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

•Resting state EEG and MEG recordings are increasingly used for functional connectivity and functional brain network analysis.•We highlight advantages and disadvantages of methodological choices throughout the recording and analysis pipeline and how this may affect construction of functional connect...

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Vydáno v:Clinical neurophysiology Ročník 126; číslo 8; s. 1468 - 1481
Hlavní autoři: van Diessen, E., Numan, T., van Dellen, E., van der Kooi, A.W., Boersma, M., Hofman, D., van Lutterveld, R., van Dijk, B.W., van Straaten, E.C.W., Hillebrand, A., Stam, C.J.
Médium: Journal Article
Jazyk:angličtina
Vydáno: Netherlands Elsevier Ireland Ltd 01.08.2015
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ISSN:1388-2457, 1872-8952, 1872-8952
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Abstract •Resting state EEG and MEG recordings are increasingly used for functional connectivity and functional brain network analysis.•We highlight advantages and disadvantages of methodological choices throughout the recording and analysis pipeline and how this may affect construction of functional connectivity and networks.•We give several recommendations for subject instructions and data acquisition for resting state neurophysiological research. 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.
AbstractList 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.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.
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.
Highlights • Resting state EEG and MEG recordings are increasingly used for functional connectivity and functional brain network analysis. • We highlight advantages and disadvantages of methodological choices throughout the recording and analysis pipeline and how this may affect construction of functional connectivity and networks. • We give several recommendations for subject instructions and data acquisition for resting state neurophysiological research.
•Resting state EEG and MEG recordings are increasingly used for functional connectivity and functional brain network analysis.•We highlight advantages and disadvantages of methodological choices throughout the recording and analysis pipeline and how this may affect construction of functional connectivity and networks.•We give several recommendations for subject instructions and data acquisition for resting state neurophysiological research. 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.
Author Hillebrand, A.
van der Kooi, A.W.
Numan, T.
Hofman, D.
Stam, C.J.
van Diessen, E.
van Dijk, B.W.
van Lutterveld, R.
van Dellen, E.
van Straaten, E.C.W.
Boersma, M.
Author_xml – sequence: 1
  givenname: E.
  surname: van Diessen
  fullname: van Diessen, E.
  email: E.vanDiessen-3@umcutrecht.nl
  organization: Department of Pediatric Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, The Netherlands
– sequence: 2
  givenname: T.
  surname: Numan
  fullname: Numan, T.
  organization: Department of Intensive Care, University Medical Center Utrecht, The Netherlands
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  givenname: E.
  surname: van Dellen
  fullname: van Dellen, E.
  organization: Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, The Netherlands
– sequence: 4
  givenname: A.W.
  surname: van der Kooi
  fullname: van der Kooi, A.W.
  organization: Department of Intensive Care, University Medical Center Utrecht, The Netherlands
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  surname: Boersma
  fullname: Boersma, M.
  organization: Department of Experimental Psychology, Utrecht University, The Netherlands
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  surname: Hofman
  fullname: Hofman, D.
  organization: Department of Experimental Psychology, Utrecht University, The Netherlands
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  surname: van Lutterveld
  fullname: van Lutterveld, R.
  organization: Center for Mindfulness, University of Massachusetts School of Medicine, Worcester, Massachusetts, USA
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  givenname: B.W.
  surname: van Dijk
  fullname: van Dijk, B.W.
  organization: Department of Clinical Neurophysiology and MEG Center, VU University Medical Center, Amsterdam, The Netherlands
– sequence: 9
  givenname: E.C.W.
  surname: van Straaten
  fullname: van Straaten, E.C.W.
  organization: Department of Clinical Neurophysiology and MEG Center, VU University Medical Center, Amsterdam, The Netherlands
– sequence: 10
  givenname: A.
  surname: Hillebrand
  fullname: Hillebrand, A.
  organization: Department of Clinical Neurophysiology and MEG Center, VU University Medical Center, Amsterdam, The Netherlands
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  givenname: C.J.
  surname: Stam
  fullname: Stam, C.J.
  organization: Department of Clinical Neurophysiology and MEG Center, VU University Medical Center, Amsterdam, The Netherlands
BackLink https://www.ncbi.nlm.nih.gov/pubmed/25511636$$D View this record in MEDLINE/PubMed
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Resting state
Graph analysis
EEG
Minimum spanning tree
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Functional networks
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Snippet •Resting state EEG and MEG recordings are increasingly used for functional connectivity and functional brain network analysis.•We highlight advantages and...
Highlights • Resting state EEG and MEG recordings are increasingly used for functional connectivity and functional brain network analysis. • We highlight...
Electroencephalogram (EEG) and magnetoencephalogram (MEG) recordings during resting state are increasingly used to study functional connectivity and network...
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crossref
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SubjectTerms Brain - physiology
Brain Mapping
EEG
Electroencephalography - methods
Functional connectivity
Functional networks
Functional Neuroimaging - methods
Graph analysis
Humans
Magnetoencephalography - methods
MEG
Minimum spanning tree
Nerve Net - physiology
Neurology
Neurons - physiology
Resting state
Title Opportunities and methodological challenges in EEG and MEG resting state functional brain network research
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https://www.clinicalkey.es/playcontent/1-s2.0-S1388245714008104
https://dx.doi.org/10.1016/j.clinph.2014.11.018
https://www.ncbi.nlm.nih.gov/pubmed/25511636
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Volume 126
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