Computational Models in Electroencephalography.
Clinical applications
Computational modeling
Electroencephalography
Multiscale modeling
Journal
Brain topography
ISSN: 1573-6792
Titre abrégé: Brain Topogr
Pays: United States
ID NLM: 8903034
Informations de publication
Date de publication:
01 2022
01 2022
Historique:
received:
16
09
2020
accepted:
19
02
2021
pubmed:
30
3
2021
medline:
3
5
2022
entrez:
29
3
2021
Statut:
ppublish
Résumé
Computational models lie at the intersection of basic neuroscience and healthcare applications because they allow researchers to test hypotheses in silico and predict the outcome of experiments and interactions that are very hard to test in reality. Yet, what is meant by "computational model" is understood in many different ways by researchers in different fields of neuroscience and psychology, hindering communication and collaboration. In this review, we point out the state of the art of computational modeling in Electroencephalography (EEG) and outline how these models can be used to integrate findings from electrophysiology, network-level models, and behavior. On the one hand, computational models serve to investigate the mechanisms that generate brain activity, for example measured with EEG, such as the transient emergence of oscillations at different frequency bands and/or with different spatial topographies. On the other hand, computational models serve to design experiments and test hypotheses in silico. The final purpose of computational models of EEG is to obtain a comprehensive understanding of the mechanisms that underlie the EEG signal. This is crucial for an accurate interpretation of EEG measurements that may ultimately serve in the development of novel clinical applications.
Identifiants
pubmed: 33779888
doi: 10.1007/s10548-021-00828-2
pii: 10.1007/s10548-021-00828-2
pmc: PMC8813814
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
142-161Subventions
Organisme : NIH HHS
ID : R01NS092802
Pays : United States
Organisme : NIA NIH HHS
ID : R56 AG064873
Pays : United States
Organisme : NIH HHS
ID : RF1AG062196
Pays : United States
Informations de copyright
© 2021. The Author(s).
Références
Proc Natl Acad Sci U S A. 2009 Feb 10;106(6):2035-40
pubmed: 19188601
J Neurosci. 2010 Jul 14;30(28):9477-87
pubmed: 20631176
Science. 1998 Dec 4;282(5395):1846-51
pubmed: 9836628
Phys Rev E Stat Nonlin Soft Matter Phys. 2002 Dec;66(6 Pt 1):061905
pubmed: 12513316
Proc Natl Acad Sci U S A. 2012 Feb 21;109(8):3095-100
pubmed: 22323592
Clin Neurophysiol. 2010 Jan;121(1):21-38
pubmed: 19854102
Neuroimage. 2011 Jul 1;57(1):130-139
pubmed: 21511044
Neuroimage. 2008 Jul 15;41(4):1267-77
pubmed: 18495497
PLoS Comput Biol. 2015 Dec 10;11(12):e1004642
pubmed: 26657566
