Seizure prediction in patients with mesial temporal lobe epilepsy using EEG measures of state similarity

Clinical Neurophysiology

Volumn 124, Issue 9, 2013, Pages 1745-1754

  Gadhoumi, Kais ^a   Lina, Jean Marc ^b,c   Gotman, Jean ^a  

^a MCGILL UNIVERSITY   (Canada)

^b ÉCOLE DE TECHNOLOGIE SUPÉRIEURE   (Canada)

^c UNIVERSITÉ DE MONTRÉAL   (Canada)

Author keywords

Classification; Continuous wavelet transform; Discriminant analysis; Lines of local maxima; Seizure prediction; Statistical validation; Temporal lobe epilepsy; Wavelet energy and entropy

Indexed keywords

ADULT; ARTICLE; CLINICAL ARTICLE; DISEASE CLASSIFICATION; ELECTROENCEPHALOGRAM; EPILEPTIC STATE; FEMALE; HEMISPHERIC DOMINANCE; HUMAN; MALE; MESIAL TEMPORAL LOBE EPILEPSY; PREDICTION; PREDICTIVE VALUE; PRIORITY JOURNAL; REFERENCE VALUE; SEIZURE; SENSITIVITY ANALYSIS; TIME; VALIDATION STUDY;

CLASSIFICATION; CONTINUOUS WAVELET TRANSFORM; DISCRIMINANT ANALYSIS; LINES OF LOCAL MAXIMA; SEIZURE PREDICTION; STATISTICAL VALIDATION; TEMPORAL LOBE EPILEPSY; WAVELET ENERGY AND ENTROPY;

ADULT; DISCRIMINANT ANALYSIS; ELECTROENCEPHALOGRAPHY; EPILEPSY, TEMPORAL LOBE; FEMALE; HUMANS; MALE; MIDDLE AGED; PREDICTIVE VALUE OF TESTS; SEIZURES; SENSITIVITY AND SPECIFICITY; WAVELET ANALYSIS; YOUNG ADULT;

EID: 84881108714     PISSN: 13882457     EISSN: 18728952     Source Type: Journal    
DOI: 10.1016/j.clinph.2013.04.006     Document Type: Article

References (31)

