Large-scale collaboration in ENIGMA-EEG: A perspective on the meta-analytic approach to link neurological and psychiatric liability genes to electrophysiological brain activity.

ENIGMA brain disorders electroencephalography harmonization imaging genetics open science

Journal

Brain and behavior
ISSN: 2162-3279
Titre abrégé: Brain Behav
Pays: United States
ID NLM: 101570837

Informations de publication

Date de publication:
08 2021
Historique:
revised: 12 03 2021
received: 19 05 2020
accepted: 30 04 2021
pubmed: 23 7 2021
medline: 23 9 2021
entrez: 22 7 2021
Statut: ppublish

Résumé

The ENIGMA-EEG working group was established to enable large-scale international collaborations among cohorts that investigate the genetics of brain function measured with electroencephalography (EEG). In this perspective, we will discuss why analyzing the genetics of functional brain activity may be crucial for understanding how neurological and psychiatric liability genes affect the brain. We summarize how we have performed our currently largest genome-wide association study of oscillatory brain activity in EEG recordings by meta-analyzing the results across five participating cohorts, resulting in the first genome-wide significant hits for oscillatory brain function located in/near genes that were previously associated with psychiatric disorders. We describe how we have tackled methodological issues surrounding genetic meta-analysis of EEG features. We discuss the importance of harmonizing EEG signal processing, cleaning, and feature extraction. Finally, we explain our selection of EEG features currently being investigated, including the temporal dynamics of oscillations and the connectivity network based on synchronization of oscillations. We present data that show how to perform systematic quality control and evaluate how choices in reference electrode and montage affect individual differences in EEG parameters. The long list of potential challenges to our large-scale meta-analytic approach requires extensive effort and organization between participating cohorts; however, our perspective shows that these challenges are surmountable. Our perspective argues that elucidating the genetic of EEG oscillatory activity is a worthwhile effort in order to elucidate the pathway from gene to disease liability.

Sections du résumé

BACKGROUND AND PURPOSE
The ENIGMA-EEG working group was established to enable large-scale international collaborations among cohorts that investigate the genetics of brain function measured with electroencephalography (EEG). In this perspective, we will discuss why analyzing the genetics of functional brain activity may be crucial for understanding how neurological and psychiatric liability genes affect the brain.
METHODS
We summarize how we have performed our currently largest genome-wide association study of oscillatory brain activity in EEG recordings by meta-analyzing the results across five participating cohorts, resulting in the first genome-wide significant hits for oscillatory brain function located in/near genes that were previously associated with psychiatric disorders. We describe how we have tackled methodological issues surrounding genetic meta-analysis of EEG features. We discuss the importance of harmonizing EEG signal processing, cleaning, and feature extraction. Finally, we explain our selection of EEG features currently being investigated, including the temporal dynamics of oscillations and the connectivity network based on synchronization of oscillations.
RESULTS
We present data that show how to perform systematic quality control and evaluate how choices in reference electrode and montage affect individual differences in EEG parameters.
CONCLUSION
The long list of potential challenges to our large-scale meta-analytic approach requires extensive effort and organization between participating cohorts; however, our perspective shows that these challenges are surmountable. Our perspective argues that elucidating the genetic of EEG oscillatory activity is a worthwhile effort in order to elucidate the pathway from gene to disease liability.

Identifiants

pubmed: 34291596
doi: 10.1002/brb3.2188
pmc: PMC8413828
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e02188