Neuroimage. 2020 Nov 1;221:117137
pubmed: 32652217
Neural Comput. 2007 Feb;19(2):478-512
pubmed: 17206872
Biol Cybern. 1993;68(3):275-83
pubmed: 8452897
J Neurosci. 2012 Mar 7;32(10):3366-75
pubmed: 22399758
Philos Trans R Soc Lond B Biol Sci. 2001 Mar 29;356(1407):299-330
pubmed: 11316482
Neuroimage Clin. 2014 Jul 24;5:298-308
pubmed: 25161896
Nat Commun. 2019 Oct 18;10(1):4747
pubmed: 31628329
Neuroimage. 2014 Apr 15;90:423-35
pubmed: 24321555
Ann Neurol. 2016 Nov;80(5):718-729
pubmed: 27717082
Trends Neurosci. 2013 May;36(5):268-74
pubmed: 23561718
J Neurosci. 2013 Jul 3;33(27):11239-52
pubmed: 23825427
Pharmacopsychiatry. 2012 May;45 Suppl 1:S57-64
pubmed: 22565236
Hum Brain Mapp. 2020 Aug 1;41(11):2980-2998
pubmed: 32202027
PLoS One. 2014 Aug 12;9(8):e105041
pubmed: 25115932
Nat Rev Neurosci. 2015 Jul;16(7):430-9
pubmed: 26081790
Neuroimage Clin. 2017 Jun 15;15:659-672
pubmed: 28664037
PLoS One. 2014 Aug 19;9(8):e102591
pubmed: 25136855
Ann N Y Acad Sci. 2008;1129:130-8
pubmed: 18591475
J Neurophysiol. 2020 Feb 1;123(2):726-742
pubmed: 31774370
J Neurosci. 2008 Jul 23;28(30):7679-86
pubmed: 18650344
Network. 2003 May;14(2):351-68
pubmed: 12790189
J Neural Eng. 2019 Feb;16(1):011001
pubmed: 30523919
Proc Natl Acad Sci U S A. 2010 Dec 28;107(52):22665-70
pubmed: 21149695
Phys Rev E Stat Nonlin Soft Matter Phys. 2012 Jan;85(1 Pt 1):011910
pubmed: 22400594
Neuroimage. 2017 Aug 15;157:531-544
pubmed: 28619655
J Neurosci. 2006 Jan 25;26(4):1314-28
pubmed: 16436619
J Neurosci. 2003 May 15;23(10):3963-71
pubmed: 12764080
Nat Commun. 2019 Mar 5;10(1):1056
pubmed: 30837462
Nat Neurosci. 2003 Jul;6(7):750-7
pubmed: 12808459
PLoS One. 2017 Dec 18;12(12):e0187490
pubmed: 29253006
Neuroimage. 2020 Nov 1;221:117181
pubmed: 32702487
Front Neurol. 2019 Apr 04;10:325
pubmed: 31019487
Seizure. 2012 Dec;21(10):748-59
pubmed: 22995680
PLoS One. 2008 May 14;3(5):e2148
pubmed: 18478091
IEEE Trans Neural Syst Rehabil Eng. 2013 May;21(3):354-63
pubmed: 22692940
Neuron. 2011 Dec 8;72(5):859-72
pubmed: 22153380
Neuroimage. 2010 Sep;52(3):956-72
pubmed: 20026218
Trends Cogn Sci. 2011 Oct;15(10):483-506
pubmed: 21908230
Philos Trans A Math Phys Eng Sci. 2017 Jun 28;375(2096):
pubmed: 28507228
Epilepsia. 2012 Sep;53(9):e166-9
pubmed: 22709380
Neuroimage. 2018 Oct 1;179:414-428
pubmed: 29920378
Neuroscientist. 2006 Dec;12(6):512-23
pubmed: 17079517
NMR Biomed. 2019 Apr;32(4):e3785
pubmed: 28945294
Nat Commun. 2018 Oct 24;9(1):4427
pubmed: 30356042
Biol Cybern. 1979 Oct;34(3):137-50
pubmed: 486593
Nat Commun. 2019 Feb 14;10(1):753
pubmed: 30765707
Biophys J. 1994 Jan;66(1):259-67
pubmed: 8130344
Phys Rev E Stat Nonlin Soft Matter Phys. 2001 Feb;63(2 Pt 1):021903
pubmed: 11308514
