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Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults
Accuracy of electroencephalography (EEG) source localization relies on the volume conduction head model. A previous analysis of young adults has shown that simplified head models have larger source localization errors when compared with head models based on magnetic resonance images (MRIs). As obtai...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10336858/ https://www.ncbi.nlm.nih.gov/pubmed/37252873 http://dx.doi.org/10.1109/TNSRE.2023.3281356 |
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author | Liu, Chang Downey, Ryan J. Mu, Yiru Richer, Natalie Hwang, Jungyun Shah, Valay A. Sato, Sumire D. Clark, David J. Hass, Chris J. Manini, Todd M. Seidler, Rachael D. Ferris, Daniel P. |
author_facet | Liu, Chang Downey, Ryan J. Mu, Yiru Richer, Natalie Hwang, Jungyun Shah, Valay A. Sato, Sumire D. Clark, David J. Hass, Chris J. Manini, Todd M. Seidler, Rachael D. Ferris, Daniel P. |
author_sort | Liu, Chang |
collection | PubMed |
description | Accuracy of electroencephalography (EEG) source localization relies on the volume conduction head model. A previous analysis of young adults has shown that simplified head models have larger source localization errors when compared with head models based on magnetic resonance images (MRIs). As obtaining individual MRIs may not always be feasible, researchers often use generic head models based on template MRIs. It is unclear how much error would be introduced using template MRI head models in older adults that likely have differences in brain structure compared to young adults. The primary goal of this study was to determine the error caused by using simplified head models without individual-specific MRIs in both younger and older adults. We collected high-density EEG during uneven terrain walking and motor imagery for 15 younger (22±3 years) and 21 older adults (74±5 years) and obtained T(1)-weighted MRI for each individual. We performed equivalent dipole fitting after independent component analysis to obtain brain source locations using four forward modeling pipelines with increasing complexity. These pipelines included: 1) a generic head model with template electrode positions or 2) digitized electrode positions, 3) individual-specific head models with digitized electrode positions using simplified tissue segmentation, or 4) anatomically accurate segmentation. We found that when compared to the anatomically accurate individual-specific head models, performing dipole fitting with generic head models led to similar source localization discrepancies (up to 2 cm) for younger and older adults. Co-registering digitized electrode locations to the generic head models reduced source localization discrepancies by ~6 mm. Additionally, we found that source depths generally increased with skull conductivity for the representative young adult but not as much for the older adult. Our results can help inform a more accurate interpretation of brain areas in EEG studies when individual MRIs are unavailable. |
format | Online Article Text |
id | pubmed-10336858 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
record_format | MEDLINE/PubMed |
spelling | pubmed-103368582023-07-12 Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults Liu, Chang Downey, Ryan J. Mu, Yiru Richer, Natalie Hwang, Jungyun Shah, Valay A. Sato, Sumire D. Clark, David J. Hass, Chris J. Manini, Todd M. Seidler, Rachael D. Ferris, Daniel P. IEEE Trans Neural Syst Rehabil Eng Article Accuracy of electroencephalography (EEG) source localization relies on the volume conduction head model. A previous analysis of young adults has shown that simplified head models have larger source localization errors when compared with head models based on magnetic resonance images (MRIs). As obtaining individual MRIs may not always be feasible, researchers often use generic head models based on template MRIs. It is unclear how much error would be introduced using template MRI head models in older adults that likely have differences in brain structure compared to young adults. The primary goal of this study was to determine the error caused by using simplified head models without individual-specific MRIs in both younger and older adults. We collected high-density EEG during uneven terrain walking and motor imagery for 15 younger (22±3 years) and 21 older adults (74±5 years) and obtained T(1)-weighted MRI for each individual. We performed equivalent dipole fitting after independent component analysis to obtain brain source locations using four forward modeling pipelines with increasing complexity. These pipelines included: 1) a generic head model with template electrode positions or 2) digitized electrode positions, 3) individual-specific head models with digitized electrode positions using simplified tissue segmentation, or 4) anatomically accurate segmentation. We found that when compared to the anatomically accurate individual-specific head models, performing dipole fitting with generic head models led to similar source localization discrepancies (up to 2 cm) for younger and older adults. Co-registering digitized electrode locations to the generic head models reduced source localization discrepancies by ~6 mm. Additionally, we found that source depths generally increased with skull conductivity for the representative young adult but not as much for the older adult. Our results can help inform a more accurate interpretation of brain areas in EEG studies when individual MRIs are unavailable. 2023 2023-06-13 /pmc/articles/PMC10336858/ /pubmed/37252873 http://dx.doi.org/10.1109/TNSRE.2023.3281356 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Liu, Chang Downey, Ryan J. Mu, Yiru Richer, Natalie Hwang, Jungyun Shah, Valay A. Sato, Sumire D. Clark, David J. Hass, Chris J. Manini, Todd M. Seidler, Rachael D. Ferris, Daniel P. Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults |
title | Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults |
title_full | Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults |
title_fullStr | Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults |
title_full_unstemmed | Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults |
title_short | Comparison of EEG Source Localization Using Simplified and Anatomically Accurate Head Models in Younger and Older Adults |
title_sort | comparison of eeg source localization using simplified and anatomically accurate head models in younger and older adults |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10336858/ https://www.ncbi.nlm.nih.gov/pubmed/37252873 http://dx.doi.org/10.1109/TNSRE.2023.3281356 |
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