Subventions

Organisme : European Research Council
ID : 771057
Pays : International
Organisme : NIMH NIH HHS
ID : MH089951
Pays : United States
Organisme : NIH HHS
ID : R01D0042157-01A1
Pays : United States
Organisme : NIH HHS
ID : DA018673
Pays : United States
Organisme : NIH HHS
ID : APP1172917
Pays : United States
Organisme : European Research Council
ID : 230374
Pays : International
Organisme : NIMH NIH HHS
ID : R01 MH058799
Pays : United States
Organisme : NIH HHS
ID : K18DC017383
Pays : United States
Organisme : NIAAA NIH HHS
ID : AA008401
Pays : United States
Organisme : NICHD NIH HHS
ID : P50 HD103537
Pays : United States
Organisme : NIDDK NIH HHS
ID : R01 DK092127
Pays : United States
Organisme : NIAAA NIH HHS
ID : U10 AA008401
Pays : United States
Organisme : NIH HHS
ID : DA036216
Pays : United States
Organisme : NIH HHS
ID : DA005147
Pays : United States
Organisme : NIMH NIH HHS
ID : MH089995
Pays : United States
Organisme : NIAAA NIH HHS
ID : R21 AA026919
Pays : United States
Organisme : European Research Council
ID : 284167
Pays : International
Organisme : NIH HHS
ID : K01DA037914
Pays : United States
Organisme : NIH HHS
ID : EB020403
Pays : United States
Organisme : NIDA NIH HHS
ID : T32 DA037183
Pays : United States
Organisme : NIH HHS
ID : AA009367
Pays : United States
Organisme : NIH HHS
ID : DP2HD098859
Pays : United States
Organisme : NIMH NIH HHS
ID : U24 MH068457
Pays : United States
Organisme : NIH HHS
ID : AA008401
Pays : United States
Organisme : NIMH NIH HHS
ID : MH081802
Pays : United States

Informations de copyright

© 2021 The Authors. Brain and Behavior published by Wiley Periodicals LLC.