1. Andrzejak R.G., Mormann F., Kreuz T., Rieke C., Kraskov A., Elger C.E., et al. Testing the null hypothesis of the nonexistence of a preseizure state. Phys Rev E 2003, 67:010901.
2. Andrzejak R.G., Chicharro D., Elger C.E., Mormann F. Seizure prediction: any better than chance?. Clin Neurophysiol 2009, 120:1465-1478.
3. Arthurs S., Zaveri H.P., Frei M.G., Osorio I. Patient and caregiver perspectives on seizure prediction. Epilepsy Behav 2010, 19:474-477.
4. Bower M.R., Stead M., Meyer F.B., Marsh W.R., Worrell G.A. Spatiotemporal neuronal correlates of seizure generation in focal epilepsy. Epilepsia 2012, 53:807-816.
5. Chaovalitwongse W., Iasemidis L.D., Pardalos P.M., Carney P.R., Shiau D.S., Sackellares J.C. Performance of a seizure warning algorithm based on the dynamics of intracranial EEG. Epilepsy Res 2005, 64:93-113.
6. D'Alessandro M., Vachtsevanos G., Esteller R., Echauz J., Cranstoun S., Worrell G., et al. A multi-feature and multi-channel univariate selection process for seizure prediction. Clin Neurophysiol 2005, 116:506-516.
7. DeGiorgio C.M., Murray D., Markovic D., Whitehurst T. Trigeminal nerve stimulation for epilepsy: long-term feasibility and efficacy. Neurology 2009, 72:936-938.
8. Fisher R., Salanova V., Witt T., Worth R., Henry T., Gross R., et al. Electrical stimulation of the anterior nucleus of thalamus for treatment of refractory epilepsy. Epilepsia 2010, 51:899-908.
9. Fisher R.S., Handforth A. Reassessment: vagus nerve stimulation for epilepsy: a report of the therapeutics and technology assessment subcommittee of the American academy of neurology. Neurology 1999, 53:666-669.
10. Gadhoumi K., Lina J.M., Gotman J. Discriminating preictal and interictal states in patients with temporal lobe epilepsy using wavelet analysis of intracerebral EEG. Clin Neurophysiol 2012, 123:1906-1916.
11. Gokcen I., Peng J. Comparing Linear Discriminant Analysis and Support Vector Machines. Editor 2002, 104-113. Springer Berlin/Heidelberg, Lecture Notes in Computer Science. T. Yakhno (Ed.).
12. Gomer B., Wagner K., Frings L., Saar J., Carius A., Harle M., et al. The influence of antiepileptic drugs on cognition: a comparison of levetiracetam with topiramate. Epilepsy Behav 2007, 10:486-494.
13. Kelly R.C., Smith M.A., Samonds J.M., Kohn A., Bonds A.B., Movshon J.A., et al. Comparison of recordings from microelectrode arrays and single electrodes in the visual cortex. J Neurosci 2007, 27:261-264.
14. Kreuz T., Andrzejak R.G., Mormann F., Kraskov A., Stogbauer H., Elger C.E., et al. Measure profile surrogates: a method to validate the performance of epileptic seizure prediction algorithms. Phys Rev E 2004, 69:061915.
15. Krieger D, Litt B. Seizure Prediction: Its Evolution and Therapeutic Potential. In: Shorvon S, Pedely T, editors. Blue Book of Neurology: the epilepsies 3: Philadelphia:Saunders; 2008.
16. Kuhlmann L., Freestone D., Lai A., Burkitt A.N., Fuller K., Grayden D.B., et al. Patient-specific bivariate-synchrony-based seizure prediction for short prediction horizons. Epilepsy Res 2010, 91:214-231.
17. Le Van Quyen M., Martinerie J., Navarro V., Boon P., D'Have M., Adam C. Anticipation of epileptic seizures from standard EEG recordings. Lancet 2001, 357:183-188.
18. Lilly J.M., Olhede S.C. On the analytic wavelet transform. IEEE T Inform Theory 2010, 57:4135-4156.
19. Maiwald T., Winterhalder M., Aschenbrenner-Scheibe R., Voss H.U., Schulze-Bonhage A., Timmer J. Comparison of three nonlinear seizure prediction methods by means of the seizure prediction characteristic. Physica D 2004, 194:357-368.
20. Mallat S., Hwang W.L. Singularity detection and processing with wavelets. IEEE T Inform Theory 1992, 38:617-643.
21. Martinerie J., Adam C., Le Van Quyen M., Baulac M., Clemenceau S., Renault B., et al. Epileptic seizures can be anticipated by non-linear analysis. Nat Med 1998, 4:1173-1176.
22. Mormann F., Kreuz T., Andrzejak R.G., David P., Lehnertz K., Elger C.E. Epileptic seizures are preceded by a decrease in synchronization. Epilepsy Res 2003, 53:173-185.
23. Mormann F., Andrzejak R.G., Elger C.E., Lehnertz K. Seizure prediction: the long and winding road. Brain 2007, 130:314-333.
24. Morrell M.J. Responsive cortical stimulation for the treatment of medically intractable partial epilepsy. Neurology 2011, 77:1295-1304.
25. Rothman S.M. Beyond Prediction - Focal Cooling and Optical Activation to Terminate Focal Seizures 2008, Wiley-VCH Verlag GmbH & Co. KGaA, Seizure Prediction in Epilepsy, p. 269-282.
26. Schelter B., Winterhalder M., Maiwald T., Brandt A., Schad A., Schulze-Bonhage A., et al. Testing statistical significance of multivariate time series analysis techniques for epileptic seizure prediction. Chaos 2006, 16:013108.
27. Schulze-Bonhage A., Kühn A. Unpredictability of Seizures and the Burden of Epilepsy 2008, Wiley-VCH Verlag GmbH & Co. KGaA, Seizure Prediction in Epilepsy, p. 1-10.
28. Snyder D.E., Echauz J., Grimes D.B., Litt B. The statistics of a practical seizure warning system. J Neural Eng 2008, 5:392-401.
29. Stead M., Bower M., Brinkmann B.H., Lee K., Marsh W.R., Meyer F.B., et al. Microseizures and the spatiotemporal scales of human partial epilepsy. Brain 2010, 133:2789-2797.
30. Thompson E.M., Wozniak S.E., Roberts C.M., Kao A., Anderson V.C., Selden N.R. Vagus nerve stimulation for partial and generalized epilepsy from infancy to adolescence. J Neurosurg Pediatr 2012, 10:200-205.
31. Winterhalder M., Maiwald T., Voss H.U., Aschenbrenner-Scheibe R., Timmer J., Schulze-Bonhage A. The seizure prediction characteristic: a general framework to assess and compare seizure prediction methods. Epilepsy Behav 2003, 4:318-325.