Subject, session and task effects on power, connectivity and network centrality: A source-based EEG study
•We studied the variability due to subject, session and task on EEG features.•Our results show a remarkable ability to identify stable subject features within a given task.•Power and connectivity features may detect stable (over-time) individual properties. Inter-subjects’ variability in functional...
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| Published in | Biomedical signal processing and control Vol. 59; p. 101891 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
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Elsevier Ltd
01.05.2020
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1746-8094 1746-8108 1746-8108 |
| DOI | 10.1016/j.bspc.2020.101891 |
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| Abstract | •We studied the variability due to subject, session and task on EEG features.•Our results show a remarkable ability to identify stable subject features within a given task.•Power and connectivity features may detect stable (over-time) individual properties.
Inter-subjects’ variability in functional brain networks has been extensively investigated in the last few years. In this context, unveiling subject-specific characteristics of EEG features may play an important role for both clinical (e.g., biomarkers) and bio-engineering purposes (e.g., biometric systems and brain computer interfaces). Nevertheless, the effects induced by multi-sessions and task-switching are not completely understood and considered. In this work, we aimed to investigate how the variability due to subject, session and task affects EEG power, connectivity and network features estimated using source-reconstructed EEG time-series. Our results point out a remarkable ability to identify stable subject features within a given task together with striking independence from the session. The results also show a relevant effect of task-switching, which is comparable to individual variability. This study suggests that power and connectivity EEG features may be adequate to detect stable (over-time) individual properties within predefined and controlled tasks and that these findings are consistent over a range of connectivity metrics, different epoch lengths and parcellation schemes. |
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| AbstractList | •We studied the variability due to subject, session and task on EEG features.•Our results show a remarkable ability to identify stable subject features within a given task.•Power and connectivity features may detect stable (over-time) individual properties.
Inter-subjects’ variability in functional brain networks has been extensively investigated in the last few years. In this context, unveiling subject-specific characteristics of EEG features may play an important role for both clinical (e.g., biomarkers) and bio-engineering purposes (e.g., biometric systems and brain computer interfaces). Nevertheless, the effects induced by multi-sessions and task-switching are not completely understood and considered. In this work, we aimed to investigate how the variability due to subject, session and task affects EEG power, connectivity and network features estimated using source-reconstructed EEG time-series. Our results point out a remarkable ability to identify stable subject features within a given task together with striking independence from the session. The results also show a relevant effect of task-switching, which is comparable to individual variability. This study suggests that power and connectivity EEG features may be adequate to detect stable (over-time) individual properties within predefined and controlled tasks and that these findings are consistent over a range of connectivity metrics, different epoch lengths and parcellation schemes. |
