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
Link To Document :
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