Identifying true brain interaction from EEG data using the imaginary part of coherency.
- Authors
- Nolte, Guido; Bai, Ou; Wheaton, Lewis; Mari, Zoltan; Vorbach, Sherry; Hallett, Mark
- Year
- 2004
- Journal
- Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology
- PMID
- 15351371
- DOI
- 10.1016/j.clinph.2004.04.029
OBJECTIVE: The main obstacle in interpreting EEG/MEG data in terms of brain connectivity is the fact that because of volume conduction, the activity of a single brain source can be observed in many channels. Here, we present an approach which is insensitive to false connectivity arising from volume conduction. METHODS: We show that the (complex) coherency of non-interacting sources is necessarily real and, hence, the imaginary part of coherency provides an excellent candidate to study brain interactions. Although the usual magnitude and phase of coherency contain the same information as the real and imaginary parts, we argue that the Cartesian representation is far superior for studying brain interactions. The method is demonstrated for EEG measurements of voluntary finger movement. RESULTS: We found: (a) from 5 s before to movement onset a relatively weak interaction around 20 Hz between left and right motor areas where the contralateral side leads the ipsilateral side; and (b) approximately 2-4 s after movement, a stronger interaction also at 20 Hz in the opposite direction. CONCLUSIONS: It is possible to reliably detect brain interaction during movement from EEG data. SIGNIFICANCE: The method allows unambiguous detection of brain interaction from rhythmic EEG/MEG data.
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| Applying EEG phase synchronization measures to non-linearly coupled neural mass models. | Vindiola MM et al. | β | 2014 | β |
| Assessing EEG sleep spindle propagation. Part 1: theory and proposed methodology. | O'Reilly C et al. | β | 2014 | β |
| Beta coherence within human ventromedial prefrontal cortex precedes affective value choices. | Lipsman N et al. | β | 2014 | β |
| Cognitive reserve is associated with the functional organization of the brain in healthy aging: a MEG study. | LΓ³pez ME et al. | β | 2014 | β |
| Coherent Activity in Bilateral Parieto-Occipital Cortices during P300-BCI Operation. | Takano K et al. | β | 2014 | β |
| Committee report: publication guidelines and recommendations for studies using electroencephalography and magnetoencephalography. | Keil A et al. | β | 2014 | β |
| Complex continuous wavelet coherence for EEG microstates detection in insight and calm meditation. | Kopal J et al. | β | 2014 | β |
| Connectivity biomarkers can differentiate patients with different levels of consciousness. | HΓΆller Y et al. | β | 2014 | β |
| Conscious auditory perception related to long-range synchrony of gamma oscillations. | Steinmann S et al. | β | 2014 | β |
| Cross-modal integration of lexical-semantic features during word processing: evidence from oscillatory dynamics during EEG. | van Ackeren MJ et al. | β | 2014 | β |
| EEG hyper-connectivity in high-risk infants is associated with later autism. | Orekhova EV et al. | β | 2014 | β |
| EEG source connectivity analysis: from dense array recordings to brain networks. | Hassan M et al. | β | 2014 | β |
| Eyes-closed task-free electroencephalography in clinical trials for Alzheimer's disease: an emerging method based upon brain dynamics. | van Straaten EC et al. | β | 2014 | β |
| Face to phase: pitfalls in time delay estimation from coherency phase. | Campfens SF et al. | β | 2014 | β |
| Functional brain connectivity from EEG in epilepsy: seizure prediction and epileptogenic focus localization. | van Mierlo P et al. | β | 2014 | β |
| Functionally aberrant electrophysiological cortical connectivities in first episode medication-naive schizophrenics from three psychiatry centers. | Lehmann D et al. | β | 2014 | β |
| Graph analysis of functional brain networks: practical issues in translational neuroscience. | De Vico Fallani F et al. | β | 2014 | β |
| Graph theoretical analysis indicates cognitive impairment in MS stems from neural disconnection. | Van Schependom J et al. | β | 2014 | β |
| Gravity influences top-down signals in visual processing. | Cheron G et al. | β | 2014 | β |
| High-gamma activity in an attention network predicts individual differences in elderly adults' behavioral performance. | Akimoto Y et al. | β | 2014 | β |
| Human brain distinctiveness based on EEG spectral coherence connectivity. | Rocca D et al. | β | 2014 | β |
| Hypnotic induction is followed by state-like changes in the organization of EEG functional connectivity in the theta and beta frequency bands in high-hypnotically susceptible individuals. | Jamieson GA et al. | β | 2014 | β |
| Identifying delayed directional couplings with symbolic transfer entropy. | Dickten H et al. | β | 2014 | β |