| ArticleNumber | 101891 |
| Author | Demuru, Matteo Pani, Sara Maria Bazzano, Giovanni D’Aloja, Ernesto Ciuffi, Marta Fraschini, Matteo La Cava, Simone Maurizio |
| Author_xml | – sequence: 1 givenname: Sara Maria surname: Pani fullname: Pani, Sara Maria organization: Department of Biomedical Sciences, PhD Program in Neuroscience, University of Cagliari, I-09042, Italy – sequence: 2 givenname: Marta surname: Ciuffi fullname: Ciuffi, Marta organization: Department of Medical Sciences and Public Health, Forensic Science Unit, University of Cagliari, Cagliari, Italy – sequence: 3 givenname: Matteo surname: Demuru fullname: Demuru, Matteo organization: Department of Electrical and Electronic Engineering, University of Cagliari, Cagliari, I-09123, Italy – sequence: 4 givenname: Simone Maurizio surname: La Cava fullname: La Cava, Simone Maurizio organization: Department of Electrical and Electronic Engineering, University of Cagliari, Cagliari, I-09123, Italy – sequence: 5 givenname: Giovanni orcidid: 0000-0002-5341-9222 surname: Bazzano fullname: Bazzano, Giovanni organization: Department of Medical Sciences and Public Health, Forensic Science Unit, University of Cagliari, Cagliari, Italy – sequence: 6 givenname: Ernesto orcidid: 0000-0003-4456-6252 surname: D’Aloja fullname: D’Aloja, Ernesto organization: Department of Medical Sciences and Public Health, Forensic Science Unit, University of Cagliari, Cagliari, Italy – sequence: 7 givenname: Matteo orcidid: 0000-0003-2784-6527 surname: Fraschini fullname: Fraschini, Matteo email: fraschin@unica.it organization: Department of Electrical and Electronic Engineering, University of Cagliari, Cagliari, I-09123, Italy |
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| Cites_doi | 10.1080/01621459.1952.10483441 10.1371/journal.pone.0111048 10.1007/s11042-016-3796-1 10.1038/s41598-017-10235-y 10.1002/(SICI)1097-0193(1999)8:4<194::AID-HBM4>3.0.CO;2-C 10.1080/10874208.2012.677664 10.1155/2011/879716 10.1016/j.neuroimage.2006.01.021 10.1088/1741-2552/aacfe4 10.1038/nn.4135 10.1007/BF02512476 10.1109/LSP.2014.2367091 10.1088/1741-2560/12/5/056019 10.1016/j.patrec.2019.03.025 10.1109/TBME.2014.2317881 10.1016/j.neuron.2018.03.035 10.1016/j.neuroimage.2010.09.030 10.1016/S0378-8733(00)00031-9 10.1186/1475-925X-9-45 10.1038/nn.3101 10.1093/biomet/93.3.491 10.1088/2057-1976/2/1/017001 10.1016/j.jneumeth.2003.10.009 10.1093/cercor/bhx179 10.1088/1741-2560/13/3/036015 10.31887/DCNS.2016.18.3/efinn 10.1016/j.neuroimage.2009.10.003 10.1162/netn_a_00046 10.1038/s41598-018-30869-w 10.1016/j.neuroimage.2005.11.054 10.1002/hbm.23827 10.1016/j.neuroimage.2019.02.002 |
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| References | Gratton (bib0070) 2018; 98 Lai, Demuru, Hillebrand, Fraschini (bib0080) 2018; 8 Cutini, Scatturin, Zorzi (bib0120) 2011; 54 Cox, Schapiro, Stickgold (bib0075) 2018; 2 Schaefer (bib0140) 2018; 28 Rubinov, Sporns (bib0155) 2010; 52 Miranda-Dominguez, Feczko, Grayson, Walum, Nigg, Fair (bib0030) 2017 Gramfort, Papadopoulo, Olivi, Clerc (bib0115) 2010; 9 Bruña, Maestú, Pereda (bib0175) 2018; 15 Arns (bib0020) 2012; 16 Fraschini, Demuru, Crobe, Marrosu, Stam, Hillebrand (bib0145) 2016; 13 Crobe, Demuru, Didaci, Marcialis, Fraschini (bib0055) 2016; 2 Lachaux, Rodriguez, Martinerie, Varela (bib0085) 1999; 8 Tadel, Baillet, Mosher, Pantazis, Leahy (bib0110) 2011; 2011 Lin, Witzel, Ahlfors, Stufflebeam, Belliveau, Hämäläinen (bib0130) 2006; 31 Hassan, Dufor, Merlet, Berrou, Wendling (bib0095) 2014; 9 Fraschini, Hillebrand, Demuru, Didaci, Marcialis (bib0045) 2015; 22 