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2015 | OriginalPaper | Chapter

MRI-Based Lesion Profiling of Epileptogenic Cortical Malformations

Authors : Seok-Jun Hong, Boris C. Bernhardt, Dewi Schrader, Benoit Caldairou, Neda Bernasconi, Andrea Bernasconi

Published in: Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2015

Publisher: Springer International Publishing

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Focal cortical dysplasia (FCD), a malformation of cortical development, is a frequent cause of drug-resistant epilepsy. This lesion is histologically classified into Type-IIA (dyslamination, dysmorphic neurons) and Type-IIB (dyslamination, dysmorphic neurons, and balloon cells). Reliable

in-vivo

identification of lesional subtypes is important for preoperative decision-making and surgical prognostics. We propose a novel multi-modal MRI lesion profiling based on multiple surfaces that systematically sample intra- and subcortical tissue. We applied this framework to histologically-verified FCD. We aggregated features describing morphology, intensity, microstructure, and function from T1-weighted, FLAIR, diffusion, and resting-state functional MRI. We observed alterations across multiple features in FCD Type-IIB, while anomalies in IIA were subtle and mainly restricted to FLAIR intensity and regional functional homogeneity. Anomalies in Type-IIB were seen across all intra- and sub-cortical levels, whereas those in Type-IIA clustered at the cortico-subcortical interface. A supervised classifier predicted the FCD subtype with 91% accuracy, validating our profiling framework at the individual level.

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Metadata
Title
MRI-Based Lesion Profiling of Epileptogenic Cortical Malformations
Authors
Seok-Jun Hong
Boris C. Bernhardt
Dewi Schrader
Benoit Caldairou
Neda Bernasconi
Andrea Bernasconi
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-24571-3_60

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