Assessment of Tissue Injury in Severe Brain Trauma

Archive ouverte

Maggia, Christophe | Doyle, Senan | Forbes, Florence | Heck, Olivier | Troprès, Irène | Berthet, Corentin | Teyssier, Yann | Velly, Lionel | Payen, Jean-Francois | Dojat, Michel

Edité par CCSD ; Springer International Publishing -

International audience. We report our methodological developments to investigate, in a multi-center study using mean diffusivity, the tissue damage caused by a severe traumatic brain injury (GSC<9) in the 10 days post-event. To assess the diffuse aspect of the injury, we fuse several atlases to parcel cortical, subcortical and WM structures into well identified regions where MD values are computed and compared to normative values. We used P-LOCUS to provide brain tissue segmentation and exclude voxels labeled as CSF, ventricles and hemorrhagic lesion and then automatically detect the lesion load. Preliminary results demonstrate that our method is coherent with expert opinion in the identification of lesions. We outline the challenges posed in automatic analysis for TBI.

Suggestions

Du même auteur

Automated Quantification of Brain Lesion Volume From Post-trauma MR Diffusion-Weighted Images

Archive ouverte | Mistral, Thomas | CCSD

International audience. Objectives Determining the volume of brain lesions after trauma is challenging. Manual delineation is observer-dependent and time-consuming and cannot therefore be used in routine practice. T...

Uncertainty-based Quality Control for Subcortical Structures Segmentation in T1-weighted Brain MRI

Archive ouverte | Lambert, Benjamin | CCSD

International audience. Deep Learning (DL) models are presently the gold standard for medical image segmentation. However, their performance may drastically drop in the presence of characteristics in test images not...

Automatic multiple sclerosis lesion segmentation with P-LOCUS

Archive ouverte | Doyle, Senan | CCSD

International audience. P-LOCUS provides automatic quantitative neuroimaging bio-marker extraction tools to aid diagnosis, prognosis and follow-up in multiple sclerosis studies. The software performs accurate and pr...

Chargement des enrichissements...