Automated Seizure Onset Zone Approximation Based on Nonharmonic High-Frequency Oscillations in Human Interictal Intracranial EEGs.
Int J Neural Syst
; 25(5): 1550015, 2015 Aug.
Article
en En
| MEDLINE
| ID: mdl-25986751
ABSTRACT
A novel automated algorithm is proposed to approximate the seizure onset zone (SOZ), while providing reproducible output. The SOZ, a surrogate marker for the epileptogenic zone (EZ), was approximated from intracranial electroencephalograms (iEEG) of nine people with temporal lobe epilepsy (TLE), using three methods:
(1) Total ripple length (TRL) Manually segmented high-frequency oscillations, (2) Rippleness (R) Area under the curve (AUC) of the autocorrelation functions envelope, and (3) Autoregressive model residual variation (ARR, novel algorithm) Time-variation of residuals from autoregressive models of iEEG windows. TRL, R, and ARR results were compared in terms of separability, using Kolmogorov-Smirnov tests, and performance, using receiver operating characteristic (ROC) curves, to the gold standard for SOZ delineation visual observation of ictal video-iEEGs. TRL, R, and ARR can distinguish signals from iEEG channels located within the SOZ from those outside it (p < 0.01). The ROC AUC was 0.82 for ARR, while it was 0.79 for TRL, and 0.64 for R. ARR outperforms TRL and R, and may be applied to identify channels in the SOZ automatically in interictal iEEGs of people with TLE. ARR, interpreted as evidence for nonharmonicity of high-frequency EEG components, could provide a new way to delineate the EZ, thus contributing to presurgical workup.Palabras clave
Texto completo:
1
Colección:
01-internacional
Asunto principal:
Convulsiones
/
Encéfalo
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Reconocimiento de Normas Patrones Automatizadas
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Epilepsia del Lóbulo Temporal
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Electrocorticografía
Tipo de estudio:
Diagnostic_studies
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Prognostic_studies
Límite:
Adolescent
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Adult
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Female
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Humans
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Male
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Middle aged
Idioma:
En
Revista:
Int J Neural Syst
Asunto de la revista:
ENGENHARIA BIOMEDICA
/
INFORMATICA MEDICA
Año:
2015
Tipo del documento:
Article
País de afiliación:
Países Bajos