DocumentCode
724871
Title
Using 3D-SHORE and MAP-MRI to obtain both tractography and microstructural constrast from a clinical DMRI acquisition
Author
Fick, R.H.J. ; Zucchelli, M. ; Girard, G. ; Descoteaux, M. ; Menegaz, G. ; Deriche, R.
Author_Institution
Athena Project-Team, Inria Sophia Antipolis - Mediterranee, Sophia Antipolis, France
fYear
2015
fDate
16-19 April 2015
Firstpage
436
Lastpage
439
Abstract
Diffusion MRI (dMRI) is used to characterize the directionality and microstructural properties of brain white matter (WM) by measuring the diffusivity of water molecules. In clinical practice the number of dMRI samples that can be obtained is limited, and one often uses short scanning protocols that acquire just 32 to 64 different gradient directions using a single gradient strength (b-value). Such `single shell´ scanning protocols restrict one to use methods that have assumptions on the radial decay of the dMRI signal over different b-values, which introduces estimation biases. In this work we show, that by simply spreading the same number of samples over multiple b-values (i.e. multi-shell) we can accurately estimate both the WM directionality using 3D-SHORE and characterize the radially dependent diffusion microstructure measures using MAP-MRI. We validate our approach by undersampling both noisy synthetic and human brain data of the Human Connectome Project, proving this approach is well-suited for clinical applications.
Keywords
biodiffusion; biomedical MRI; brain; medical image processing; 3D SHORE; Human Connectome Project; MAP-MRI; brain white matter directionality; brain white matter microstructural properties; clinical DMRI acquisition; dMRI signal radial decay; diffusion MRI; human brain data; microstructural constrast; multishell scanning protocols; noisy synthetic brain data; radially dependent diffusion microstructure measures; tractography; water molecule diffusivity; Anisotropic magnetoresistance; Estimation; Magnetic resonance imaging; Microstructure; Nerve fibers; Robustness; Tensile stress; 3D-SHORE; Clinical Applications; Estimation Bias; MAP-MRI; Sparsity;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location
New York, NY
Type
conf
DOI
10.1109/ISBI.2015.7163905
Filename
7163905
Link To Document