
AD continuum
Alzheimer's disease (AD)
Refined multiscale spectral entropy (rMSSE)
Electroencephalography (EEG)
title EEG characterization of the Alzheimer's disease continuum by means of multiscale entropies
topic Multiscale sample entropy (MSE)
Mild cognitive impairment (MCI)
AD continuum
Alzheimer's disease (AD)
Refined multiscale spectral entropy (rMSSE)
Electroencephalography (EEG)