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Automatic ictal onset source localization in presurgical epilepsy evaluation
Authors:Johannes Koren  Gerhard Gritsch  Susanne Pirker  Johannes Herta  Hannes Perko  Tilmann Kluge  Christoph Baumgartner
Affiliation:1. Karl Landsteiner Institute for Clinical Epilepsy Research and Cognitive Neurology, Neurological Department, General Hospital Hietzing with Neurological Center Rosenhügel, Vienna, Austria;2. Department of Neurosurgery, Medical University of Vienna, Vienna, Austria;3. Austrian Institute of Technology GmbH (AIT), Safety & Security Department, Vienna, Austria;4. Department of Epileptology and Clinical Neurophysiology, Sigmund Freud University, Vienna, Austria
Abstract:

Objective

To test the diagnostic accuracy of a new automatic algorithm for ictal onset source localization (IOSL) during routine presurgical epilepsy evaluation following STARD (Standards for Reporting of Diagnostic Accuracy) criteria.

Methods

We included 28 consecutive patients with refractory focal epilepsy (25 patients with temporal lobe epilepsy (TLE) and 3 with extratemporal epilepsy) who underwent resective epilepsy surgery. Ictal EEG patterns were analyzed with a novel automatic IOSL algorithm. IOSL source localizations on a sublobar level were validated by comparison with actual resection sites and seizure free outcome 2?years after surgery.

Results

Sensitivity of IOSL was 92.3% (TLE: 92.3%); specificity 60% (TLE: 50%); positive predictive value 66.7% (TLE: 66.7%); and negative predictive value 90% (TLE: 85.7%). The likelihood ratio was more than ten times higher for concordant IOSL results as compared to discordant results (p?=?0.013).

Conclusions

We demonstrated the clinical feasibility of our IOSL approach yielding reasonable high performance measures on a sublobar level.

Significance

Our IOSL method may contribute to a correct localization of the seizure onset zone in temporal lobe epilepsy and can readily be used in standard epilepsy monitoring settings. Further studies are needed for validation in extratemporal epilepsy.
Keywords:Ictal  Source localization  Electric source imaging  EpiSource  Epilepsy surgery  amTLR  anteromesial temporal lobe resection  ESI  electrical source imaging  IOSL  ictal onset source localization  LAURA  local autoregressive average  LORETA  low resolution electromagnetic tomography  MRI  magnetic resonance imaging  MUSIC  multiple signal classification  sAHE  selective amygdala-hippocampectomy  sLORETA  standardized low resolution electromagnetic tomography  SMAC  spherical model with anatomical constraints  SNR  signal-to-noise ratio,  SOZ  seizure onset zone  SPECT  single-photon emission computed tomography  TLE  temporal lobe epilepsy  mTLE  mesial temporal lobe epilepsy  TLR  temporal lobe resection  vEEG  video electroencephalography
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