Horien, Shen, Scheinost, Constable (bib0025) 2019; 189 Kruskal, Wallis (bib0160) 1952; 47 Hämäläinen, Ilmoniemi (bib0090) 1994; 32 Desikan (bib0135) 2006; 31 Benjamini, Krieger, Yekutieli (bib0165) 2006; 93 DelPozo-Banos, Travieso, Weidemann, Alonso (bib0040) 2015; 12 Fraschini, Pani, Didaci, Marcialis (bib0065) 2019; 125 Delorme, Makeig (bib0105) 2004; 134 Finn (bib0010) 2015; 18 Barra, Casanova, Fraschini, Nappi (bib0060) 2017; 76 Ruhnau (bib0150) 2000; 22 Finn, Todd Constable (bib0015) 2016; 18 Hipp, Hawellek, Corbetta, Siegel, Engel (bib0170) 2012; 15 Demuru (bib0035) 2017; 7 Miranda-Dominguez (bib0005) 2014; 9 Rocca (bib0050) 2014; 61 Douw, Nieboer, Stam, Tewarie, Hillebrand (bib0125) 2018; 39 Demuru, Cava, Pani, Fraschini (bib0100) 2019 Lachaux (10.1016/j.bspc.2020.101891_bib0085) 1999; 8 Douw (10.1016/j.bspc.2020.101891_bib0125) 2018; 39 Delorme (10.1016/j.bspc.2020.101891_bib0105) 2004; 134 Tadel (10.1016/j.bspc.2020.101891_bib0110) 2011; 2011 Finn (10.1016/j.bspc.2020.101891_bib0015) 2016; 18 Fraschini (10.1016/j.bspc.2020.101891_bib0065) 2019; 125 Desikan (10.1016/j.bspc.2020.101891_bib0135) 2006; 31 Demuru (10.1016/j.bspc.2020.101891_bib0100) 2019 Cox (10.1016/j.bspc.2020.101891_bib0075) 2018; 2 Demuru (10.1016/j.bspc.2020.101891_bib0035) 2017; 7 Hassan (10.1016/j.bspc.2020.101891_bib0095) 2014; 9 Miranda-Dominguez (10.1016/j.bspc.2020.101891_bib0030) 2017 Fraschini (10.1016/j.bspc.2020.101891_bib0045) 2015; 22 Bruña (10.1016/j.bspc.2020.101891_bib0175) 2018; 15 Kruskal (10.1016/j.bspc.2020.101891_bib0160) 1952; 47 Barra (10.1016/j.bspc.2020.101891_bib0060) 2017; 76 Benjamini (10.1016/j.bspc.2020.101891_bib0165) 2006; 93 Rocca (10.1016/j.bspc.2020.101891_bib0050) 2014; 61 Crobe (10.1016/j.bspc.2020.101891_bib0055) 2016; 2 Finn (10.1016/j.bspc.2020.101891_bib0010) 2015; 18 Rubinov (10.1016/j.bspc.2020.101891_bib0155) 2010; 52 Arns (10.1016/j.bspc.2020.101891_bib0020) 2012; 16 Miranda-Dominguez (10.1016/j.bspc.2020.101891_bib0005) 2014; 9 Gramfort (10.1016/j.bspc.2020.101891_bib0115) 2010; 9 Lin (10.1016/j.bspc.2020.101891_bib0130) 2006; 31 Hipp (10.1016/j.bspc.2020.101891_bib0170) 2012; 15 Hämäläinen (10.1016/j.bspc.2020.101891_bib0090) 1994; 32 Ruhnau (10.1016/j.bspc.2020.101891_bib0150) 2000; 22 Cutini (10.1016/j.bspc.2020.101891_bib0120) 2011; 54 Lai (10.1016/j.bspc.2020.101891_bib0080) 2018; 8 Horien (10.1016/j.bspc.2020.101891_bib0025) 2019; 189 Fraschini (10.1016/j.bspc.2020.101891_bib0145) 2016; 13 DelPozo-Banos (10.1016/j.bspc.2020.101891_bib0040) 2015; 12 Gratton (10.1016/j.bspc.2020.101891_bib0070) 2018; 98 Schaefer (10.1016/j.bspc.2020.101891_bib0140) 2018; 28 |
| References_xml | – volume: 9 year: 2014 ident: bib0095 article-title: EEG source connectivity analysis: from dense array recordings to brain networks publication-title: PLoS One – volume: 93 start-page: 491 year: 2006 end-page: 507 ident: bib0165 article-title: Adaptive linear step-up procedures that control the false discovery rate publication-title: Biometrika – volume: 61 start-page: 2406 year: 2014 end-page: 2412 ident: bib0050 article-title: Human brain distinctiveness based on EEG spectral coherence connectivity publication-title: IEEE Trans. Biomed. Eng. – volume: 54 start-page: 919 year: 2011 end-page: 927 ident: bib0120 article-title: A new method based on ICBM152 head surface for probe placement in multichannel fNIRS publication-title: NeuroImage – volume: 8 start-page: 12269 year: 2018 ident: bib0080 article-title: A comparison between scalp- and source-reconstructed EEG networks publication-title: Sci. Rep. – volume: 52 start-page: 1059 year: 2010 end-page: 1069 ident: bib0155 article-title: Complex network measures of brain connectivity: uses and interpretations publication-title: NeuroImage – volume: 39 start-page: 104 year: 2018 end-page: 119 ident: bib0125 article-title: Consistency of magnetoencephalographic functional connectivity and network reconstruction using a template versus native MRI for co-registration publication-title: Hum. Brain Mapp. – start-page: 175 year: 2017 end-page: 199 ident: bib0030 article-title: Heritability of the human connectome: a connectotyping study publication-title: Netw. Neurosci. – volume: 12 start-page: 056019 year: 2015 ident: bib0040 article-title: EEG biometric identification: a thorough exploration of the time-frequency domain publication-title: J. Neural Eng. – volume: 7 start-page: 9685 year: 2017 ident: bib0035 article-title: Functional and effective whole brain connectivity using magnetoencephalography to identify monozygotic twin pairs publication-title: Sci. Rep. – volume: 8 start-page: 194 year: 1999 end-page: 208 ident: bib0085 article-title: Measuring phase synchrony in brain signals publication-title: Hum. Brain Mapp. – volume: 31 start-page: 160 year: 2006 end-page: 171 ident: bib0130 article-title: Assessing and improving the spatial accuracy in MEG source localization by depth-weighted minimum-norm estimates publication-title: NeuroImage – volume: 22 start-page: 666 year: 2015 end-page: 670 ident: bib0045 article-title: An EEG-based biometric system using eigenvector centrality in resting state brain networks publication-title: IEEE Signal Process. Lett. – volume: 32 start-page: 35 year: 1994 end-page: 42 ident: bib0090 article-title: Interpreting magnetic fields of the brain: minimum norm estimates publication-title: Med. Biol. Eng. Comput. – volume: 22 start-page: 357 year: 2000 end-page: 365 ident: bib0150 article-title: Eigenvector-centrality — a node-centrality? publication-title: Soc. Networks – volume: 2011 start-page: 879716 year: 2011 ident: bib0110 article-title: Brainstorm: a user-friendly application for MEG/EEG analysis publication-title: Comput. Intell. Neurosci. – volume: 9 start-page: 45 year: 2010 ident: bib0115 article-title: OpenMEEG: opensource software for quasistatic bioelectromagnetics publication-title: Biomed. Eng. Online – volume: 76 start-page: 4835 year: 2017 end-page: 4847 ident: bib0060 article-title: Fusion of physiological measures for multimodal biometric systems publication-title: Multimed. Tools Appl. – year: 2019 ident: bib0100 article-title: A Comparison Between Power Spectral Density and Network Metrics: an EEG Study – volume: 9 start-page: e111048 year: 2014 ident: bib0005 article-title: Connectotyping: model based fingerprinting of the functional connectome publication-title: PLoS One – volume: 134 start-page: 9 year: 2004 end-page: 21 ident: bib0105 article-title: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis publication-title: J. Neurosci. Methods – volume: 13 start-page: 036015 year: 2016 ident: bib0145 article-title: The effect of epoch length on estimated EEG functional connectivity and brain network organisation publication-title: J. Neural Eng. – volume: 18 start-page: 277 year: 2016 end-page: 287 ident: bib0015 article-title: Individual variation in functional brain connectivity: implications for personalized approaches to psychiatric disease publication-title: Dialogues Clin. Neurosci. – volume: 15 start-page: 056011 year: 2018 ident: bib0175 article-title: Phase locking value revisited: teaching new tricks to an old dog publication-title: J. Neural Eng. – volume: 189 start-page: 676 year: 2019 end-page: 687 ident: bib0025 article-title: The individual functional connectome is unique and stable over months to years publication-title: NeuroImage – volume: 16 start-page: 123 year: 2012 end-page: 141 ident: bib0020 article-title: