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Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults
This study aimed to examine whether magnetoencephalography (MEG) is useful to detect early stage Alzheimer’s disease (AD). We analyzed MEG data from the early stage AD group (n = 20; 6 with mild cognitive impairment due to AD and 14 with AD dementia) and cognitively normal control group (NC, n = 27)...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7272642/ https://www.ncbi.nlm.nih.gov/pubmed/32499487 http://dx.doi.org/10.1038/s41598-020-66034-5 |
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author | Ikeda, Yoshihisa Kikuchi, Mitsuru Noguchi-Shinohara, Moeko Iwasa, Kazuo Kameya, Masafumi Hirosawa, Tetsu Yoshita, Mitsuhiro Ono, Kenjiro Samuraki-Yokohama, Miharu Yamada, Masahito |
author_facet | Ikeda, Yoshihisa Kikuchi, Mitsuru Noguchi-Shinohara, Moeko Iwasa, Kazuo Kameya, Masafumi Hirosawa, Tetsu Yoshita, Mitsuhiro Ono, Kenjiro Samuraki-Yokohama, Miharu Yamada, Masahito |
author_sort | Ikeda, Yoshihisa |
collection | PubMed |
description | This study aimed to examine whether magnetoencephalography (MEG) is useful to detect early stage Alzheimer’s disease (AD). We analyzed MEG data from the early stage AD group (n = 20; 6 with mild cognitive impairment due to AD and 14 with AD dementia) and cognitively normal control group (NC, n = 27). MEG was recorded during resting eyes closed (EC) and eyes open (EO), and the following 6 values for each of 5 bands (θ1: 4-6, θ2: 6-8, α1: 8-10, α2: 10-13, β: 13-20 Hz) in the cerebral 68 regions were compared between the groups: (1) absolute power during EC and (2) EO, (3) whole cerebral normalization (WCN) power during EC and (4) EO, (5) difference of the absolute powers between the EC and EO conditions (the EC-EO difference), and (6) WCN value of the EC-EO difference. We found significant differences between the groups in the WCN powers during the EO condition, and the EC-EO differences. Using a Support Vector Machine classifier, a discrimination accuracy of 83% was obtained and an AUC in an ROC analysis was 0.91. This study demonstrates that MEG during resting EC and EO is useful in discriminating between early stage AD and NC. |
format | Online Article Text |
id | pubmed-7272642 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-72726422020-06-05 Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults Ikeda, Yoshihisa Kikuchi, Mitsuru Noguchi-Shinohara, Moeko Iwasa, Kazuo Kameya, Masafumi Hirosawa, Tetsu Yoshita, Mitsuhiro Ono, Kenjiro Samuraki-Yokohama, Miharu Yamada, Masahito Sci Rep Article This study aimed to examine whether magnetoencephalography (MEG) is useful to detect early stage Alzheimer’s disease (AD). We analyzed MEG data from the early stage AD group (n = 20; 6 with mild cognitive impairment due to AD and 14 with AD dementia) and cognitively normal control group (NC, n = 27). MEG was recorded during resting eyes closed (EC) and eyes open (EO), and the following 6 values for each of 5 bands (θ1: 4-6, θ2: 6-8, α1: 8-10, α2: 10-13, β: 13-20 Hz) in the cerebral 68 regions were compared between the groups: (1) absolute power during EC and (2) EO, (3) whole cerebral normalization (WCN) power during EC and (4) EO, (5) difference of the absolute powers between the EC and EO conditions (the EC-EO difference), and (6) WCN value of the EC-EO difference. We found significant differences between the groups in the WCN powers during the EO condition, and the EC-EO differences. Using a Support Vector Machine classifier, a discrimination accuracy of 83% was obtained and an AUC in an ROC analysis was 0.91. This study demonstrates that MEG during resting EC and EO is useful in discriminating between early stage AD and NC. Nature Publishing Group UK 2020-06-04 /pmc/articles/PMC7272642/ /pubmed/32499487 http://dx.doi.org/10.1038/s41598-020-66034-5 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Ikeda, Yoshihisa Kikuchi, Mitsuru Noguchi-Shinohara, Moeko Iwasa, Kazuo Kameya, Masafumi Hirosawa, Tetsu Yoshita, Mitsuhiro Ono, Kenjiro Samuraki-Yokohama, Miharu Yamada, Masahito Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults |
title | Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults |
title_full | Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults |
title_fullStr | Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults |
title_full_unstemmed | Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults |
title_short | Spontaneous MEG activity of the cerebral cortex during eyes closed and open discriminates Alzheimer’s disease from cognitively normal older adults |
title_sort | spontaneous meg activity of the cerebral cortex during eyes closed and open discriminates alzheimer’s disease from cognitively normal older adults |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7272642/ https://www.ncbi.nlm.nih.gov/pubmed/32499487 http://dx.doi.org/10.1038/s41598-020-66034-5 |
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