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Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework

BACKGROUND: For nearly four decades, the N400 has been an important brainwave marker of semantic processing. It can be recorded non-invasively from the scalp using electrical and/or magnetic sensors, but largely within the restricted domain of research laboratories specialized to run specific N400 e...

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Autores principales: Ghosh Hajra, Sujoy, Liu, Careesa C., Song, Xiaowei, Fickling, Shaun D., Cheung, Teresa P. L., D’Arcy, Ryan C. N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5987605/
https://www.ncbi.nlm.nih.gov/pubmed/29866112
http://dx.doi.org/10.1186/s12967-018-1527-2
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author Ghosh Hajra, Sujoy
Liu, Careesa C.
Song, Xiaowei
Fickling, Shaun D.
Cheung, Teresa P. L.
D’Arcy, Ryan C. N.
author_facet Ghosh Hajra, Sujoy
Liu, Careesa C.
Song, Xiaowei
Fickling, Shaun D.
Cheung, Teresa P. L.
D’Arcy, Ryan C. N.
author_sort Ghosh Hajra, Sujoy
collection PubMed
description BACKGROUND: For nearly four decades, the N400 has been an important brainwave marker of semantic processing. It can be recorded non-invasively from the scalp using electrical and/or magnetic sensors, but largely within the restricted domain of research laboratories specialized to run specific N400 experiments. However, there is increasing evidence of significant clinical utility for the N400 in neurological evaluation, particularly at the individual level. To enable clinical applications, we recently reported a rapid evaluation framework known as “brain vital signs” that successfully incorporated the N400 response as one of the core components for cognitive function evaluation. The current study characterized the rapidly evoked N400 response to demonstrate that it shares consistent features with traditional N400 responses acquired in research laboratory settings—thereby enabling its translation into brain vital signs applications. METHODS: Data were collected from 17 healthy individuals using magnetoencephalography (MEG) and electroencephalography (EEG), with analysis of sensor-level effects as well as evaluation of brain sources. Individual-level N400 responses were classified using machine learning to determine the percentage of participants in whom the response was successfully detected. RESULTS: The N400 response was observed in both M/EEG modalities showing significant differences to incongruent versus congruent condition in the expected time range (p < 0.05). Also as expected, N400-related brain activity was observed in the temporal and inferior frontal cortical regions, with typical left-hemispheric asymmetry. Classification robustly confirmed the N400 effect at the individual level with high accuracy (89%), sensitivity (0.88) and specificity (0.90). CONCLUSION: The brain vital sign N400 characteristics were highly consistent with features of the previously reported N400 responses acquired using traditional laboratory-based experiments. These results provide important evidence supporting clinical translation of the rapidly acquired N400 response as a potential tool for assessments of higher cognitive functions.
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spelling pubmed-59876052018-06-20 Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework Ghosh Hajra, Sujoy Liu, Careesa C. Song, Xiaowei Fickling, Shaun D. Cheung, Teresa P. L. D’Arcy, Ryan C. N. J Transl Med Research BACKGROUND: For nearly four decades, the N400 has been an important brainwave marker of semantic processing. It can be recorded non-invasively from the scalp using electrical and/or magnetic sensors, but largely within the restricted domain of research laboratories specialized to run specific N400 experiments. However, there is increasing evidence of significant clinical utility for the N400 in neurological evaluation, particularly at the individual level. To enable clinical applications, we recently reported a rapid evaluation framework known as “brain vital signs” that successfully incorporated the N400 response as one of the core components for cognitive function evaluation. The current study characterized the rapidly evoked N400 response to demonstrate that it shares consistent features with traditional N400 responses acquired in research laboratory settings—thereby enabling its translation into brain vital signs applications. METHODS: Data were collected from 17 healthy individuals using magnetoencephalography (MEG) and electroencephalography (EEG), with analysis of sensor-level effects as well as evaluation of brain sources. Individual-level N400 responses were classified using machine learning to determine the percentage of participants in whom the response was successfully detected. RESULTS: The N400 response was observed in both M/EEG modalities showing significant differences to incongruent versus congruent condition in the expected time range (p < 0.05). Also as expected, N400-related brain activity was observed in the temporal and inferior frontal cortical regions, with typical left-hemispheric asymmetry. Classification robustly confirmed the N400 effect at the individual level with high accuracy (89%), sensitivity (0.88) and specificity (0.90). CONCLUSION: The brain vital sign N400 characteristics were highly consistent with features of the previously reported N400 responses acquired using traditional laboratory-based experiments. These results provide important evidence supporting clinical translation of the rapidly acquired N400 response as a potential tool for assessments of higher cognitive functions. BioMed Central 2018-06-04 /pmc/articles/PMC5987605/ /pubmed/29866112 http://dx.doi.org/10.1186/s12967-018-1527-2 Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Ghosh Hajra, Sujoy
Liu, Careesa C.
Song, Xiaowei
Fickling, Shaun D.
Cheung, Teresa P. L.
D’Arcy, Ryan C. N.
Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework
title Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework
title_full Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework
title_fullStr Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework
title_full_unstemmed Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework
title_short Multimodal characterization of the semantic N400 response within a rapid evaluation brain vital sign framework
title_sort multimodal characterization of the semantic n400 response within a rapid evaluation brain vital sign framework
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5987605/
https://www.ncbi.nlm.nih.gov/pubmed/29866112
http://dx.doi.org/10.1186/s12967-018-1527-2
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