Simultaneous multimodal fNIRS-EEG recordings reveal new insights in neural activity during motor execution, observation, and imagery.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
29 03 2023
Historique:
received: 14 11 2022
accepted: 14 03 2023
medline: 31 3 2023
entrez: 29 3 2023
pubmed: 30 3 2023
Statut: epublish

Résumé

Motor execution, observation, and imagery are important skills used in motor learning and rehabilitation. The neural mechanisms underlying these cognitive-motor processes are still poorly understood. We used a simultaneous recording of functional near-infrared spectroscopy (fNIRS) and electroencephalogram (EEG) to elucidate the differences in neural activity across three conditions requiring these processes. Additionally, we used a new method called structured sparse multiset Canonical Correlation Analysis (ssmCCA) to fuse the fNIRS and EEG data and determine the brain regions of neural activity consistently detected by both modalities. Unimodal analyses revealed differentiated activation between conditions; however, the activated regions did not fully overlap across the two modalities (fNIRS: left angular gyrus, right supramarginal gyrus, as well as right superior and inferior parietal lobes; EEG: bilateral central, right frontal, and parietal). These discrepancies might be because fNIRS and EEG detect different signals. Using fused fNIRS-EEG data, we consistently found activation over the left inferior parietal lobe, superior marginal gyrus, and post-central gyrus during all three conditions, suggesting that our multimodal approach identifies a shared neural region associated with the Action Observation Network (AON). This study highlights the strengths of using the multimodal fNIRS-EEG fusion technique for studying AON. Neural researchers should consider using the multimodal approach to validate their findings.

Identifiants

pubmed: 36991003
doi: 10.1038/s41598-023-31609-5
pii: 10.1038/s41598-023-31609-5
pmc: PMC10060581
doi:

Types de publication

Journal Article Research Support, N.I.H., Intramural Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

5151

Subventions

Organisme : NIMH NIH HHS
ID : F32 MH127869
Pays : United States
Organisme : Intramural NIH HHS
ID : ZIA HD008882
Pays : United States

Informations de copyright

© 2023. This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply.

