Assessing direct paths of intracortical causal information flow of oscillatory activity with the isolated effective coherence (iCoh)

Functional connectivity is of central importance in understanding brain function. For this purpose, multiple time series of electric cortical activity can be used for assessing the properties of a network: the strength, directionality, and spectral characteristics (i.e., which oscillations are prefe...

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Published inFrontiers in human neuroscience Vol. 8; p. 448
Main Authors Pascual-Marqui, Roberto D., Biscay, Rolando J., Bosch-Bayard, Jorge, Lehmann, Dietrich, Kochi, Kieko, Kinoshita, Toshihiko, Yamada, Naoto, Sadato, Norihiro
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Research Foundation 20.06.2014
Frontiers Media S.A
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ISSN1662-5161
1662-5161
DOI10.3389/fnhum.2014.00448

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Summary:Functional connectivity is of central importance in understanding brain function. For this purpose, multiple time series of electric cortical activity can be used for assessing the properties of a network: the strength, directionality, and spectral characteristics (i.e., which oscillations are preferentially transmitted) of the connections. The partial directed coherence (PDC) of Baccala and Sameshima (2001) is a widely used method for this problem. The three aims of this study are: (1) To show that the PDC can misrepresent the frequency response under plausible realistic conditions, thus defeating the main purpose for which the measure was developed; (2) To provide a solution to this problem, namely the "isolated effective coherence" (iCoh), which consists of estimating the partial coherence under a multivariate autoregressive model, followed by setting all irrelevant associations to zero, other than the particular directional association of interest; and (3) To show that adequate iCoh estimators can be obtained from non-invasively computed cortical signals based on exact low resolution electromagnetic tomography (eLORETA) applied to scalp EEG recordings. To illustrate the severity of the problem with the PDC, and the solution achieved by the iCoh, three examples are given, based on: (1) Simulated time series with known dynamics; (2) Simulated cortical sources with known dynamics, used for generating EEG recordings, which are then used for estimating (with eLORETA) the source signals for the final connectivity assessment; and (3) EEG recordings in rats. Lastly, real human recordings are analyzed, where the iCoh between six cortical regions of interest are calculated and compared under eyes open and closed conditions, using 61-channel EEG recordings from 109 subjects. During eyes closed, the posterior cingulate sends alpha activity to all other regions. During eyes open, the anterior cingulate sends theta-alpha activity to other frontal regions.
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Reviewed by: Guido Nolte, Fraunhofer FIRST, Germany; Gennady Knyazev, Academy of Medical Sciences, Russia
Edited by: Ryouhei Ishii, Osaka University Graduate School of Medicine, Japan
These authors have contributed equally to this work.
This article was submitted to the journal Frontiers in Human Neuroscience.
ISSN:1662-5161
1662-5161
DOI:10.3389/fnhum.2014.00448