Références

Schizophr Res. 1996 May;19(2-3):151-61
pubmed: 8789913
Brain Res Brain Res Rev. 1999 Apr;29(2-3):169-95
pubmed: 10209231
Neurosci Lett. 2000 Jun 2;286(2):115-8
pubmed: 10825650
Brain Behav. 2021 Aug;11(8):e02188
pubmed: 34291596
J Neurosci. 2013 Jul 3;33(27):11212-20
pubmed: 23825424
Neuroimage. 2012 May 15;61(1):162-9
pubmed: 22430497
F1000Res. 2018 Jan 8;7:23
pubmed: 29375819
Trends Cogn Sci. 2005 Oct;9(10):474-80
pubmed: 16150631
Proc Natl Acad Sci U S A. 2002 Mar 19;99(6):3729-33
pubmed: 11891318
J Clin Sleep Med. 2017 May 15;13(5):665-666
pubmed: 28416048
Neuropsychobiology. 2012;66(4):201-20
pubmed: 23075830
J Neurosci Methods. 2010 Sep 30;192(1):152-62
pubmed: 20654646
Genome Med. 2018 Feb 22;10(1):11
pubmed: 29471866
Epilepsy Behav. 2009 May;15(1):22-33
pubmed: 19248841
Clin Neurophysiol. 2001 May;112(5):724-7
pubmed: 11336885
Front Neural Circuits. 2018 May 16;12:37
pubmed: 29867371
Brain. 2009 Jan;132(Pt 1):213-24
pubmed: 18952674
Science. 2018 Jun 22;360(6395):
pubmed: 29930110
Int J Psychophysiol. 1996 Nov;24(1-2):61-100
pubmed: 8978436
Nat Rev Neurosci. 2013 May;14(5):365-76
pubmed: 23571845
Alcohol Res Health. 2003;27(2):153-60
pubmed: 15303626
Hum Brain Mapp. 2012 Jan;33(1):246-52
pubmed: 21547982
Biol Psychiatry. 2002 Oct 15;52(8):831-42
pubmed: 12372655
Neurocrit Care. 2010 Jun;12(3):382-9
pubmed: 20198513
Electroencephalogr Clin Neurophysiol. 1988 Feb;69(2):91-9
pubmed: 2446839
Acta Neurol Scand. 2004 Oct;110(4):207-20
pubmed: 15355484
Clin Neurophysiol. 2015 Feb;126(2):268-74
pubmed: 24996926
Behav Genet. 2006 Jul;36(4):577-90
pubmed: 16557364
Front Neurosci. 2016 May 13;10:196
pubmed: 27242402
Nat Rev Neurosci. 2014 Feb;15(2):111-22
pubmed: 24434912
Hum Brain Mapp. 2019 Apr 15;40(6):1919-1926
pubmed: 30609125
Nat Rev Neurosci. 2010 Feb;11(2):100-13
pubmed: 20087360
Am J Hum Genet. 2004 Apr;74(4):705-14
pubmed: 15024690
J Neuropsychiatry Clin Neurosci. 2013 Winter;25(1):83-7
pubmed: 23487198
Pharmacol Biochem Behav. 2008 Jul;90(1):95-104
pubmed: 18440057
Nat Rev Neurosci. 2017 Nov;18(11):671-684
pubmed: 28951611
Sci Adv. 2018 Aug 01;4(8):eaar3230
pubmed: 30083600
J Neurosci. 2005 Nov 2;25(44):10131-7
pubmed: 16267220
Hum Brain Mapp. 2005 Nov;26(3):191-8
pubmed: 15929086
J Child Psychol Psychiatry. 2016 May;57(5):656-8
pubmed: 27090383
IEEE Trans Biomed Eng. 2020 Apr;67(4):1114-1121
pubmed: 31329105
Mol Cell. 2013 Jan 24;49(2):359-367
pubmed: 23177740
Nat Genet. 2015 Nov;47(11):1236-41
pubmed: 26414676
J Neurosci. 2009 Dec 16;29(50):15721-6
pubmed: 20016087
Netw Neurosci. 2019 Sep 01;3(4):969-993
pubmed: 31637334
Trends Cogn Sci. 2012 Apr;16(4):200-6
pubmed: 22436764
Hum Brain Mapp. 2010 Apr;31(4):581-94
pubmed: 19937723
Hum Brain Mapp. 2011 Mar;32(3):413-25
pubmed: 20589941
Bioinformatics. 2020 Feb 1;36(3):930-933
pubmed: 31393554
Exp Brain Res. 2009 Sep;198(1):59-83
pubmed: 19626316
Nat Genet. 2015 Jul;47(7):702-9
pubmed: 25985137
Epilepsia. 2012 Feb;53(2):301-7
pubmed: 22191626
Biol Psychol. 2007 May;75(2):154-64
pubmed: 17316957
Humangenetik. 1970 Sep 17;10(2):91-114
pubmed: 5528299
Proc Natl Acad Sci U S A. 2013 Feb 26;110(9):3585-90
pubmed: 23401536
Int J Psychophysiol. 2017 May;115:74-85
pubmed: 28040410
Int J Epidemiol. 2017 Apr 1;46(2):549-558
pubmed: 28089957
Int J Methods Psychiatr Res. 2018 Jun;27(2):e1608
pubmed: 29484742
