Efficient unsupervised algorithms for the detection of seizures in continuous EEG recordings from rats after brain injury

Journal of Neuroscience Methods

Volumn 152, Issue 1-2, 2006, Pages 255-266

  White, Andrew M ^a   Williams, Philip A ^b   Ferraro, Damien J ^b   Clark, Suzanne ^b   Kadam, Shilpa D ^b   Dudek, F Edward ^b   Staley, Kevin J ^a  

^a UNIVERSITY OF COLORADO   (United States)

^b Department of Environmental and Radiological Health Sciences   (United States)

Author keywords

Animal models; Computer processing; EEG; Epilepsy; Epileptogenesis; Kainate; Radiotelemetry; Seizure detection

Indexed keywords

ALGORITHM; AMPLITUDE MODULATION; ANALYTIC METHOD; ANIMAL EXPERIMENT; ANIMAL MODEL; ARTICLE; BRAIN INJURY; BRAIN ISCHEMIA; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; EPILEPSY; FALSE NEGATIVE RESULT; FALSE POSITIVE RESULT; HYPOXIA; INFORMATION PROCESSING; INTERMETHOD COMPARISON; NONHUMAN; PRIORITY JOURNAL; RAT; SEIZURE; SENSITIVITY ANALYSIS; SPIKE WAVE;

ALGORITHMS; ANIMALS; ARTIFACTS; BRAIN INJURIES; ELECTROENCEPHALOGRAPHY; HIPPOCAMPUS; KAINIC ACID; MODELS, STATISTICAL; PREDICTIVE VALUE OF TESTS; RATS; SEIZURES; TELEMETRY;

EID: 33644759325     PISSN: 01650270     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jneumeth.2005.09.014     Document Type: Article

References (40)

