Epileptogenic Source Imaging Using Cross-Frequency Coupled Signals From Scalp EEG

被引:23
|
作者
Li, Chunsheng [1 ,2 ]
Jacobs, Daniel [1 ]
Hilton, Trevor [1 ]
del Campo, Martin [3 ]
Chinvarun, Yotin [4 ,5 ]
Carlen, Peter L. [1 ,3 ,6 ]
Bardakjian, Berj L. [1 ,7 ]
机构
[1] Univ Toronto, Inst Biomat & Biomed Engn, Toronto, ON M5S 3G4, Canada
[2] Shenyang Univ Technol, Sch Elect Engn, Shenyang, Liaoning, Peoples R China
[3] Toronto Western Hosp, Dept Med Neurol, Toronto, ON, Canada
[4] Phramongkutklao Hosp, Comprehens Epilepsy Program & Neurol Unit, Bangkok, Thailand
[5] Phramongkutklao Hosp, Neurol Unit, Bangkok, Thailand
[6] Univ Hlth Network, Krembil Res Inst, Toronto, ON, Canada
[7] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
基金
加拿大健康研究院; 加拿大自然科学与工程研究理事会;
关键词
Artifactual immunity; cross-frequency coupling; epilepsy; EEG source imaging (ESI); modulation index (MI); INDEPENDENT COMPONENT ANALYSIS; TEMPORAL-LOBE EPILEPSY; BRAIN ACTIVITY; NEURONAL OSCILLATIONS; PEDIATRIC EPILEPSY; EMG CONTAMINATION; SEIZURE FREEDOM; FOCAL EPILEPSY; FAST RIPPLES; LOCALIZATION;
D O I
10.1109/TBME.2016.2613936
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective: The epileptogenic zone (EZ) is a brain region containing the sources of seizure genesis. Removal of the EZ is associated with cessation of seizures after resective surgical procedures, as measured by Engel Class I score. This study describes a novel EEG (electroencephalography) source imaging (ESI) method which uses cross-frequency coupled potential signals (SCFC) derived from scalp EEG. Methods: Scalp EEG were recorded from ten patients (20 seizures) suffering from epilepsy. The SCFC were constructed from the phase and amplitude of the lower and higher frequency rhythms at electrographic seizure onset. ESI was then performed using the SCFC. Validation of the technique was facilitated by forward and inverse computer modeling of known cortical sources, and the correspondence of the ESI with EZ in resected regions of patients. Results: For ten seizures sampled at or above 500 Hz from four patients, all estimated sources lay within the resected region, emphasizing the clinical importance of higher sampling rates. The SCFC demonstrated significant advantages over the "raw" scalp EEG, indicating its robust noise performance. Modeling investigations indicated that a signal-to-noise ratio above 0.2 was sufficient to achieve successful localization regarding EMG artifacts. Conclusion: The association of the estimated sources to the EZ suggests that cross-frequency coupling is a feature of the brain's neural networks, not of artifactual activity. The SCFC can effectively extract brain signals from a noisy background. Significance: We propose this approach to enhance the placement of intracranial electrode for surgical intervention.
引用
收藏
页码:2607 / 2618
页数:12
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