Clin Neurophysiol. 2004 Oct;115(10):2292-307
pubmed: 15351371
Am J Hum Genet. 2020 Jul 2;107(1):72-82
pubmed: 32504544
Neuroimage. 2019 Sep;198:181-197
pubmed: 31103785
Epilepsy Behav. 2005 Aug;7(1):37-50
pubmed: 15975853
Nature. 2014 Jul 24;511(7510):421-7
pubmed: 25056061
Brain Imaging Behav. 2014 Jun;8(2):153-82
pubmed: 24399358
Nat Rev Neurosci. 2009 Mar;10(3):186-98
pubmed: 19190637
J Neurosci. 2007 Dec 12;27(50):13882-9
pubmed: 18077700
Epilepsia. 2021 Jul;62(7):1518-1527
pubmed: 34002374
Biol Psychol. 2007 Jul;75(3):260-6
pubmed: 17498861
Clin Neurophysiol. 2020 Jan;131(1):285-307
pubmed: 31501011
Front Hum Neurosci. 2010 Nov 04;4:186
pubmed: 21119777
Neurosci Lett. 1997 Nov 28;238(1-2):9-12
pubmed: 9464642
Nat Rev Neurosci. 2012 May 18;13(6):407-20
pubmed: 22595786
Hum Genet. 1994 Oct;94(4):319-30
pubmed: 7927323
Int J Psychophysiol. 2017 May;115:86-97
pubmed: 27418541
Brain Connect. 2016 May;6(4):312-25
pubmed: 26885699
PLoS One. 2015 Sep 22;10(9):e0138685
pubmed: 26394404
Neuroscientist. 2019 Aug;25(4):344-358
pubmed: 30317911
Epilepsia. 2006;47 Suppl 1:14-22
pubmed: 17044820
Int J Psychophysiol. 2017 May;115:112-124
pubmed: 28300615
Nat Commun. 2018 Mar 2;9(1):918
pubmed: 29500431
Clin Neurophysiol. 2009 Nov;120(11):1883-1908
pubmed: 19796989
Nat Rev Neurosci. 2005 Apr;6(4):285-96
pubmed: 15803160
Nat Rev Neurosci. 2008 Dec;9(12):947-57
pubmed: 19002191
J Atten Disord. 2013 Jul;17(5):374-83
pubmed: 23086616
Psychophysiology. 2017 Jan;54(1):74-82
pubmed: 28000254
Acta Neurol Scand. 2002 Jul;106(1):1-7
pubmed: 12067321
Proc Natl Acad Sci U S A. 2009 Feb 3;106(5):1614-9
pubmed: 19164579
Parkinsonism Relat Disord. 2014 Jan;20 Suppl 1:S44-8
pubmed: 24262186
Brain Res. 2008 Oct 15;1235:153-71
pubmed: 18634760
Schizophr Res. 2008 Feb;99(1-3):225-37
pubmed: 18160260
Psychol Med. 2018 Aug;48(11):1759-1774
pubmed: 29198204
J Neurosci. 2011 Sep 14;31(37):13128-36
pubmed: 21917796
Int J Psychophysiol. 2007 Jul;65(1):2-9
pubmed: 17383039
Nat Commun. 2016 Apr 07;7:11115
pubmed: 27051996
J Neurosci. 2001 Feb 15;21(4):1370-7
pubmed: 11160408
Behav Genet. 2001 Nov;31(6):545-54
pubmed: 11838532
Front Hum Neurosci. 2017 Feb 22;11:51
pubmed: 28275344
Nat Genet. 2012 Apr 15;44(5):552-61
pubmed: 22504417
Nat Commun. 2019 Jun 3;10(1):2417
pubmed: 31160569
Hum Brain Mapp. 2017 Nov;38(11):5391-5420
pubmed: 28782865
Neuron. 2010 Oct 21;68(2):182-6
pubmed: 20955924
Brain Res Rev. 2007 Jan;53(1):63-88
pubmed: 16887192
Mol Psychiatry. 2019 Dec 6;:
pubmed: 31811260
Sleep. 2017 Jul 1;40(7):
pubmed: 28605521
Hum Mol Genet. 2014 Aug 15;23(16):4452-64
pubmed: 24770850
Neuron. 2009 May 28;62(4):566-77
pubmed: 19477157
Neuropsychologia. 2020 May;142:107456
pubmed: 32283066
Nat Rev Neurosci. 2001 Apr;2(4):229-39
pubmed: 11283746
Genome Med. 2010 Sep 07;2(9):63
pubmed: 20828426
Clin Neurophysiol. 2018 Nov;129(11):2325-2332
pubmed: 30248622
Am J Epidemiol. 2012 May 1;175(9):859-66
pubmed: 22411865
Neuroimage. 2003 Aug;19(4):1463-76
pubmed: 12948703
Nat Genet. 2019 May;51(5):793-803
pubmed: 31043756
Alzheimers Dement. 2018 Jun;14(6):707-722
pubmed: 29316447
Lancet Neurol. 2014 Sep;13(9):893-903
pubmed: 25087078
J Am Acad Child Adolesc Psychiatry. 1990 Jan;29(1):127-9
pubmed: 2295565
J Neurosci. 2012 Jul 18;32(29):9817-23
pubmed: 22815496
Psychophysiology. 2014 Dec;51(12):1225-45
pubmed: 25387704
