Edema-informed anatomically constrained particle filter tractography
- Others:
- COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)
- Computational Imaging of the Central Nervous System (ATHENA) ; Inria Sophia Antipolis - Méditerranée (CRISAM) ; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)
- Section for Biomedical Image Analysis (SBIA) ; Perelman School of Medicine ; University of Pennsylvania [Philadelphia]-University of Pennsylvania [Philadelphia]
- Sherbrooke Connectivity Imaging Lab [Sherbrooke] (SCIL) ; Département d'informatique [Sherbrooke] (UdeS) ; Faculté des sciences [Sherbrooke] (UdeS) ; Université de Sherbrooke (UdeS)-Université de Sherbrooke (UdeS)-Faculté des sciences [Sherbrooke] (UdeS) ; Université de Sherbrooke (UdeS)-Université de Sherbrooke (UdeS)
- University of Pennsylvania [Philadelphia]
Description
In this work, we propose an edema-informed anatomically constrained tractography paradigm that enables reconstructing larger spatial extent of white matter bundles as well as increased cortical coverage in the presence of edema. These improvements will help surgeons maximize the extent of the resection while minimizing the risk of cogni-tive deficits. The new paradigm is based on a segmentation of the brain into gray matter, white matter, corticospinal fluid, edema and tumor regions which utilizes a tumor growth model. Using this segmentation, a valid tracking domain is generated and, in combination with anatomically constrained particle filter tractography, allows streamlines to cross the edema region and reach the cortex. Using subjects with brain tumors, we show that our edema-informed anatomically constrained tractogra-phy paradigm increases the cortico-cortical connections that cross edema-contaminated regions when compared to traditional fractional anisotropy thresholded tracking.
Abstract
International audience
Additional details
- URL
- https://hal.inria.fr/hal-01893110
- URN
- urn:oai:HAL:hal-01893110v1
- Origin repository
- UNICA