Assessing seizure dynamics by analysing the correlation structure of multichannel intracranial EEG

Brain

Volumn 130, Issue 1, 2007, Pages 65-77

  Schindler, Kaspar ^a   Leung, Howan ^a   Elger, Christian E ^a   Lehnertz, Klaus ^a,b  

^a Klinik fur Epileptologie   (Germany)

^b UNIVERSITY OF BONN   (Germany)

Author keywords

Correlation structure; Eigenvalue spectrum; Intracranial EEG; Multivariate time series analysis; Seizure termination

Indexed keywords

ARTICLE; BRAIN REGION; CLINICAL ASSESSMENT; CONTROLLED STUDY; CORRELATION ANALYSIS; DISEASE COURSE; ELECTROENCEPHALOGRAPHY; FOCAL EPILEPSY; HUMAN; MAJOR CLINICAL STUDY; MULTIVARIATE ANALYSIS; PRIORITY JOURNAL; SEIZURE; STATISTICAL SIGNIFICANCE;

BRAIN; ELECTROENCEPHALOGRAPHY; EPILEPSIES, PARTIAL; HUMANS; RETROSPECTIVE STUDIES; SEIZURES; TIME FACTORS;

EID: 33845907132     PISSN: 00068950     EISSN: 14602156     Source Type: Journal    
DOI: 10.1093/brain/awl304     Document Type: Article

References (33)

