Electrophysiological Decoding of Spatial and Color Processing in Human Prefrontal Cortex.
brain-machine interface
cognition
electroencephalography
prefrontal cortex
Journal
NeuroImage
ISSN: 1095-9572
Titre abrégé: Neuroimage
Pays: United States
ID NLM: 9215515
Informations de publication
Date de publication:
15 08 2021
15 08 2021
Historique:
received:
28
01
2021
revised:
30
04
2021
accepted:
11
05
2021
pubmed:
18
5
2021
medline:
30
10
2021
entrez:
17
5
2021
Statut:
ppublish
Résumé
The prefrontal cortex (PFC) plays a pivotal role in goal-directed cognition, yet its representational code remains an open problem with decoding techniques ineffective in disentangling task-relevant variables from PFC. Here we applied regularized linear discriminant analysis to human scalp EEG data and were able to distinguish a mental-rotation task versus a color-perception task with 87% decoding accuracy. Dorsal and ventral areas in lateral PFC provided the dominant features dissociating the two tasks. Our findings show that EEG can reliably decode two independent task states from PFC and emphasize the PFC dorsal/ventral functional specificity in processing the where rotation task versus the what color task.
Identifiants
pubmed: 34000400
pii: S1053-8119(21)00442-0
doi: 10.1016/j.neuroimage.2021.118165
pmc: PMC8344402
mid: NIHMS1723782
pii:
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
118165Subventions
Organisme : NINDS NIH HHS
ID : R01 NS021135
Pays : United States
Organisme : NINDS NIH HHS
ID : R37 NS021135
Pays : United States
Informations de copyright
Copyright © 2021. Published by Elsevier Inc.
Références
Nat Commun. 2020 May 15;11(1):2419
pubmed: 32415145
Science. 2015 May 22;348(6237):906-10
pubmed: 25999506
J Neurosci. 2012 Apr 4;32(14):4703-4
pubmed: 22492026
J Cogn Neurosci. 2018 Oct;30(10):1473-1498
pubmed: 29877764
Nat Rev Neurosci. 2001 Nov;2(11):820-9
pubmed: 11715058
Nat Neurosci. 2005 May;8(5):679-85
pubmed: 15852014
Proc Natl Acad Sci U S A. 2002 Mar 5;99(5):3346-51
pubmed: 11880658
Neuroimage. 2017 Apr 1;149:129-140
pubmed: 28131888
J Comput Assist Tomogr. 1994 Mar-Apr;18(2):192-205
pubmed: 8126267
J Neuropsychiatry Clin Neurosci. 2002 Fall;14(4):377-405
pubmed: 12426407
J Neural Eng. 2005 Dec;2(4):123-30
pubmed: 16317236
Front Comput Neurosci. 2013 Aug 12;7:110
pubmed: 23964233
Neurosci Lett. 1997 Dec 19;239(2-3):65-8
pubmed: 9469657
Neurology. 1998 Jul;51(1):142-8
pubmed: 9674793
Trends Biotechnol. 2010 Nov;28(11):552-60
pubmed: 20810180
PLoS Biol. 2018 Mar 30;16(3):e2004274
pubmed: 29601574
Methods Find Exp Clin Pharmacol. 2002;24 Suppl C:91-5
pubmed: 12575492
Cogn Affect Behav Neurosci. 2004 Dec;4(4):580-99
pubmed: 15849899
Science. 2004 Jun 25;304(5679):1926-9
pubmed: 15218136
Radiology. 2004 Jan;230(1):77-87
pubmed: 14645885
Neuroimage. 2011 May 15;56(2):814-25
pubmed: 20600976
Australas Phys Eng Sci Med. 2014 Dec;37(4):713-21
pubmed: 25359588
Front Hum Neurosci. 2010 Oct 19;4:191
pubmed: 21060716
J Neurosci. 2009 Nov 4;29(44):13992-4003
pubmed: 19890009
Amyotroph Lateral Scler Frontotemporal Degener. 2014 Jun;15(3-4):207-15
pubmed: 24555843
Cereb Cortex. 2004 Apr;14(4):353-63
pubmed: 15028640
Trends Neurosci. 1992 Jan;15(1):20-5
pubmed: 1374953
J Neurosci Methods. 2008 Jan 15;167(1):82-90
pubmed: 18031824
Front Neurosci. 2010 Dec 08;4:198
pubmed: 21165175
Neuron. 2018 Oct 24;100(2):463-475
pubmed: 30359609
Trends Biotechnol. 2017 Jul;35(7):585-597
pubmed: 28389030
Proc Natl Acad Sci U S A. 2012 Oct 16;109(42):17075-80
pubmed: 23027946
IEEE Trans Biomed Eng. 2008 Jan;55(1):361-4
pubmed: 18232384
Nat Neurosci. 1998 Jul;1(3):235-41
pubmed: 10195149
Science. 1971 Feb 19;171(3972):701-3
pubmed: 5540314
PLoS Biol. 2014 Aug 26;12(8):e1001936
pubmed: 25157678
Sci Rep. 2015 Sep 10;5:13893
pubmed: 26354145
Neuroimage. 2014 Feb 15;87:96-110
pubmed: 24239590
Proc Natl Acad Sci U S A. 2005 May 17;102(20):7338-43
pubmed: 15883365
Science. 2013 May 3;340(6132):639-42
pubmed: 23558170
Trends Cogn Sci. 2006 Sep;10(9):424-30
pubmed: 16899397
Auton Neurosci. 2011 Dec 7;165(2):191-4
pubmed: 21889914
Hum Brain Mapp. 2004 Apr;21(4):257-70
pubmed: 15038007
J Neurosci. 2010 Sep 1;30(35):11715-25
pubmed: 20810892
Annu Rev Neurosci. 2001;24:167-202
pubmed: 11283309
Nat Neurosci. 2000 Apr;3(4):399-403
pubmed: 10725931
Trends Cogn Sci. 2013 Jan;17(1):26-49
pubmed: 23265839
Clin Electroencephalogr. 1998 Apr;29(2):79-90
pubmed: 9571295
Clin Neurophysiol. 2006 Mar;117(3):538-48
pubmed: 16461003
Cereb Cortex. 1996 Jul-Aug;6(4):571-84
pubmed: 8670683
Neuroimage. 2010 Jan 1;49(1):415-32
pubmed: 19646534
Front Hum Neurosci. 2012 Apr 12;6:79
pubmed: 22518101
IEEE Eng Med Biol Mag. 2010 Jan-Feb;29(1):16-22
pubmed: 20209672
Front Hum Neurosci. 2013 Oct 17;7:642
pubmed: 24146640
Brain Res Bull. 2000 Jul 15;52(5):319-30
pubmed: 10922509
PLoS One. 2014 Mar 13;9(3):e91420
pubmed: 24626162
Neuroimage. 2011 May 15;56(2):387-99
pubmed: 21172442
J Neurosci. 2014 Sep 24;34(39):13183-94
pubmed: 25253863
Front Neurosci. 2010 Sep 07;4:
pubmed: 20877434
Nature. 2009 Apr 2;458(7238):632-5
pubmed: 19225460