• DocumentCode
    2474243
  • Title

    Probing cortical excitability using cross-frequency coupling in intracranial EEG recordings: A new method for seizure prediction

  • Author

    Alvarado-Rojas, C. ; Valderrama, M. ; Witon, A. ; Navarro, V. ; Van Quyen, M.L.

  • Author_Institution
    CRICM, Paris, France
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    1632
  • Lastpage
    1635
  • Abstract
    The need of a reliable seizure prediction is motivated by the 50 million people in the world suffering from epilepsy, of whom 30% have no control on seizures with current pharmacological treatments. Seizure prediction research holds great promise for such patients, since an effective algorithm will enable the development of a closed-loop system that intervenes before the clinical onset of a seizure. As a step toward practical implementation of this technology, we present a new method based on a measure of brain excitability identified by couplings between low-frequency phases and high-frequency amplitudes of brain oscillations. The proposed method was applied to long-term intracranial recordings of 20 patients with partial epilepsy, for a total of 267 seizures and more than 3400-hour-long interictal activities. We found that our predictor was in 50% of cases better than chance, with an average sensitivity of 98.9% and false prediction rate of 1.84/hour. From these observations, we concluded that our method enables a new quantitative way to identify preictal states with a high risk of seizure generation.
  • Keywords
    closed loop systems; electroencephalography; medical disorders; oscillations; brain oscillations; closed-loop system; cortical excitability; cross-frequency coupling; high- frequency amplitudes; intracranial EEG recording; pharmacological treatments; preictal states; seizure prediction; time 3400 hr; Couplings; Electrodes; Electroencephalography; Epilepsy; Frequency estimation; Oscillators; Sensitivity; Algorithms; Diagnosis, Computer-Assisted; Electroencephalography; Humans; Reproducibility of Results; Seizures; Sensitivity and Specificity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6090471
  • Filename
    6090471