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Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG
The emergence of the optically pumped magnetometer (OPM)-based magnetoencephalography (MEG) has led to new developments in MEG technology. The source imaging results of different magnetic source imaging (MSI) methods show considerable differences, which makes it difficult for researchers to choose a...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9550608/ https://www.ncbi.nlm.nih.gov/pubmed/36238897 http://dx.doi.org/10.1016/j.isci.2022.105177 |
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author | An, Nan Cao, Fuzhi Li, Wen Wang, Wenli Xu, Weinan Wang, Chunhui Xiang, Min Gao, Yang Sui, Binbin Wang, Dawei Yu, Dexin Ning, Xiaolin |
author_facet | An, Nan Cao, Fuzhi Li, Wen Wang, Wenli Xu, Weinan Wang, Chunhui Xiang, Min Gao, Yang Sui, Binbin Wang, Dawei Yu, Dexin Ning, Xiaolin |
author_sort | An, Nan |
collection | PubMed |
description | The emergence of the optically pumped magnetometer (OPM)-based magnetoencephalography (MEG) has led to new developments in MEG technology. The source imaging results of different magnetic source imaging (MSI) methods show considerable differences, which makes it difficult for researchers to choose an appropriate method. This study assessed time-domain MSI methods implemented in the Brainstorm, FieldTrip, and SPM12 toolboxes using simulations. We proposed using a metric, variational free energy under the Bayesian framework, as an indicator to evaluate source imaging results because it does not require the ground truth of sources but uses the fitness of the measurement data. Our simulations demonstrated the effectiveness of the variational free energy in indicating the quality of the source reconstruction results. We then applied each MSI method to the real OPM-MEG experimental data. We aimed to highlight the characteristics of each method and provide references for researchers choosing an appropriate MSI method. |
format | Online Article Text |
id | pubmed-9550608 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-95506082022-10-12 Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG An, Nan Cao, Fuzhi Li, Wen Wang, Wenli Xu, Weinan Wang, Chunhui Xiang, Min Gao, Yang Sui, Binbin Wang, Dawei Yu, Dexin Ning, Xiaolin iScience Article The emergence of the optically pumped magnetometer (OPM)-based magnetoencephalography (MEG) has led to new developments in MEG technology. The source imaging results of different magnetic source imaging (MSI) methods show considerable differences, which makes it difficult for researchers to choose an appropriate method. This study assessed time-domain MSI methods implemented in the Brainstorm, FieldTrip, and SPM12 toolboxes using simulations. We proposed using a metric, variational free energy under the Bayesian framework, as an indicator to evaluate source imaging results because it does not require the ground truth of sources but uses the fitness of the measurement data. Our simulations demonstrated the effectiveness of the variational free energy in indicating the quality of the source reconstruction results. We then applied each MSI method to the real OPM-MEG experimental data. We aimed to highlight the characteristics of each method and provide references for researchers choosing an appropriate MSI method. Elsevier 2022-09-22 /pmc/articles/PMC9550608/ /pubmed/36238897 http://dx.doi.org/10.1016/j.isci.2022.105177 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article An, Nan Cao, Fuzhi Li, Wen Wang, Wenli Xu, Weinan Wang, Chunhui Xiang, Min Gao, Yang Sui, Binbin Wang, Dawei Yu, Dexin Ning, Xiaolin Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG |
title | Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG |
title_full | Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG |
title_fullStr | Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG |
title_full_unstemmed | Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG |
title_short | Spatial accuracy evaluation of magnetic source imaging methods on OPM-based MEG |
title_sort | spatial accuracy evaluation of magnetic source imaging methods on opm-based meg |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9550608/ https://www.ncbi.nlm.nih.gov/pubmed/36238897 http://dx.doi.org/10.1016/j.isci.2022.105177 |
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