1. Amzica F, Massimini M, Manfridi A. Spatial buffering during slow and paroxysmal sleep oscillations in cortical networks of glial cells in vivo. J Neurosci 2002; 22: 1042-53.
2. Bergey GK, Franaszczuk PJ. Epileptic seizures are characterized by changing signal complexity. Clin Neurophysiol 2001; 112: 241-9.
3. Bertram EH, Mangan PS, Zhang D, Scott CA, Williamson JM. The midline thalamus: alterations and a potential role in limbic epilepsy. Epilepsia 2001; 42: 967-78.
4. Blatt I, Peled R, Gadoth N, Lavie P. The value of sleep recording in evaluating somnambulism in young adults. Electroencephalogr Clin Neurophysiol 1991; 78: 407-12.
5. Franaszczuk PJ, Bergey GK. An autoregressive method for the measurement of synchronization of interictal and ictal EEG signals. Biol Cybern 1999; 81: 3-9.
6. Franaszczuk PJ, Bergey GK, Durka PJ, Eisenberg HM. Time-frequency analysis using the matching pursuit algorithm applied to seizures originating from the mesial temporal lobe. Electroencephalogr Clin Neurophysiol 1998; 106: 513-21.
7. Gibbs FA, Gibbs EL. Atlas of electroencephalography. Normal controls. Vol. 1. Cambridge, MA: Addison-Wesley; 1950.
8. Golomb D. Models of neuronal transient synchrony during propagation of activity through neocortical circuitry. J Neurophysiol 1998; 79: 1-12.
9. Guye M, Regis J, Tamura M, Wendling F, McGonigal A, Chauvel P, et al. The role of corticothalamic coupling in human temporal lobe epilepsy. Brain 2006; 129: 1917-28.
10. Jolliffe IT. Principal component analysis, 2nd edn. New York: Springer Series in Statistics; 2002.
11. Kwapien J, Drozdz S, Ioannides AA. Temporal correlations versus noise in the correlation matrix formalism: an example of the brain auditory response. Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Topics 2000; 62: 5557-64.
12. Logroscino G, Hesdorffer DC, Cascino G, Hauser WA, Coeytaux A, Galobardes B, et al. Mortality after a first episode of status epilepticus in the United States and Europe. Epilepsia 2005; 46 (Suppl 11): 46-8.
13. Mallat S, Zhang Z. Matching pursuits with time-frequency dictionaries. IEEE Trans Signal Process 1993; 41: 3397-415.
14. Meeren HK, Pijn JP, Van Luijtelaar EL, Coenen AM, Lopes da Silva FH. Cortical focus drives widespread corticothalamic networks during spontaneous absence seizures in rats. J Neurosci 2002; 22: 1480-95.
15. Milton J. Insights into seizure propagation from axonal conduction times. In: Milton J and Jung P, editors. Epilepsy as a dynamic disease. Berlin: Springer-Verlag; 2003. p. 15-23.
16. Morrell M. Brain stimulation for epilepsy: can scheduled or responsive neurostimulation stop seizures? Curr Opin Neurol 2006; 19: 164-8.
17. Müller M, Baier G, Galka A, Stephani U, Muhle H. Detection and characterization of changes of the correlation structure in multivariate time series. Phys Rev E Stat Nonlin Soft Matter Phys 2005; 71: 046116.
18. Neckelmann D, Amzica F, Steriade M. Spike-wave complexes and fast components of cortically generated seizures III. Synchronizing mechanisms. J Neurophysiol 1998; 80: 1480-94.
19. Netoff TI, Schiff SJ. Decreased neuronal synchronization during experimental seizures. J Neurosci 2002; 22: 7297-307.
20. Osorio I, Frei MG, Sunderam S, Giftakis J, Bhavaraju NC, Schaffner SF, et al. Automated seizure abatement in humans using electrical stimulation. Ann Neurol 2005; 57: 258-68.
21. Penfield W, Jasper H. Hypersynchrony. Epilepsy and the functional anatomy of the human brain. Boston: Little, Brown and Company, 1954. p. 193-4.
22. Pijn JP, Van Neerven J, Noest A, Lopes da Silva FH. Chaos or noise in EEG signals; dependence on state and brain site. Electroencephalogr Clin Neurophysiol 1991; 79: 371-81.
23. Salami M, Itami C, Tsumoto T, Kimura F. Change of conduction velocity by regional myelination yields constant latency irrespective of distance between thalamus and cortex. Proc Natl Acad Sci USA 2003; 100: 6174-9.
24. Schiff SJ, Colella D, Jacyna GM, Hughes E, Creekmore JW, Marshall A, et al. Brain chirps: spectrographic signatures of epileptic seizures. Clin Neurophysiol 2000; 111: 953-8.
25. Schiff SJ, Sauer T, Kumar R, Weinstein SL. Neuronal spatiotemporal pattern discrimination: the dynamical evolution of seizures. Neuroimage 2005; 28: 1043-55.
26. Schindler K, Wiest R, Kollar M, Donati F. Using simulated neuronal cell models for detection of epileptic seizures in foramen ovale and scalp EEG. Clin Neurophysiol 2001; 112: 1006-17.
27. Seba P. Random matrix analysis of human EEG data. Phys Rev Lett 2003; 91: 198104.
28. Tian GF, Azmi H, Takano T, Xu Q, Peng W, Lin J, et al. An astrocytic basis of epilepsy. Nat Med 2005; 11: 973-81.
29. Timofeev I, Steriade M. Neocortical seizures: initiation, development and cessation. Neuroscience 2004; 123: 299-336.
30. Topolnik L, Steriade M, Timofeev I. Partial cortical deafferentation promotes development of paroxysmal activity. Cereb Cortex 2003; 13: 883-93.
31. Wendling F, Bartolomei F, Bellanger JJ, Bourien J, Chauvel P. Epileptic fast intracerebral EEG activity: evidence for spatial decorrelation at seizure onset. Brain 2003; 126: 1449-59.
32. Wendling F, Bellanger JJ, Badier JM, Coatrieux JL. Extraction of spatio-temporal signatures from depth EEG seizure signals based on objective matching in warped vectorial observations. IEEE Trans Biomed Eng 1996; 43: 990-1000.
33. Wu L, Gotman J. Segmentation and classification of EEG during epileptic seizures. Electroencephalogr Clin Neurophysiol 1998; 106: 344-56.