• DocumentCode
    1180666
  • Title

    Detection of seizure precursors from depth-EEG using a sign periodogram transform

  • Author

    Niederhauser, Joël J. ; Esteller, Rosana ; Echauz, Javier ; Vachtsevanos, George ; Litt, Brian

  • Author_Institution
    Dept. of Electr. Eng., Swiss Fed. Inst. of Technol., Zurich, Switzerland
  • Volume
    50
  • Issue
    4
  • fYear
    2003
  • fDate
    4/1/2003 12:00:00 AM
  • Firstpage
    449
  • Lastpage
    458
  • Abstract
    Brief bursts of focal, low amplitude rhythmic activity have been observed on depth electroencephalogram (EEG) in the minutes before electrographic onset of seizures in human mesial temporal lobe epilepsy. We have found these periods to contain discrete, individualized synchronized activity in patient-specific frequency bands ranging from 20 to 40 Hz. We present a method for detecting and displaying these events using a periodogram of the sign-limited temporal derivative of the EEG signal, denoted joint sign periodogram event characterization transform (JSPECT). When applied to continuous 2-6 day depth-EEG recordings from ten patients with temporal lobe epilepsy, JSPECT demonstrated that these patient-specific EEG events reliably occurred 5-80 s prior to electrical onset of seizures in five patients with focal, unilateral seizure onsets. JSPECT did not reveal this type of activity prior to seizures in five other patients with bilateral, extratemporal or more diffuse seizure onsets on EEG. Patient-specific, localized rhythmic events may play an important role in seizure generation in temporal lobe epilepsy. The JSPECT method efficiently detects these events, and may be useful as part of an automated system for predicting electrical seizure onset in appropriate patients.
  • Keywords
    diseases; electroencephalography; feature extraction; medical signal detection; medical signal processing; patient monitoring; 20 to 40 Hz; JSPECT; automated system; bilateral seizure onsets; depth electroencephalogram; depth-EEG; discrete individualized synchronized activity; electrographic seizure onset; extratemporal seizure onsets; focal low amplitude rhythmic activity brief bursts; focal unilateral seizure onsets; human mesial temporal lobe epilepsy; joint sign periodogram event characterization transform; localized rhythmic events; more diffuse seizure onsets; patient-specific EEG events; patient-specific frequency bands; seizure generation; seizure precursor detection; sign periodogram transform; sign-limited temporal derivative; temporal lobe epilepsy; Cutoff frequency; Data visualization; Detectors; Discrete transforms; Electroencephalography; Epilepsy; Event detection; Frequency synchronization; Humans; Temporal lobe; Algorithms; Brain; Brain Mapping; Diagnosis, Computer-Assisted; Electroencephalography; Epilepsy, Temporal Lobe; Humans; Models, Neurological; Periodicity; Predictive Value of Tests; Signal Processing, Computer-Assisted;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2003.809497
  • Filename
    1193778