1. Y. Ben-Ari, J. Lagowska, E. Tremblay, and G. Le Gal La Salle A new model of focal status epilepticus: intra-amygdaloid application of kainic acid elicits repetitive secondarily generalized convulsive seizures Brain Res 163 1 1979 176 179
2. A. Bragin, J. Engel Jr., C.L. Wilson, E. Vizentin, and G.W. Mathern Electrophysiologic analysis of a chronic seizure model after unilateral hippocampal KA injection Epilepsia 40 9 1999 1210 1221
3. D. Clarencon, M. Renaudin, P. Gourmelon, A. Kerckhoeve, R. Caterini, and E. Boivin Real-time spike detection in EEG signals using the wavelet transform and a dedicated digital signal processor card J Neurosci Meth 70 1 1996 5 14
4. M. Dumpelmann, and C.E. Elger Visual and automatic investigation of epileptiform spikes in intracranial EEG recordings Epilepsia 40 3 1999 275 285
5. D. Flanagan, R. Agarwal, Y.H. Wang, and J. Gotman Improvement in the performance of automated spike detection using dipole source features for artifact rejection Clin Neurophysiol 114 2003 38 49
6. W.J. Freeman, M.D. Holmes, B.C. Burke, and S. Vanhatalo Spatial spectra of scalp EEG and EMG from awake humans Clin Neurophysiol 114 6 2003 1053 1068
7. A.J. Gabor Seizure detection using a self-organizing neural network: validation and comparison with other detection strategies Electroencephalogr Clin Neurophysiol 107 1998 27 32
8. A.J. Gabor, R.R. Leach, and F.U. Dowla Automated seizure detection using a self-organizing neural network Electroencephalogr Clin Neurophysiol 99 1996 257 266
9. J. Gotman Seizure recognition and analysis Electroencephalogr Clin Neurophysiol Suppl 37 1985 133 145
10. J. Gotman Automatic seizure detection: improvements and evaluation Electroencephalogr Clin Neurophysiol 76 1990 317 324
11. J. Gotman Automatic detection of seizures and spikes J Clin Neurophysiol 16 2 1999 130 140
12. J. Gotman, and L.Y. Wang State-dependent spike detection: concepts and preliminary results Electroencephalogr Clin Neurophysiol 79 1991 11 19
13. J. Gotman, and L.Y. Wang State dependent spike detection Electroencephalogr Clin Neurophysiol 83 1992 12 18
14. J.L. Hellier, P.R. Patrylo, P.S. Buckmaster, and F.E. Dudek Recurrent spontaneous motor seizures after repeated low-dose systemic treatment with kainate: assessment of a rat model of temporal lobe epilepsy Epilepsy Res 31 1 1998 73 84
15. C.J. James, R.D. Jones, P.J. Bones, and G.J. Carroll Detection of epileptiform discharges in the EEG by a hybrid system comprising mimetic, self-organized artificial neural network, and fuzzy logic stages Clin Neurophysiol 110 1999 2049 2063
16. H. Jing, and M. Takigawa Comparison of human ictal interictal and normal non-linear component analyses Clin Neurophysiol 111 2000 1282 1292
17. Y.U. Khan, and J. Gotman Wavelet based automatic seizure detection in intracerebral electroencephalogram Clin Neurophysiol 114 2003 898 908
18. C.W. Ko, and H.W. Chung Automatic spike detection via an artificial neural network using raw EEG data: effects of data preparation and implications in the limitations of online recognition Clin Neurophysiol 111 2000 477 481
19. K. Kobayashi, T. Akiyama, T. Nakahori, H. Yoshinaga, and J. Gotman Systematic source estimation of spikes by a combination of independent component analysis and rap-music. I. Principles and simulation study Clin Neurophysiol 113 2002 713 724
20. K. Kobayashi, C.J. James, T. Nakahori, T. Akiyama, and J. Gotman Isolation of epileptiform discharges from unaveraged EEG by independent component analysis Clin Neurophysiol 110 1999 1755 1763
21. K. Kobayashi, I. Merlet, and J. Gotman Separation of spikes from background by independent component analysis with dipole modeling and comparison to intracranial recording Clin Neurophysiol 112 2001 405 413
22. S.J. Korn, J.L. Giacchino, N.L. Chamberlin, and R. Dingledine Epileptiform burst activity induced by potassium in the hippocampus and it regulation by GABA-mediated inhibition J Neurophysiol 57 1 1987 325 340
23. K. Lehnertz Non-linear time series analysis of intracranial EEG recordings in patients with epilepsy - an overview Int J Psychophysiol 34 1999 45 52
24. D. Li, W. Zhou, I. Drury, R. Savit, and Non-linear Non-invasive method for seizure anticipation in focal epilepsy Math Biosci 186 2003 63 77
25. B. Litt, and J. Echauz Prediction of epileptic seizures Lancet Neurol 1 2002 22 30
26. E.W. Lothman, and EH. Bertram IIIrd. Epileptogenic effects of status epilepticus Epilepsia 34 Suppl 1 1993 S59 S70
27. P. Matthis, D. Scheffner, and C. Benninger Spectral analysis of the EEG: comparison of various spectral parameters Electroecephalogr Clin Neurophysiol 52 2 1981 218 221
28. J.V. Nadler, B.W. Perry, and C.W. Cotman Intraventricular kainic acid preferentially destroys hippocampal pyramidal cells Nature 271 5646 1978 676 677 Feb 16
29. V. Navarro, J. Martinerie, M. Le Van Quyen, S. Clemenceau, C. Adam, and M. Baulac Seizure anticipation in human neocortical partial epilepsy Brain 125 2002 640 655
30. R.J. Racine Modification of seizure activity by electrical stimulation. II. Motor seizure Electroenceph Clin Neurophysiol 32 1972 281 294
31. J.E. Rice, R.C. Vannucci, and J.B. Brieriey The influence of immaturity on hypoxic-ischemic brain damage in rat Ann Neurol 9 1981 131 141
32. J.P. Stables, E.H. Bertram, F.E. Dudek, G. Holmes, G. Mathern, and A. Pitkanen Therapy discovery for pharmacoresistant epilepsy and for disease-modifying therapeutic: summary of the NIH/NINDS/AES models II workshop Epilepsia 44 12 2003 1472 1478
33. J.P. Stables, E.H. Bertram, H.S. White, D.A. Coulter, M.A. Dichter, and M.P. Jacobs Models for epilepsy and epileptogenesis: report from the NIH workshop, Bethesda, Maryland Epilepsia 43 11 2002 1410 1420
34. T.P. Sutula, J.C. Sackellares, J.Q. Miller, and F.E. Dreifuss Intensive monitoring in refractory epilepsy Neurology 31 3 1981 243 247
35. W.A. Turski, E.A. Cavalheiro, M. Schwarz, S.J. Czuczwar, Z. Kleinrok, and L. Turski Limbic seizures produced by pilocarpine in rats; behavioral, electroencephalographic and neuropathological study Behav Brain Res 9 3 1983 315 335
36. T.S. Walczak, R.A. Radtke, and D.V. Lewis Accuracy and interobserver reliability of scalp ictal EEG Neurology 42 12 1992 2279 2285
37. P.A. Williams, P. Dou, and F.E. Dudek Epilepsy and synaptic reorganization in a perinatal rat model of hypoxia-ischemia Epilepsia 45 10 2004 1210 1218
38. S.B. Wilson, R.N. Harner, F.H. Duffy, B.R. Tharp, M.R. Nuwer, and M.R. Sperling Spike detection i correlation and reliability of human experts Electroencephalogr Clin Neurophysiol 98 1996 186 198
39. S.B. Wilson, M.L. Scheuer, C. Plummer, B. Young, and S. Pacia Seizure detection: Correlation of human experts Clin Neurophysiol 114 2003 2156 2164
40. S.B. Wilson, C.A. Turner, R.G. Emerson, and M.L. Scheuer Spike detection II. Automatic perception-based detection and clustering Clin Neurophysiol 110 1999 401 411