Biol Psychiatry. 2007 Aug 1;62(3):270-3
pubmed: 17336944
J Neurosci Methods. 2014 Sep 30;235:298-307
pubmed: 25075801
Addict Biol. 2020 Nov;25(6):e12830
pubmed: 31746534
Phys Rev Lett. 1987 Jul 27;59(4):381-384
pubmed: 10035754
Am J Psychiatry. 2018 Jan 1;175(1):15-27
pubmed: 28969442
J Neuropsychiatry Clin Neurosci. 1999 Spring;11(2):190-208
pubmed: 10333991
Neuroimage. 2007 Feb 15;34(4):1443-9
pubmed: 17188898
PLoS One. 2012;7(5):e36896
pubmed: 22615837
Nat Neurosci. 2016 Apr;19(4):605-12
pubmed: 26878674
Electroencephalogr Clin Neurophysiol. 1975 Nov;39(5):526-30
pubmed: 52448
Biol Psychol. 2002 Oct;61(1-2):111-38
pubmed: 12385672
Mol Psychiatry. 2020 Jan;25(1):48-66
pubmed: 31723243
Electroencephalogr Clin Neurophysiol. 1984 Jan;57(1):1-12
pubmed: 6198138
Nat Hum Behav. 2019 Dec;3(12):1332-1342
pubmed: 31636407
Psychophysiology. 2005 Nov;42(6):691-7
pubmed: 16364064
eNeuro. 2017 Mar 27;4(2):
pubmed: 28374013
Eur Arch Psychiatry Clin Neurosci. 2008 Apr;258(3):137-43
pubmed: 17990048
PLoS Genet. 2020 May 19;16(5):e1008612
pubmed: 32427991
Neuroimage. 2015 Jan 1;104:177-88
pubmed: 25451472
Neuroimage. 2014 Jan 15;85 Pt 2:853-72
pubmed: 24007803
Nat Rev Neurosci. 2012 Apr 13;13(5):336-49
pubmed: 22498897
Mol Psychiatry. 2020 May 20;:
pubmed: 32433515
Trends Cogn Sci. 2010 Nov;14(11):506-15
pubmed: 20932795
Front Psychiatry. 2019 Jul 19;10:517
pubmed: 31379629
Biol Psychiatry Cogn Neurosci Neuroimaging. 2018 Sep;3(9):798-808
pubmed: 29789268
JAMA Psychiatry. 2013 Aug;70(8):783-92
pubmed: 23739835
Nat Rev Neurosci. 2014 Oct;15(10):683-95
pubmed: 25186238
Mol Psychiatry. 2015 May;20(5):609-14
pubmed: 25092248
Behav Genet. 2010 Mar;40(2):167-77
pubmed: 20111993
Neuroimage. 2017 Jan 15;145(Pt B):389-408
pubmed: 26658930
Mamm Genome. 2014 Feb;25(1-2):23-31
pubmed: 24085332
Nature. 2015 Apr 9;520(7546):224-9
pubmed: 25607358
Proc Natl Acad Sci U S A. 2007 Aug 7;104(32):13170-5
pubmed: 17670949
Brain Topogr. 1994 Spring;6(3):221-6
pubmed: 8204409
Trends Cogn Sci. 2013 Dec;17(12):683-96
pubmed: 24231140
Trends Cogn Sci. 2010 Feb;14(2):72-80
pubmed: 20080054
NPJ Sci Learn. 2018 Mar 23;3:7
pubmed: 30631468
Bioinformatics. 2020 Aug 15;36(16):4449-4457
pubmed: 32415959
Brain Sci. 2019 Oct 17;9(10):
pubmed: 31627376
J Neurosci. 2011 Apr 13;31(15):5721-9
pubmed: 21490213
Mol Psychiatry. 2017 Dec;22(12):1680-1690
pubmed: 29086770
Biol Psychiatry. 2021 May 4;:
pubmed: 34304866
Int J Psychophysiol. 2017 May;115:24-39
pubmed: 27847216
Curr Opin Neurobiol. 2010 Apr;20(2):156-65
pubmed: 20359884
Nat Rev Neurosci. 2001 Aug;2(8):539-50
pubmed: 11483997
Clin Neurophysiol. 2002 Aug;113(8):1199-208
pubmed: 12139998
PLoS One. 2011;6(6):e14821
pubmed: 21731603
J Neurosci. 2013 Feb 6;33(6):2356-64
pubmed: 23392665
Neuron. 2015 Mar 18;85(6):1332-43
pubmed: 25754826
Trends Cogn Sci. 2007 Jul;11(7):267-9
pubmed: 17548233
JAMA. 1982 Feb 19;247(7):997-1003
pubmed: 7057593
Trends Neurosci. 2011 Dec;34(12):611-8
pubmed: 22018805
Cell. 2019 Oct 17;179(3):589-603
pubmed: 31607513
Psychophysiology. 2000 Jul;37(4):523-32
pubmed: 10934911
Brain Topogr. 2019 Jul;32(4):530-549
pubmed: 31037477
Hum Brain Mapp. 2007 Nov;28(11):1178-93
pubmed: 17266107
Trends Neurosci. 2017 Apr;40(4):208-218
pubmed: 28314445
J Neurosci Methods. 2004 Mar 15;134(1):9-21
pubmed: 15102499
Hum Brain Mapp. 2018 Nov;39(11):4183-4195
pubmed: 29947131

