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Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms

Schizophrenia is a neuropsychiatric disease that affects the nonlinear dynamics of brain activity. The primary objective of this study was to explore the complexity of magnetoencephalograms (MEG) in patients with schizophrenia. We combined a multiscale method and weighted permutation entropy to char...

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Autores principales: Bai, Dengxuan, Yao, Wenpo, Wang, Shuwang, Wang, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8946927/
https://www.ncbi.nlm.nih.gov/pubmed/35327825
http://dx.doi.org/10.3390/e24030314
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author Bai, Dengxuan
Yao, Wenpo
Wang, Shuwang
Wang, Jun
author_facet Bai, Dengxuan
Yao, Wenpo
Wang, Shuwang
Wang, Jun
author_sort Bai, Dengxuan
collection PubMed
description Schizophrenia is a neuropsychiatric disease that affects the nonlinear dynamics of brain activity. The primary objective of this study was to explore the complexity of magnetoencephalograms (MEG) in patients with schizophrenia. We combined a multiscale method and weighted permutation entropy to characterize MEG signals from 19 schizophrenia patients and 16 healthy controls. When the scale was larger than 42, the MEG signals of schizophrenia patients were significantly more complex than those of healthy controls ([Formula: see text]). The difference in complexity between patients with schizophrenia and the controls was strongest in the frontal and occipital areas ([Formula: see text]), and there was almost no difference in the central area. In addition, the results showed that the dynamic range of MEG complexity is wider in healthy individuals than in people with schizophrenia. Overall, the multiscale weighted permutation entropy method reliably quantified the complexity of MEG from schizophrenia patients, contributing to the development of potential magnetoencephalographic biomarkers for schizophrenia.
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spelling pubmed-89469272022-03-25 Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms Bai, Dengxuan Yao, Wenpo Wang, Shuwang Wang, Jun Entropy (Basel) Article Schizophrenia is a neuropsychiatric disease that affects the nonlinear dynamics of brain activity. The primary objective of this study was to explore the complexity of magnetoencephalograms (MEG) in patients with schizophrenia. We combined a multiscale method and weighted permutation entropy to characterize MEG signals from 19 schizophrenia patients and 16 healthy controls. When the scale was larger than 42, the MEG signals of schizophrenia patients were significantly more complex than those of healthy controls ([Formula: see text]). The difference in complexity between patients with schizophrenia and the controls was strongest in the frontal and occipital areas ([Formula: see text]), and there was almost no difference in the central area. In addition, the results showed that the dynamic range of MEG complexity is wider in healthy individuals than in people with schizophrenia. Overall, the multiscale weighted permutation entropy method reliably quantified the complexity of MEG from schizophrenia patients, contributing to the development of potential magnetoencephalographic biomarkers for schizophrenia. MDPI 2022-02-23 /pmc/articles/PMC8946927/ /pubmed/35327825 http://dx.doi.org/10.3390/e24030314 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bai, Dengxuan
Yao, Wenpo
Wang, Shuwang
Wang, Jun
Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms
title Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms
title_full Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms
title_fullStr Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms
title_full_unstemmed Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms
title_short Multiscale Weighted Permutation Entropy Analysis of Schizophrenia Magnetoencephalograms
title_sort multiscale weighted permutation entropy analysis of schizophrenia magnetoencephalograms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8946927/
https://www.ncbi.nlm.nih.gov/pubmed/35327825
http://dx.doi.org/10.3390/e24030314
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