EEG-based personalized medicine in ADHD: individual alpha peak frequency as an endophenotype associated with nonresponse publication-title: J. Neurother. – volume: 125 start-page: 49 year: 2019 end-page: 54 ident: bib0065 article-title: Robustness of functional connectivity metrics for EEG-based personal identification over task-induced intra-class and inter-class variations publication-title: Pattern Recognit. Lett. – volume: 98 start-page: 439 year: 2018 end-page: 452.e5 ident: bib0070 article-title: Functional brain networks are dominated by stable group and individual factors, not cognitive or daily variation publication-title: Neuron – volume: 2 start-page: 481 year: 2018 end-page: 512 ident: bib0075 article-title: Variability and stability of large-scale cortical oscillation patterns publication-title: Netw. Neurosci. – volume: 15 start-page: 884 year: 2012 end-page: 890 ident: bib0170 article-title: Large-scale cortical correlation structure of spontaneous oscillatory activity publication-title: Nat. Neurosci. – volume: 18 start-page: 1664 year: 2015 end-page: 1671 ident: bib0010 article-title: Functional connectome fingerprinting: identifying individuals using patterns of brain connectivity publication-title: Nat. Neurosci. – volume: 28 start-page: 3095 year: 2018 end-page: 3114 ident: bib0140 article-title: Local-global parcellation of the human cerebral cortex from intrinsic functional connectivity MRI publication-title: Cereb. Cortex – volume: 2 start-page: 017001 year: 2016 ident: bib0055 article-title: Minimum spanning tree andk-core decomposition as measure of subject-specific EEG traits publication-title: Biomed. Phys. Eng. Express – volume: 47 start-page: 583 year: 1952 end-page: 621 ident: bib0160 article-title: Use of ranks in one-criterion variance analysis publication-title: J. Am. Stat. Assoc. – volume: 31 start-page: 968 year: 2006 end-page: 980 ident: bib0135 article-title: An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest publication-title: NeuroImage – volume: 47 start-page: 583 issue: December (260) year: 1952 ident: 10.1016/j.bspc.2020.101891_bib0160 article-title: Use of ranks in one-criterion variance analysis publication-title: J. Am. Stat. Assoc. doi: 10.1080/01621459.1952.10483441 – volume: 9 start-page: e111048 issue: November (11) year: 2014 ident: 10.1016/j.bspc.2020.101891_bib0005 article-title: Connectotyping: model based fingerprinting of the functional connectome publication-title: PLoS One doi: 10.1371/journal.pone.0111048 – volume: 76 start-page: 4835 issue: February (4) year: 2017 ident: 10.1016/j.bspc.2020.101891_bib0060 article-title: Fusion of physiological measures for multimodal biometric systems publication-title: Multimed. Tools Appl. doi: 10.1007/s11042-016-3796-1 – volume: 7 start-page: 9685 issue: August (1) year: 2017 ident: 10.1016/j.bspc.2020.101891_bib0035 article-title: Functional and effective whole brain connectivity using magnetoencephalography to identify monozygotic twin pairs publication-title: Sci. Rep. doi: 10.1038/s41598-017-10235-y – volume: 8 start-page: 194 issue: January (4) year: 1999 ident: 10.1016/j.bspc.2020.101891_bib0085 article-title: Measuring phase synchrony in brain signals publication-title: Hum. Brain Mapp. doi: 10.1002/(SICI)1097-0193(1999)8:4<194::AID-HBM4>3.0.CO;2-C – volume: 16 start-page: 123 issue: April (2) year: 2012 ident: 10.1016/j.bspc.2020.101891_bib0020 article-title: EEG-based personalized medicine in ADHD: individual alpha peak frequency as an endophenotype associated with nonresponse publication-title: J. Neurother. doi: 10.1080/10874208.2012.677664 – volume: 9 issue: August (8) year: 2014 ident: 10.1016/j.bspc.2020.101891_bib0095 article-title: EEG