Auteurs

Dirk J A Smit (DJA)

Department of Psychiatry, Amsterdam Neuroscience, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.

Ole A Andreassen (OA)

Norwegian Centre for Mental Disorders Research (NORMENT), Oslo University Hospital, Oslo, Norway.
Institute of Clinical Medicine, University of Oslo, Oslo, Norway.

Dorret I Boomsma (DI)

Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.

Scott J Burwell (SJ)

Department of Psychology, Minnesota Center for Twin and Family Research, University of Minnesota, Minneapolis, MN, USA.
Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA.

David B Chorlian (DB)

Henri Begleiter Neurodynamics Laboratory, Department of Psychiatry, Downstate Health Sciences University, Brooklyn, NY, USA.

Eco J C de Geus (EJC)

Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.

Torbjørn Elvsåshagen (T)

Norwegian Centre for Mental Disorders Research (NORMENT), Oslo University Hospital, Oslo, Norway.
Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
Department of Neurology, Oslo University Hospital, Oslo, Norway.

Reyna L Gordon (RL)

Department of Otolaryngology, Vanderbilt University Medical Center, Nashville, TN, USA.
Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, USA.

Jeremy Harper (J)

Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA.

Ulrich Hegerl (U)

Department of Psychiatry, Psychosomatics, and Psychotherapy, Goethe Universität Frankfurt am Main, Frankfurt, Germany.

Tilman Hensch (T)

Department of Psychiatry and Psychotherapy, University of Leipzig Medical Center, Leipzig, Germany.
LIFE - Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany.
IU International University, Erfurt, Germany.

William G Iacono (WG)

Department of Psychology, University of Minnesota, Minneapolis, MN, USA.

Philippe Jawinski (P)

LIFE - Leipzig Research Center for Civilization Diseases, Universität Leipzig, Leipzig, Germany.
Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany.

Erik G Jönsson (EG)

TOP-Norment, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet & Stockholm Health Care Services, Stockholm Region, Stockholm, Sweden.

Jurjen J Luykx (JJ)

Department of Psychiatry, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Department of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Outpatient Second Opinion Clinic, GGNet Mental Health, Apeldoorn, The Netherlands.

Cyrille L Magne (CL)

Psychology Department, Middle Tennessee State University, Murfreesboro, TN, USA.
Literacy Studies Ph.D. Program, Middle Tennessee State University, Mufreesboro, TN, USA.

Stephen M Malone (SM)

Department of Psychology, University of Minnesota, Minneapolis, MN, USA.

Sarah E Medland (SE)

QIMR Berghofer Medical Research Institute, Herston, QLD, Australia.

Jacquelyn L Meyers (JL)

Henri Begleiter Neurodynamics Laboratory, Department of Psychiatry, Downstate Health Sciences University, Brooklyn, NY, USA.
Department of Psychiatry, State University of New York Downstate Health Sciences University, Brooklyn, NY, USA.

Torgeir Moberget (T)

Department of Psychiatry, Amsterdam Neuroscience, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
Department of Psychology, Faculty of Social Sciences, University of Oslo, Oslo, Norway.

Bernice Porjesz (B)

Henri Begleiter Neurodynamics Laboratory, Department of Psychiatry, Downstate Health Sciences University, Brooklyn, NY, USA.

Christian Sander (C)

Department of Psychiatry and Psychotherapy, University of Leipzig Medical Center, Leipzig, Germany.

Sanjay M Sisodiya (SM)

Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK.
Chalfont Centre for Epilepsy, Chalfont-St-Peter, UK.

Paul M Thompson (PM)

Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA.

Catharina E M van Beijsterveldt (CEM)

Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.

Edwin van Dellen (E)

Department of Psychiatry, Department of Intensive Care Medicine, Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.

Marc Via (M)

Brainlab-Cognitive Neuroscience Research Group, Department of Clinical Psychology and Psychobiology, and Institute of Neurosciences (UBNeuro), Universitat de Barcelona, Barcelona, Spain.
Institut de Recerca Sant Joan de Déu (IRSJD), Esplugues de Llobregat, Spain.

Margaret J Wright (MJ)

Queensland Brain Institute, University of Queensland, Brisbane, QLD, Australia.
Centre for Advanced Imaging, University of Queensland, Brisbane, QLD, Australia.

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