Early seizure detection

Kristin K. Jerger, Theoden I. Netoff, Joseph T. Francis, Timothy Sauer, Louis Pecora, Steven L. Weinstein, Steven J. Schiff

Research output: Contribution to journalReview article

114 Scopus citations

Abstract

For patients with medically intractable epilepsy, there have been few effective alternatives to resective surgery, a destructive, irreversible treatment. A strategy receiving increased attention is using interictal spike patterns and continuous EEG measurements from epileptic patients to predict and ultimately control seizure activity via chemical or electrical control systems. This work compares results of seven linear and nonlinear methods (analysis of power spectra, cross-correlation, principal components, phase, wavelets, correlation integral, and mutual prediction) in detecting the earliest dynamical changes preceding 12 intracranially-recorded seizures from 4 patients. A method of counting standard deviations was used to compare across methods, and the earliest departures from thresholds determined from non-seizure EEG were compared to a neurologist's judgement. For these data, the nonlinear methods offered no predictive advantage over the linear methods. All the methods described here were successful in detecting changes leading to a seizure between one and two minutes before the first changes noted by the neurologist, although analysis of phase correlation proved the most robust. The success of phase analysis may be due in part to its complete insensitivity to amplitude, which may provide a significant source of error.

Original languageEnglish (US)
Pages (from-to)259-268
Number of pages10
JournalJournal of Clinical Neurophysiology
Volume18
Issue number3
DOIs
StatePublished - Jan 1 2001

All Science Journal Classification (ASJC) codes

  • Physiology
  • Neurology
  • Clinical Neurology
  • Physiology (medical)

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    Jerger, K. K., Netoff, T. I., Francis, J. T., Sauer, T., Pecora, L., Weinstein, S. L., & Schiff, S. J. (2001). Early seizure detection. Journal of Clinical Neurophysiology, 18(3), 259-268. https://doi.org/10.1097/00004691-200105000-00005