source connectivity analysis: from dense array recordings to brain networks publication-title: PLoS One – volume: 2011 start-page: 879716 year: 2011 ident: 10.1016/j.bspc.2020.101891_bib0110 article-title: Brainstorm: a user-friendly application for MEG/EEG analysis publication-title: Comput. Intell. Neurosci. doi: 10.1155/2011/879716 – volume: 31 start-page: 968 issue: July (3) year: 2006 ident: 10.1016/j.bspc.2020.101891_bib0135 article-title: An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest publication-title: NeuroImage doi: 10.1016/j.neuroimage.2006.01.021 – volume: 15 start-page: 056011 issue: October (5) year: 2018 ident: 10.1016/j.bspc.2020.101891_bib0175 article-title: Phase locking value revisited: teaching new tricks to an old dog publication-title: J. Neural Eng. doi: 10.1088/1741-2552/aacfe4 – volume: 18 start-page: 1664 issue: November (11) year: 2015 ident: 10.1016/j.bspc.2020.101891_bib0010 article-title: Functional connectome fingerprinting: identifying individuals using patterns of brain connectivity publication-title: Nat. Neurosci. doi: 10.1038/nn.4135 – volume: 32 start-page: 35 issue: January (1) year: 1994 ident: 10.1016/j.bspc.2020.101891_bib0090 article-title: Interpreting magnetic fields of the brain: minimum norm estimates publication-title: Med. Biol. Eng. Comput. doi: 10.1007/BF02512476 – volume: 22 start-page: 666 issue: June (6) year: 2015 ident: 10.1016/j.bspc.2020.101891_bib0045 article-title: An EEG-based biometric system using eigenvector centrality in resting state brain networks publication-title: IEEE Signal Process. Lett. doi: 10.1109/LSP.2014.2367091 – volume: 12 start-page: 056019 issue: October (5) year: 2015 ident: 10.1016/j.bspc.2020.101891_bib0040 article-title: EEG biometric identification: a thorough exploration of the time-frequency domain publication-title: J. Neural Eng. doi: 10.1088/1741-2560/12/5/056019 – volume: 125 start-page: 49 year: 2019 ident: 10.1016/j.bspc.2020.101891_bib0065 article-title: Robustness of functional connectivity metrics for EEG-based personal identification over task-induced intra-class and inter-class variations publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2019.03.025 – volume: 61 start-page: 2406 issue: September (9) year: 2014 ident: 10.1016/j.bspc.2020.101891_bib0050 article-title: Human brain distinctiveness based on EEG spectral coherence connectivity publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2014.2317881 – volume: 98 start-page: 439 issue: April (2) year: 2018 ident: 10.1016/j.bspc.2020.101891_bib0070 article-title: Functional brain networks are dominated by stable group and individual factors, not cognitive or daily variation publication-title: Neuron doi: 10.1016/j.neuron.2018.03.035 – volume: 54 start-page: 919 issue: January (2) year: 2011 ident: 10.1016/j.bspc.2020.101891_bib0120 article-title: A new method based on ICBM152 head surface for probe placement in multichannel fNIRS publication-title: NeuroImage doi: 10.1016/j.neuroimage.2010.09.030 – volume: 22 start-page: 357 issue: October (4) year: 2000 ident: 10.1016/j.bspc.2020.101891_bib0150 article-title: Eigenvector-centrality — a node-centrality? publication-title: Soc. Networks doi: 10.1016/S0378-8733(00)00031-9 – volume: 9 start-page: 45 year: 2010 ident: 10.1016/j.bspc.2020.101891_bib0115 article-title: OpenMEEG: opensource software for quasistatic bioelectromagnetics publication-title: Biomed. Eng. Online doi: 10.1186/1475-925X-9-45 – volume: 15 start-page: 884 issue: June (6) year: 2012 ident: 10.1016/j.bspc.2020.101891_bib0170 article-title: Large-scale cortical correlation structure of spontaneous oscillatory activity publication-title: Nat. Neurosci. doi: 10.1038/nn.3101 – volume: 93 start-page: 491 issue: September (3) year: 2006 ident: 10.1016/j.bspc.2020.101891_bib0165 article-title: Adaptive linear step-up procedures that control the false discovery rate publication-title: Biometrika doi: 10.1093/biomet/93.3.491 – volume: 2 start-page: 017001 issue: January (1) year: 2016 ident: 10.1016/j.bspc.2020.101891_bib0055 article-title: Minimum spanning tree andk-core decomposition as measure of subject-specific EEG traits publication-title: Biomed. Phys. Eng. Express doi: 10.1088/2057-1976/2/1/017001 – volume: 134 start-page: 9 issue: March (1) year: 2004 ident: 10.1016/j.bspc.2020.101891_bib0105 article-title: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis publication-title: J. Neurosci. Methods doi: 10.1016/j.jneumeth.2003.10.009 – volume: 28 start-page: 3095 issue: 9 year: 2018 ident: 10.1016/j.bspc.2020.101891_bib0140 article-title: Local-global parcellation of the human cerebral cortex from intrinsic functional connectivity MRI publication-title: Cereb. Cortex doi: 10.1093/cercor/bhx179 – volume: 13 start-page: 036015 issue: 3 year: 2016 ident: 10.1016/j.bspc.2020.101891_bib0145 article-title: The effect of epoch length on estimated EEG functional connectivity and brain network organisation publication-title: J. Neural Eng. doi: 10.1088/1741-2560/13/3/036015 – volume: 18 start-page: 277 issue: September (3) year: 2016 ident: 10.1016/j.bspc.2020.101891_bib0015 article-title: Individual variation in functional brain connectivity: implications for personalized approaches to psychiatric disease publication-title: Dialogues Clin. Neurosci. doi: 10.31887/DCNS.2016.18.3/efinn – volume: 52 start-page: 1059 issue: September (3) year: 2010 ident: 10.1016/j.bspc.2020.101891_bib0155 article-title: Complex network measures of brain connectivity: uses and interpretations publication-title: NeuroImage doi: 10.1016/j.neuroimage.2009.10.003 – volume: 2 start-page: 481 issue: February (4) year: 2018 ident: 10.1016/j.bspc.2020.101891_bib0075 article-title: Variability and stability of large-scale cortical oscillation patterns publication-title: Netw. Neurosci. doi: 10.1162/netn_a_00046 – year: 2019 ident: 10.1016/j.bspc.2020.101891_bib0100 – start-page: 175 issue: November (2) year: 2017 ident: 10.1016/j.bspc.2020.101891_bib0030 article-title: Heritability of the human connectome: a connectotyping study publication-title: Netw. Neurosci. – volume: 8 start-page: 12269 issue: August (1) year: 2018 ident: 10.1016/j.bspc.2020.101891_bib0080 article-title: A comparison between scalp- and source-reconstructed EEG networks publication-title: Sci. Rep. doi: 10.1038/s41598-018-30869-w – volume: 31 start-page: 160 issue: May (1) year: 2006 ident: 10.1016/j.bspc.2020.101891_bib0130 article-title: Assessing and improving the spatial accuracy in MEG source localization by depth-weighted minimum-norm estimates publication-title: NeuroImage doi: 10.1016/j.neuroimage.2005.11.054 – volume: 39 start-page: 104 issue: January (1) year: 2018 ident: 10.1016/j.bspc.2020.101891_bib0125 article-title: Consistency of magnetoencephalographic functional connectivity and network reconstruction using a template versus native MRI for co-registration publication-title: Hum. Brain Mapp. doi: 10.1002/hbm.23827 – volume: 189 start-page: 676 year: 2019 ident: 10.1016/j.bspc.2020.101891_bib0025 article-title: The individual functional connectome is unique and stable over months to years publication-title: NeuroImage doi: 10.1016/j.neuroimage.2019.02.002 |
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| Title | Subject, session and task effects on power, connectivity and network centrality: A source-based EEG study |
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