| Improving neurovascular outcomes with bilateral forepaw stimulation in a rat photothrombotic ischemic stroke model. | Liao LD et al. | β | 2014 | β |
| Interhemispheric functional interactions between the subthalamic nuclei of patients with Parkinson's disease. | Hohlefeld FU et al. | β | 2014 | β |
| Intrinsic coupling modes in source-reconstructed electroencephalography. | Mehrkanoon S et al. | β | 2014 | β |
| Local and remote effects of transcranial direct current stimulation on the electrical activity of the motor cortical network. | Notturno F et al. | β | 2014 | β |
| Low-dimensional dynamics of resting-state cortical activity. | Mehrkanoon S et al. | β | 2014 | β |
| Magnetoencephalographic alpha band connectivity reveals differential default mode network interactions during focused attention and open monitoring meditation. | Marzetti L et al. | β | 2014 | β |
| Magnetoencephalography in the study of brain dynamics. | Pizzella V et al. | β | 2014 | β |
| Measuring temporal, spectral and spatial changes in electrophysiological brain network connectivity. | Brookes MJ et al. | β | 2014 | β |
| Measuring time-varying information flow in scalp EEG signals: orthogonalized partial directed coherence. | Omidvarnia A et al. | β | 2014 | β |
| Mechanisms of zero-lag synchronization in cortical motifs. | Gollo LL et al. | β | 2014 | β |
| MNE software for processing MEG and EEG data. | Gramfort A et al. | β | 2014 | β |
| Modification of EEG power spectra and EEG connectivity in autobiographical memory: a sLORETA study. | Imperatori C et al. | β | 2014 | β |
| Modulation of central thalamic oscillations during emotional-cognitive processing in chronic disorder of consciousness. | Wojtecki L et al. | β | 2014 | β |
| Optimising beamformer regions of interest analysis. | Oswal A et al. | β | 2014 | β |
| Prefrontal-posterior coupling while observing the suffering of other people, and the development of intrusive memories. | Reiser EM et al. | β | 2014 | β |
| Prestimulus oscillatory power and connectivity patterns predispose conscious somatosensory perception. | Weisz N et al. | β | 2014 | β |
| Processing graded feedback: electrophysiological correlates of learning from small and large errors. | Luft CD et al. | β | 2014 | β |
| Quantification of the effects of volume conduction on the EEG/MEG connectivity estimates: an index of sensitivity to brain interactions. | Khadem A et al. | β | 2014 | β |
| Questioning the dichotomy between vegetative state and minimally conscious state: a review of the statistical evidence. | Liberati G et al. | β | 2014 | β |
| Regional functional connectivity predicts distinct cognitive impairments in Alzheimer's disease spectrum. | Ranasinghe KG et al. | β | 2014 | β |
| Reproducibility of functional connectivity and graph measures based on the phase lag index (PLI) and weighted phase lag index (wPLI) derived from high resolution EEG. | Hardmeier M et al. | β | 2014 | β |
| Selective modulation of interhemispheric functional connectivity by HD-tACS shapes perception. | Helfrich RF et al. | β | 2014 | β |
| Sleep deprivation leads to a loss of functional connectivity in frontal brain regions. | Verweij IM et al. | β | 2014 | β |
| sLORETA intracortical lagged coherence during breath counting in meditation-naΓ―ve participants. | Milz P et al. | β | 2014 | β |
| Small-world characteristics of EEG patterns in post-anoxic encephalopathy. | Beudel M et al. | β | 2014 | β |
| Sparse weightings for collapsing inverse solutions to cortical parcellations optimize M/EEG source reconstruction accuracy. | Korhonen O et al. | β | 2014 | β |
| Standing waves as an explanation for generic stationary correlation patterns in noninvasive EEG of focal onset seizures. | MΓΌller MF et al. | β | 2014 | β |
| Synchronisation signatures in the listening brain: a perspective from non-invasive neuroelectrophysiology. | Weisz N et al. | β | 2014 | β |
| The Connectome Visualization Utility: software for visualization of human brain networks. | LaPlante RA et al. | β | 2014 | β |
| The effect of linear mixing in the EEG on Hurst exponent estimation. | Blythe DA et al. | β | 2014 | β |
| The effects of automated artifact removal algorithms on electroencephalography-based Alzheimer's disease diagnosis. | Cassani R et al. | β | 2014 | β |
| The influence of spontaneous brain oscillations on apparent motion perception. | Sanders LL et al. | β | 2014 | β |
| The physiological plausibility of time-varying Granger-causal modeling: normalization and weighting by spectral power. | Plomp G et al. | β | 2014 | β |
| The relationship between MEG and fMRI. | Hall EL et al. | β | 2014 | β |
| Third order spectral analysis robust to mixing artifacts for mapping cross-frequency interactions in EEG/MEG. | Chella F et al. | β | 2014 | β |
| Time domain measures of inter-channel EEG correlations: a comparison of linear, nonparametric and nonlinear measures. | Bonita JD et al. | β | 2014 | β |
