Texture analysis and morphological processing of magnetic resonance imaging assist detection of focal cortical dysplasia in extra-temporal partial epilepsy

In many patients, focal cortical dysplasia (FCD) is characterized by minor structural changes that may go unrecognized by standard radiological analysis. To increase the sensitivity of magnetic resonance imaging (MRI) for the detection of subtle lesions of FCD, we developed voxel‐based image postpro...

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Veröffentlicht in:Annals of neurology 2001-06, Vol.49 (6), p.770-775
Hauptverfasser: Bernasconi, Andrea, Antel, Samson B., Collins, Donald L., Bernasconi, Neda, Olivier, Andre, Dubeau, François, Pike, Gilbert B., Andermann, Frederick, Arnold, Douglas L.
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container_end_page 775
container_issue 6
container_start_page 770
container_title Annals of neurology
container_volume 49
creator Bernasconi, Andrea
Antel, Samson B.
Collins, Donald L.
Bernasconi, Neda
Olivier, Andre
Dubeau, François
Pike, Gilbert B.
Andermann, Frederick
Arnold, Douglas L.
description In many patients, focal cortical dysplasia (FCD) is characterized by minor structural changes that may go unrecognized by standard radiological analysis. To increase the sensitivity of magnetic resonance imaging (MRI) for the detection of subtle lesions of FCD, we developed voxel‐based image postprocessing methods, including first‐order texture analysis and morphological processing modeled on known MRI features of FCD. We selected 16 patients with histologically proven FCD. Image processing features were calculated over a neighborhood for each voxel in the three‐dimensional T1‐weighted MRI. Three feature maps were generated: (1) gray matter thickness map to model cortical thickening, (2) gradient map to model blurring of the gray matter–white matter junction, and (3) relative intensity map to model the hyperintense signal within the lesion. Two observers detected lesions on conventional MRI in 8/16 and on ratio maps in 14/16 patients. Sensitivity was 87.5% (14/16) for the ratio maps compared to 50% (8/16) for MRI (p < 0.003). Specificity was 95% (19/20) for ratio maps and 100% (20/20) for MRIs. Cohen's kappa was 0.53 for MRIs, indicating moderate agreement, and 0.83 for ratio maps, indicating strong agreement beyond chance between the 2 observers. The image‐processing methods developed in this study improve visual detection of FCD, even in cases where no lesion is obvious on MRI. These techniques could increase the number of patients with partial epilepsy who could benefit from surgery.
doi_str_mv 10.1002/ana.1013
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subjects Biological and medical sciences
Cell Movement
Cerebral Cortex - pathology
Chi-Square Distribution
Epilepsy, Frontal Lobe - diagnosis
Epilepsy, Frontal Lobe - pathology
Epilepsy, Frontal Lobe - physiopathology
Headache. Facial pains. Syncopes. Epilepsia. Intracranial hypertension. Brain oedema. Cerebral palsy
Humans
Magnetic Resonance Imaging
Medical sciences
Nervous system (semeiology, syndromes)
Neurology
Neurons - pathology
Sensitivity and Specificity
title Texture analysis and morphological processing of magnetic resonance imaging assist detection of focal cortical dysplasia in extra-temporal partial epilepsy
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