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Detection of epileptic activity in fMRI without recording the EEG
- Publication Year :
- 2012
-
Abstract
- EEG-fMRI localizes epileptic foci by detecting cerebral hemodynamic changes that are correlated to epileptic events visible in EEG. However, scalp EEG is insensitive to activity restricted to deep structures and recording the EEG in the scanner is complex and results in major artifacts that are difficult to remove. This study presents a new framework for identifying the BOLD manifestations of epileptic discharges without having to record the EEG. The first stage is based on the detection of epileptic events for each voxel by sparse representation in the wavelet domain. The second stage is to gather voxels according to proximity in time and space of detected activities. This technique was evaluated on data generated by superposing artificial responses at different locations and responses amplitude in the brain for 6 control subject runs. The method was able to detect effectively and consistently for responses amplitude of at least 1% above baseline. 46 runs from 15 patients with focal epilepsy were investigated. The results demonstrate that the method detected at least one concordant event in 37/41 runs. The maps of activation obtained from our method were more similar to those obtained by EEG-fMRI than to those obtained by the other method used in this context, 2D-Temporal Cluster Analysis. For 5 runs without event read on scalp EEG, 3 runs showed an activation concordant with the patient's diagnostic. It may therefore be possible, at least when spikes are infrequent, to detect their BOLD manifestations without having to record the EEG.
- Subjects :
- Computer science
Cognitive Neuroscience
Context (language use)
Electroencephalography
EEG-fMRI
computer.software_genre
Sensitivity and Specificity
050105 experimental psychology
Article
Pattern Recognition, Automated
03 medical and health sciences
Epileptic discharge
Epilepsy
0302 clinical medicine
Wavelet
Functional neuroimaging
Voxel
Image Interpretation, Computer-Assisted
medicine
Humans
0501 psychology and cognitive sciences
Computer vision
medicine.diagnostic_test
business.industry
Functional Neuroimaging
05 social sciences
Brain
Reproducibility of Results
Pattern recognition
Sparse approximation
medicine.disease
Image Enhancement
Magnetic Resonance Imaging
Epileptic activity
Neurology
Cerebral hemodynamics
Artificial intelligence
business
Epileptic foci
computer
030217 neurology & neurosurgery
Algorithms
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....3e63cb47ff6ce8667829df77a7035d3f