PLoS One. 2016 Sep 06;11(9):e0161934
pubmed: 27598260
Lancet. 2014 Aug 9;384(9942):514-22
pubmed: 24746174
Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Apr;71(4 Pt 1):041902
pubmed: 15903696
Sci Rep. 2018 Jan 23;8(1):1411
pubmed: 29362436
Nat Rev Neurosci. 2002 Aug;3(8):606-16
pubmed: 12154362
Neuroimage. 2012 Jan 16;59(2):1261-74
pubmed: 21924363
J Neurosci. 2016 May 11;36(19):5328-37
pubmed: 27170129
Network. 2002 Feb;13(1):67-113
pubmed: 11878285
J Comput Neurosci. 2017 Oct;43(2):143-158
pubmed: 28748303
Cereb Cortex. 2010 May;20(5):1187-94
pubmed: 19729393
Neuroscientist. 2016 Jun;22(3):313-22
pubmed: 25888630
Neuroimage. 2017 May 15;152:590-601
pubmed: 28300640
Curr Opin Neurol. 2009 Aug;22(4):340-7
pubmed: 19494774
Phys Rev E Stat Nonlin Soft Matter Phys. 2004 Jul;70(1 Pt 1):011911
pubmed: 15324092
Neuroimage. 2012 Sep;62(3):1342-53
pubmed: 22705375
Curr Biol. 2019 Feb 4;29(3):R80-R85
pubmed: 30721678
Neuroimage. 2019 Feb 1;186:211-220
pubmed: 30399418
PLoS Biol. 2008 Jul 1;6(7):e159
pubmed: 18597554
Nat Rev Neurosci. 2015 Mar;16(3):159-72
pubmed: 25697159
Nat Commun. 2016 Jan 21;7:10340
pubmed: 26792267
Nat Rev Neurosci. 2013 Nov;14(11):770-85
pubmed: 24135696
BMC Neurol. 2009 Jul 21;9:35
pubmed: 19622138
J Clin Neurophysiol. 2005 Oct;22(5):285-7
pubmed: 16357633
PLoS Comput Biol. 2019 Feb 25;15(2):e1006805
pubmed: 30802239
PLoS Comput Biol. 2008 Aug 29;4(8):e1000092
pubmed: 18769680
Anesthesiology. 2010 Aug;113(2):292-304
pubmed: 20613470
Brain Connect. 2016 May;6(4):298-311
pubmed: 26860437
Eur J Neurosci. 2002 May;15(9):1499-508
pubmed: 12028360
Curr Biol. 2016 Jun 6;26(11):1494-9
pubmed: 27238279
Biol Cybern. 1995 Sep;73(4):357-66
pubmed: 7578475
Proc Natl Acad Sci U S A. 1994 May 24;91(11):5033-7
pubmed: 8197179
Phys Rev Lett. 1996 Jul 29;77(5):960-963
pubmed: 10062950
J Comput Neurosci. 2015 Oct;39(2):155-79
pubmed: 26256583
Brain Topogr. 2019 Mar;32(2):193-214
pubmed: 30684161
Neuron. 2019 Mar 20;101(6):1042-1056
pubmed: 30897356
eNeuro. 2016 Oct 6;3(5):
pubmed: 27752540
Kybernetik. 1973 Sep;13(2):55-80
pubmed: 4767470
J Neurosci. 2014 Oct 29;34(44):14589-605
pubmed: 25355213
Nat Rev Neurosci. 2012 May 18;13(6):407-20
pubmed: 22595786
Clin Neurophysiol. 2006 Nov;117(11):2424-35
pubmed: 16996303
J Neurophysiol. 2009 Oct;102(4):2096-111
pubmed: 19657080
Nat Neurosci. 2017 Feb 23;20(3):353-364
pubmed: 28230844
J Physiol. 2020 Sep;598(18):3957-3972
pubmed: 32598027
Phys Rev E Stat Nonlin Soft Matter Phys. 2007 Nov;76(5 Pt 1):051901
pubmed: 18233681
Exp Neurol. 2013 Jun;244:75-86
pubmed: 22617489
Sci Transl Med. 2013 Aug 14;5(198):198ra105
pubmed: 23946194
Curr Opin Neurobiol. 2014 Apr;25:116-22
pubmed: 24457211
Science. 2012 Mar 30;335(6076):1628-34
pubmed: 22461612