Références

Prog Neurobiol. 2019 Apr;175:107-125
pubmed: 30711619
Neuroimage. 2017 May 15;152:482-496
pubmed: 28323166
Neurosci Biobehav Rev. 2018 Nov;94:31-44
pubmed: 30098990
Curr Opin Neurobiol. 2009 Dec;19(6):661-5
pubmed: 19896362
Arch Neurol. 2009 May;66(5):557-60
pubmed: 19433654
J Mot Behav. 2021;53(2):258-274
pubmed: 32194004
Neurosci Lett. 2017 May 1;648:59-65
pubmed: 28373091
J Autism Dev Disord. 2021 Dec;51(12):4333-4353
pubmed: 34043128
Appl Psychophysiol Biofeedback. 2017 Sep;42(3):179-191
pubmed: 28589287
Neurophotonics. 2021 Jan;8(1):012101
pubmed: 33442557
Neuroimage. 2006 Mar;30(1):88-101
pubmed: 16242967
J Neurosci Methods. 2010 Sep 30;192(1):152-62
pubmed: 20654646
Neurosci Biobehav Rev. 2012 Jan;36(1):341-9
pubmed: 21782846
Eur J Neurosci. 2006 May;23(9):2505-10
pubmed: 16706857
Nat Rev Neurosci. 2001 Sep;2(9):661-70
pubmed: 11533734
Brain Cogn. 2016 Jul;106:90-103
pubmed: 27266395
Sci Rep. 2022 Apr 27;12(1):6878
pubmed: 35477980
Neuroimage. 2010 Apr 15;50(3):1148-67
pubmed: 20056149
Hum Brain Mapp. 2001 Jan;12(1):1-19
pubmed: 11198101
Comput Intell Neurosci. 2017;2017:5491296
pubmed: 28546809
Neuroimage. 2019 Feb 1;186:817-824
pubmed: 30529397
Clin Neurophysiol. 2006 Feb;117(2):348-68
pubmed: 16356767
Neuroimage. 2009 Jan 15;44(2):428-47
pubmed: 18848897
Neurophotonics. 2018 Jan;5(1):015003
pubmed: 29430471
Psychol Bull. 2016 Mar;142(3):291-313
pubmed: 26689088
Soc Neurosci. 2008;3(3-4):421-33
pubmed: 18633828
Clin Neurophysiol. 2006 Feb;117(2):369-80
pubmed: 16356768
Neuroimage. 2012 Jan 2;59(1):556-64
pubmed: 21839178
Front Hum Neurosci. 2021 Feb 18;15:627983
pubmed: 33679349
Front Hum Neurosci. 2019 Mar 01;13:80
pubmed: 30881297
Neurophotonics. 2016 Jul;3(3):031405
pubmed: 27054143
Neuroimage. 2001 Jul;14(1 Pt 2):S103-9
pubmed: 11373140
Trends Cogn Sci. 2011 Aug;15(8):352-7
pubmed: 21775191
Neurosci Biobehav Rev. 2013 Jun;37(5):930-49
pubmed: 23583615
Curr Opin Neurobiol. 2005 Dec;15(6):632-7
pubmed: 16271461
J Physiol Paris. 2006 Jun;99(4-6):386-95
pubmed: 16716573
Neurosci Biobehav Rev. 2010 Mar;34(3):269-84
pubmed: 19632270
Sci Rep. 2018 Nov 1;8(1):16144
pubmed: 30385843
J R Stat Soc Series B Stat Methodol. 2009 Feb 20;71(3):615-636
pubmed: 20084176
Neuroimage. 2019 Jan 1;184:496-507
pubmed: 30248457
Neuroimage. 2015 Feb 1;106:86-100
pubmed: 25705757
Exp Brain Res. 1997 Nov;117(2):311-23
pubmed: 9419076
Psychophysiology. 2011 Feb;48(2):229-40
pubmed: 20636297
Front Neurosci. 2012 Oct 11;6:147
pubmed: 23087603
PLoS One. 2021 Aug 13;16(8):e0253788
pubmed: 34388157
J Neural Transm (Vienna). 2007;114(10):1265-78
pubmed: 17579805
Electroencephalogr Clin Neurophysiol. 1978 Jan;44(1):83-93
pubmed: 74329
R Soc Open Sci. 2017 Mar 1;4(3):160662
pubmed: 28405354
Prog Brain Res. 2017;234:189-204
pubmed: 29031463
Front Psychiatry. 2022 Feb 15;13:794652
pubmed: 35242063
J Neurophysiol. 1980 Jan;43(1):118-36
pubmed: 7351547
Phys Med Biol. 2006 Mar 7;51(5):N91-8
pubmed: 16481677
PLoS One. 2016 Sep 16;11(9):e0162546
pubmed: 27636359
Biostatistics. 2009 Jul;10(3):515-34
pubmed: 19377034
Annu Int Conf IEEE Eng Med Biol Soc. 2013;2013:6345-8
pubmed: 24111192

Auteurs

Wan-Chun Su (WC)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Hadis Dashtestani (H)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Helga O Miguel (HO)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Emma Condy (E)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Aaron Buckley (A)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Soongho Park (S)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

John B Perreault (JB)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Thien Nguyen (T)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Selin Zeytinoglu (S)

Department of Human Development and Quantitative Methodology, University of Maryland, College Park, MD, USA.

John Millerhagen (J)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA.

Nathan Fox (N)

Department of Human Development and Quantitative Methodology, University of Maryland, College Park, MD, USA.

Amir Gandjbakhche (A)

Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, Bethesda, MD, USA. gandjbaa@mail.nih.gov.

Articles similaires

1.00
Humans Magnetic Resonance Imaging Brain Infant, Newborn Infant, Premature
alpha-Synuclein Humans Animals Mice Lewy Body Disease
1.00
Animals Mice Immunity, Innate Interneurons Synapses
Humans Electroencephalography Female Male Middle Aged

Classifications MeSH