Title :
A contrario detection of focal brain perfusion abnormalities based on an arterial spin labeling template
Author :
Maumet, Camille ; Maurel, Pierre ; Bannier, Elise ; Ferré, Jean-Christophe ; Barillot, Christian
Author_Institution :
VisAGeS Project-Team, INRIA, Rennes, France
Abstract :
Arterial Spin Labeling (ASL) is a recent MRI perfusion technique which enables quantification of cerebral blood flow (CBF). The presence of regions with atypical CBF can characterize a pathology. In brain tumors for instance, perfusion increase can be directly related to the grading of the malignant tissues. It is therefore of great interest to identify these regions in order to provide the patients with the most appropriate therapy. In this paper, we propose to detect abnormal brain perfusion by using an a contrario framework and an ASL template as a model of normal perfusion. Validation was undertaken by qualitative comparison with CBF extracted from dynamic susceptibility weighted contrast enhanced (DSC) imaging. We experimented this framework on four patients presenting brain tumors. Results show that high perfusion regions found in DSC CBF maps are correctly identified as hyperperfusions with a contrario detection. Automatic detection has clear advantages over manual delineation since it is less time-consuming, does not depend on medical expertise and allows quantification of perfusion abnormalities within the detected regions.
Keywords :
biomedical MRI; brain; diseases; haemodynamics; haemorheology; image segmentation; medical image processing; tumours; ASL template; CBF extraction; arterial spin labeling template; brain tumors; cerebral blood flow; contrario detection; dynamic susceptibility weighted contrast enhanced imaging; focal brain perfusion abnormalities; image segmentation; malignant tissues; pathology; Blood; Brain modeling; Labeling; Magnetic resonance imaging; Pathology; Tumors; Arterial spin labeling; Cerebral blood flow; Template; a contrario detection;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235770