PLoS Comput Biol. 2015 Dec 14;11(12):e1004584
pubmed: 26657024
Front Syst Neurosci. 2010 Oct 08;4:147
pubmed: 21031030
Front Psychiatry. 2019 Aug 06;10:534
pubmed: 31440172
Biophys J. 2008 Sep 15;95(6):2722-7
pubmed: 18586847
Front Syst Neurosci. 2019 Nov 13;13:59
pubmed: 31798421
Sci Rep. 2017 Jan 11;7:40211
pubmed: 28074856
PLoS Comput Biol. 2016 Nov 1;12(11):e1005180
pubmed: 27802274
Cogn Neurodyn. 2010 Mar;4(1):37-59
pubmed: 19768579
Neuroimage. 2006 Jul 1;31(3):968-80
pubmed: 16530430
J Neurophysiol. 2005 Mar;93(3):1671-98
pubmed: 15537811
Neurology. 1993 Aug;43(8):1465-7
pubmed: 8350997
Neuroimage. 2010 Sep;52(3):1059-69
pubmed: 19819337
Nat Neurosci. 2017 Feb 23;20(3):340-352
pubmed: 28230845
Neuroimage. 2008 Apr 15;40(3):1064-76
pubmed: 18272400
Brain. 2017 Mar 1;140(3):641-654
pubmed: 28364550
Dialogues Clin Neurosci. 2018 Jun;20(2):111-121
pubmed: 30250388
Proc Natl Acad Sci U S A. 2009 Jun 23;106(25):10302-7
pubmed: 19497858
Neuroimage. 2016 Nov 15;142:79-98
pubmed: 27157788
Neuroimage. 2017 Oct 15;160:84-96
pubmed: 28343985
Science. 1993 Oct 29;262(5134):679-85
pubmed: 8235588
Elife. 2017 Dec 27;6:
pubmed: 29280733
Neuroimage. 2012 May 1;60(4):2323-34
pubmed: 22394672
Front Comput Neurosci. 2016 Apr 19;10:30
pubmed: 27148027
Int J Epidemiol. 2014 Apr;43(2):476-93
pubmed: 24648481
Biosystems. 2019 Sep;183:103978
pubmed: 31152773
Neuroimage. 2003 Nov;20(3):1743-55
pubmed: 14642484
Brain Connect. 2011;1(1):13-36
pubmed: 22432952
Nat Rev Neurosci. 2001 Apr;2(4):229-39
pubmed: 11283746
Front Neuroinform. 2013 Jun 11;7:10
pubmed: 23781198
Curr Opin Neurobiol. 2018 Oct;52:42-47
pubmed: 29704749
Sci Rep. 2020 Sep 21;10(1):15408
pubmed: 32958802
Neuroimage. 2014 Apr 15;90:335-47
pubmed: 24384152
PLoS One. 2010 Nov 01;5(11):e13788
pubmed: 21072180
Neuroimage. 2016 Oct 15;140:174-87
pubmed: 26883068
Brain Struct Funct. 2016 May;221(4):2361-6
pubmed: 25894630
J Neurophysiol. 2011 Jun;105(6):2951-9
pubmed: 21490283
Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Topics. 1999 Dec;60(6 Pt B):7299-311
pubmed: 11970675
J Physiol Paris. 2011 Jan-Jun;105(1-3):2-15
pubmed: 21907800
Neuroimage. 2005 Apr 15;25(3):756-70
pubmed: 15808977
Neuroimage. 2020 Aug 1;216:116805
pubmed: 32335264
Biophys J. 2009 Apr 8;96(7):2589-603
pubmed: 19348744
Epilepsia. 2003;44 Suppl 12:72-83
pubmed: 14641563
Nord J Psychiatry. 2017 Jan;71(1):12-19
pubmed: 27564242
Neuroimage. 2018 May 15;172:728-739
pubmed: 29454104
PLoS Comput Biol. 2008 Dec;4(12):e1000239
pubmed: 19079571
J Neurosci. 2008 Dec 10;28(50):13488-504
pubmed: 19074022
PLoS Comput Biol. 2020 Mar 10;16(3):e1007725
pubmed: 32155141
BMJ. 1996 Jul 6;313(7048):13-6
pubmed: 8664760
J Comput Neurosci. 2001 Jul-Aug;11(1):63-85
pubmed: 11524578
