doi:10.1016/S0167-2789(00)00087-7
Copyright © 2000 Elsevier Science B.V. All rights reserved.
Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients
Florian Mormann
,
, a, b, Klaus Lehnertza, Peter Davidb and Christian E. Elgera
a Clinic of Epileptology, University of Bonn, Sigmund-Freud-Strasse 25, 53105 Bonn, Germany
b Institute for Radiation and Nuclear Physics, University of Bonn, Nussallee 14-16, 53115 Bonn, Germany
Received 18 February 2000;
accepted 3 April 2000
Communicated by H. Müller-Krumbhaar
Available online 24 August 2000.
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Abstract
We apply the concept of phase synchronization of chaotic and/or noisy systems and the statistical distribution of the relative instantaneous phases to electroencephalograms (EEGs) recorded from patients with temporal lobe epilepsy. Using the mean phase coherence as a statistical measure for phase synchronization, we observe characteristic spatial and temporal shifts in synchronization that appear to be strongly related to pathological activity. In particular, we observe distinct differences in the degree of synchronization between recordings from seizure-free intervals and those before an impending seizure, indicating an altered state of brain dynamics prior to seizure activity.
Author Keywords: Hilbert transform; Mean phase coherence; Phase synchronization; Electroencephalogram; Epilepsy
PACS classification codes: 05.10.−a; 05.45.Tp; 05.45.Xt; 87.19.La
Fig. 2. Schematic view of intracranially implanted depth electrodes.
Fig. 3. Typical EEG segments (left) and corresponding normalized power spectra (right). Data were obtained from adjacent recording sites (cf. Fig. 2) during an interictal (no seizure activity), pre-ictal (minutes before an impending seizure), and ictal (during a seizure) state. Computation of the mean phase coherence R (cf. Eq. (8)) for these segments yielded 0.83, 0.37, and 0.94, respectively.
Fig. 4. Time-averaged phase coherence matrices extracted from an interictal recording (no seizure activity, patient No. 1 in Fig. 5). Each matrix reveals two areas of high synchronization (left-hand side: TL1–TL4 and TL5–TL10; right-hand side: TR1–TR3 and TR4–TR10). In ictal segments (seizure activity, not shown here), seizure activity for this patient was first discernible in TL7–TL9.
Fig. 5. Lateralization plots from interictal EEG recordings for 17 patients comparing left and right mean phase coherence averaged over space and time. Asterisk denotes false lateralization in the sense that the mean phase coherence is higher on the nonfocal side.
Fig. 6. Mean phase coherence calculated from interictal and peri-ictal EEG recordings (patient No. 2 in Fig. 5, channels TL1 and TL2) recorded on different days. Seizures are marked by vertical gray bars. Coherence values R>0.04 can be assumed to be statistically significant at a level of p=0.01 (Rayleigh test for uniformity, cf. [26]).
Fig. 7. Same as Fig. 6 but for patient No. 13 in Fig. 5 (channels TL7 and TL8).