Opportunities and methodological challenges in EEG and MEG resting state functional brain network research

被引:290
作者
van Diessen, E. [1 ]
Numan, T. [2 ]
van Dellen, E. [3 ,4 ,5 ]
van der Kooi, A. W. [2 ]
Boersma, M. [7 ]
Hofman, D. [7 ]
van Lutterveld, R. [6 ]
van Dijk, B. W. [4 ,5 ]
van Straaten, E. C. W. [4 ,5 ]
Hillebrand, A. [4 ,5 ]
Stam, C. J. [4 ,5 ]
机构
[1] Univ Med Ctr Utrecht, Brain Ctr Rudolf Magnus, Dept Pediat Neurol, NL-3508 AB Utrecht, Netherlands
[2] Univ Med Ctr Utrecht, Dept Intens Care, NL-3508 AB Utrecht, Netherlands
[3] Univ Med Ctr Utrecht, Brain Ctr Rudolf Magnus, Dept Psychiat, NL-3508 AB Utrecht, Netherlands
[4] Vrije Univ Amsterdam Med Ctr, Dept Clin Neurophysiol, Amsterdam, Netherlands
[5] Vrije Univ Amsterdam Med Ctr, MEG Ctr, Amsterdam, Netherlands
[6] Univ Massachusetts, Sch Med, Ctr Mindfulness, Worcester, MA USA
[7] Univ Utrecht, Dept Expt Psychol, NL-3508 TC Utrecht, Netherlands
关键词
Resting state; EEG; MEG; Functional connectivity; Functional networks; Graph analysis; Minimum spanning tree; GRAPH-THEORETICAL ANALYSIS; TEST-RETEST RELIABILITY; PHASE-LAG INDEX; VOLUME-CONDUCTION; DEFAULT MODE; EPILEPTOGENIC NETWORKS; EFFECTIVE CONNECTIVITY; GAMMA-OSCILLATIONS; DIRECTED COHERENCE; CORTICAL DYNAMICS;
D O I
10.1016/j.clinph.2014.11.018
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Electroencephalogram (EEG) and magnetoencephalogram (MEG) recordings during resting state are increasingly used to study functional connectivity and network topology. Moreover, the number of different analysis approaches is expanding along with the rising interest in this research area. The comparison between studies can therefore be challenging and discussion is needed to underscore methodological opportunities and pitfalls in functional connectivity and network studies. In this overview we discuss methodological considerations throughout the analysis pipeline of recording and analyzing resting state EEG and MEG data, with a focus on functional connectivity and network analysis. We summarize current common practices with their advantages and disadvantages; provide practical tips, and suggestions for future research. Finally, we discuss how methodological choices in resting state research can affect the construction of functional networks. When taking advantage of current best practices and avoid the most obvious pitfalls, functional connectivity and network studies can be improved and enable a more accurate interpretation and comparison between studies. (c) 2014 International Federation of Clinical Neurophysiology. Published by Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:1468 / 1481
页数:14
相关论文
共 193 条
[131]   Subject position affects EEG magnitudes [J].
Rice, Justin K. ;
Rorden, Christopher ;
Little, Jessica S. ;
Parra, Lucas C. .
NEUROIMAGE, 2013, 64 :476-484
[132]   Resting-state brain networks: literature review and clinical applications [J].
Rosazza, Cristina ;
Minati, Ludovico .
NEUROLOGICAL SCIENCES, 2011, 32 (05) :773-785
[133]   Complex network measures of brain connectivity: Uses and interpretations [J].
Rubinov, Mikail ;
Sporns, Olaf .
NEUROIMAGE, 2010, 52 (03) :1059-1069
[134]   Eigenvector-centrality - a node-centrality? [J].
Ruhnau, B .
SOCIAL NETWORKS, 2000, 22 (04) :357-365
[135]   TEST-RETEST RELIABILITY IN EEG FREQUENCY-ANALYSIS [J].
SALINSKY, MC ;
OKEN, BS ;
MOREHEAD, L .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1991, 79 (05) :382-392
[137]   Dangerous phase [J].
Schiff, SJ .
NEUROINFORMATICS, 2005, 3 (04) :315-317
[138]   The temporal organization of functional brain connectivity is abnormal in schizophrenia but does not correlate with symptomatology [J].
Schoen, Walter ;
Chang, Jae Seung ;
Lee, UnCheol ;
Bob, Petr ;
Mashour, George A. .
CONSCIOUSNESS AND COGNITION, 2011, 20 (04) :1050-1054
[139]   Source Connectivity Analysis With MEG and EEG [J].
Schoffelen, Jan-Mathijs ;
Gross, Joachim .
HUMAN BRAIN MAPPING, 2009, 30 (06) :1857-1865
[140]   Functional connectivity changes in multiple sclerosis patients: A graph analytical study of MEG resting state data [J].
Schoonheim, Menno M. ;
Geurts, Jeroen J. G. ;
Landi, Doriana ;
Douw, Linda ;
van der Meer, Marieke L. ;
Vrenken, Hugo ;
Polman, Chris H. ;
Barkhof, Frederik ;
Stam, Cornelis J. .
HUMAN BRAIN MAPPING, 2013, 34 (01) :52-61