Neuroimage Clin. 2017 Feb 06;14:354-362
pubmed: 28239544
J Neurosci. 2014 Jun 4;34(23):7910-6
pubmed: 24899713
Med Image Anal. 2020 Dec;66:101799
pubmed: 32889301
Phys Rev E Stat Nonlin Soft Matter Phys. 2002 Apr;65(4 Pt 1):041924
pubmed: 12005890
Nat Neurosci. 2015 Nov;18(11):1664-71
pubmed: 26457551
Neuroimage. 2012 Jun;61(2):371-85
pubmed: 22227136
Brain. 2014 Aug;137(Pt 8):2210-30
pubmed: 24919973
Neuroimage. 2016 Sep;138:284-293
pubmed: 27262239
Cereb Cortex. 2006 Sep;16(9):1296-313
pubmed: 16280462
Cogn Neurodyn. 2008 Jun;2(2):121-36
pubmed: 19003479
Arch Phys Med Rehabil. 2004 Dec;85(12):2020-9
pubmed: 15605342
Nat Commun. 2019 Feb 4;10(1):583
pubmed: 30718478
J Comput Neurosci. 2004 Jan-Feb;16(1):49-68
pubmed: 14707544
Neuron. 2011 Dec 8;72(5):847-58
pubmed: 22153379
Curr Opin Neurol. 2016 Aug;29(4):429-36
pubmed: 27224088
Trends Cogn Sci. 2003 Dec;7(12):553-9
pubmed: 14643372
Phys Rev E Stat Nonlin Soft Matter Phys. 2001 Apr;63(4 Pt 1):041909
pubmed: 11308879
Nat Rev Neurosci. 2008 Aug;9(8):626-37
pubmed: 18594562
Neuroimage. 2018 Sep;178:238-254
pubmed: 29753842
IEEE Trans Rehabil Eng. 2000 Jun;8(2):164-73
pubmed: 10896178
Lancet Psychiatry. 2016 Feb;3(2):171-8
pubmed: 26851330
Neuron. 2013 Dec 4;80(5):1112-28
pubmed: 24314724
Sci Adv. 2019 Feb 06;5(2):eaat7603
pubmed: 30775433
Dialogues Clin Neurosci. 2013 Sep;15(3):301-13
pubmed: 24174902
Sci Data. 2019 Jun 25;6(1):103
pubmed: 31239435
Clin Neurophysiol. 2004 Oct;115(10):2195-222
pubmed: 15351361
PLoS Comput Biol. 2016 Aug 09;12(8):e1005025
pubmed: 27504629
Nat Neurosci. 2018 Jul;21(7):903-919
pubmed: 29942039
Cereb Cortex. 2007 Jan;17(1):92-9
pubmed: 16452642
Kybernetik. 1974 May 31;15(1):27-37
pubmed: 4853232
Lancet Neurol. 2019 May;18(5):459-480
pubmed: 30879893
Brain. 2017 Sep 1;140(9):2399-2414
pubmed: 29050383
eNeuro. 2018 Sep 4;5(4):
pubmed: 30225351
Nature. 2016 Aug 11;536(7615):171-178
pubmed: 27437579
Brain Topogr. 2008 Jun;20(4):249-64
pubmed: 18347966
Proc Natl Acad Sci U S A. 2019 Sep 3;116(36):18088-18097
pubmed: 31427539
PLoS Comput Biol. 2010 Jun 10;6(6):e1000808
pubmed: 20548945
Neuroimage. 2007 Sep 1;37(3):706-20
pubmed: 17632015
Phys Rev E. 2017 Nov;96(5-1):052410
pubmed: 29347754
J Neurophysiol. 2011 Sep;106(3):1125-65
pubmed: 21653723
J Neurosci. 2012 Oct 10;32(41):14064-73
pubmed: 23055474
Ann N Y Acad Sci. 2011 Apr;1224:109-125
pubmed: 21251014
J Neurol. 2011 Jul;258(7):1373-84
pubmed: 21674197
J Neurosci. 2014 Jun 4;34(23):7886-98
pubmed: 24899711
J Neurosci. 2011 Apr 27;31(17):6353-61
pubmed: 21525275
J Comput Neurosci. 2014 Aug;37(1):125-48
pubmed: 24402459
Brain Topogr. 1989 Spring;1(3):199-215
pubmed: 2641263
J Math Neurosci. 2016 Dec;6(1):1
pubmed: 26728012
Neuroimage. 2018 Apr 1;169:46-56
pubmed: 29225066