DocumentCode
2720958
Title
Probabilistic white matter and fiber tract atlas construction
Author
Robinson, E.C. ; Rueckert, D. ; Hammers, A. ; Edwards, A.D.
Author_Institution
Dept. of Comput., Imperial Coll. London, London, UK
fYear
2010
fDate
14-17 April 2010
Firstpage
1153
Lastpage
1156
Abstract
In this paper we describe a framework for creating a probabilistic white matter atlas from diffusion MR images. The approach is based on sampling from the posterior distributions of the parameters of the local model of diffusion and transforming them to a common coordinate space using non-rigid registration. These transformed distributions are then combined to form population distributions of the local fibre direction at each voxel from which a large number of samples are drawn to create an atlas. Next a fibre tract atlas is created by performing probabilistic tractography, between 83 anatomical regions of interest, where the resulting tracts represent the most likely trajectory of pathways for the population. The atlas is created for an entire population 171 subjects ranging from 20-90 years. Statistical comparison of FA in the atlas co-ordinate space allows comparison of diffusion properties across the population without bias from differences in the anatomy. We perform permutation testing of FA within tracts propagated from the temporal lobe and demonstrate significant differences between male and female populations.
Keywords
biodiffusion; biomedical MRI; brain; image registration; medical image processing; statistical analysis; diffusion MR images; fiber tract atlas construction; nonrigid registration; permutation testing; probabilistic tractography; probabilistic white matter atlas construction; statistical analysis; temporal lobe; Anatomy; Anisotropic magnetoresistance; Brain modeling; Educational institutions; Image sampling; Performance evaluation; Temporal lobe; Tensile stress; Testing; Uncertainty; Diffusion tractography; atlasing;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location
Rotterdam
ISSN
1945-7928
Print_ISBN
978-1-4244-4125-9
Electronic_ISBN
1945-7928
Type
conf
DOI
10.1109/ISBI.2010.5490198
Filename
5490198
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