| Toward a brain functional connectivity mapping modality by simultaneous imaging of coherent brainwaves. | Kim K et al. | β | 2014 | β |
| Understanding bimanual coordination across small time scales from an electrophysiological perspective. | Rueda-Delgado LM et al. | β | 2014 | β |
| Using phase shift Granger causality to measure directed connectivity in EEG recordings. | Marshall WJ et al. | β | 2014 | β |
| Wedge MUSIC: a novel approach to examine experimental differences of brain source connectivity patterns from EEG/MEG data. | Ewald A et al. | β | 2014 | β |
| Adding dynamics to the Human Connectome Project with MEG. | Larson-Prior LJ et al. | β | 2013 | β |
| A direct relationship between oscillatory subthalamic nucleus-cortex coupling and rest tremor in Parkinson's disease. | Hirschmann J et al. | β | 2013 | β |
| A Graph theoretical approach to study the organization of the cortical networks during different mathematical tasks. | Klados MA et al. | β | 2013 | β |
| Alpha- and theta-range cortical synchronization and corticomuscular coherence during joystick manipulation in a virtual navigation task. | Hori S et al. | β | 2013 | β |
| Altered oscillation and synchronization of default-mode network activity in mild Alzheimer's disease compared to mild cognitive impairment: an electrophysiological study. | Hsiao FJ et al. | β | 2013 | β |
| Autism traits in individuals with agenesis of the corpus callosum. | Lau YC et al. | β | 2013 | β |
| Complex-value coherence mapping reveals novel abnormal resting-state functional connectivity networks in task-specific focal hand dystonia. | Hinkley LB et al. | β | 2013 | β |
| Delta-mediated cross-frequency coupling organizes oscillatory activity across the rat cortico-basal ganglia network. | LΓ³pez-AzcΓ‘rate J et al. | β | 2013 | β |
| Developmental changes of functional and directed resting-state connectivities associated with neuronal oscillations in EEG. | Michels L et al. | β | 2013 | β |
| Disturbed resting functional inter-hemispherical connectivity of the ventral attentional network in alpha band is associated with unilateral spatial neglect. | Sasaki T et al. | β | 2013 | β |
| Dynamic correlations between heart and brain rhythm during Autogenic meditation. | Kim DK et al. | β | 2013 | β |
| Dysfunctional cortical connectivity during the auditory oddball task in patients with schizophrenia. | Fujimoto T et al. | β | 2013 | β |
| Frequency specific interactions of MEG resting state activity within and across brain networks as revealed by the multivariate interaction measure. | Marzetti L et al. | β | 2013 | β |
| Functional and effective connectivity in subthalamic local field potential recordings of patients with Parkinson's disease. | Hohlefeld FU et al. | β | 2013 | β |
| HERMES: towards an integrated toolbox to characterize functional and effective brain connectivity. | Niso G et al. | β | 2013 | β |
| Implementation of a beam forming technique in real-time magnetoencephalography. | Ora H et al. | β | 2013 | β |
| Intrinsic coupling modes: multiscale interactions in ongoing brain activity. | Engel AK et al. | β | 2013 | β |
| MEG and EEG data analysis with MNE-Python. | Gramfort A et al. | β | 2013 | β |
| Multiscale topological properties of functional brain networks during motor imagery after stroke. | De Vico Fallani F et al. | β | 2013 | β |
| Network mechanisms of responsiveness to continuous theta-burst stimulation. | Rizk S et al. | β | 2013 | β |
| Node accessibility in cortical networks during motor tasks. | Chavez M et al. | β | 2013 | β |
| Optimal spatial filtering for brain oscillatory activity using the Relevance Vector Machine. | Belardinelli P et al. | β | 2013 | β |
| Reconstructing coherent networks from electroencephalography and magnetoencephalography with reduced contamination from volume conduction or magnetic field spread. | Drakesmith M et al. | β | 2013 | β |
| Resting state magnetoencephalography functional connectivity in traumatic brain injury. | Tarapore PE et al. | β | 2013 | β |
| Single-trial connectivity estimation for classification of motor imagery data. | Billinger M et al. | β | 2013 | β |
| Spatiotemporal dynamics of high-gamma activities during a 3-stimulus visual oddball task. | Akimoto Y et al. | β | 2013 | β |
| The contribution of electrophysiology to functional connectivity mapping. | SchΓΆlvinck ML et al. | β | 2013 | β |
| The effects of music on brain functional networks: a network analysis. | Wu J et al. | β | 2013 | β |
| The imaginary part of coherency in autism: differences in cortical functional connectivity in preschool children. | GarcΓa DomΓnguez L et al. | β | 2013 | β |
| The Virtual Brain: a simulator of primate brain network dynamics. | Sanz Leon P et al. | β | 2013 | β |
| Time-varying inter-hemispheric coherence during corpus callosotomy. | Okumura E et al. | β | 2013 | β |
| To perceive or not perceive: the role of gamma-band activity in signaling object percepts. | Castelhano J et al. | β | 2013 | β |