DocumentCode :
1772072
Title :
Group-wise analysis on myelination profiles of cerebral cortex using the second eigenvector of Laplace-Beltrami operator
Author :
Seung-Goo Kim ; Stelzer, Johannes ; Bazin, Pierre-Louis ; Viehweger, Adrian ; Knosche, Thomas
Author_Institution :
Max Planck Inst. for Human Cognitive & Brain Sci., Leipzig, Germany
fYear :
2014
fDate :
April 29 2014-May 2 2014
Firstpage :
1007
Lastpage :
1010
Abstract :
Myeloarchitecture of cerebral cortex has crucial implication on the function of cortical columnar modules. Based on the recent development of high-field magnetic resonance imaging (MRI), it was demonstrated that it is possible to individually reconstruct such intracortical microstructures. However, there is a scarcity of publicly available frameworks to perform group-wise statistical inferences on high resolution data. In this paper, we present a novel framework that parameterizes curved brain structures in order to construct correspondences across subjects without deforming individual geometry. We use the second Laplace-Beltrami eigenfunction to build such a parameterization, which is known to monotonically increase along the longest geodesic distance on an arbitrary manifold. To demonstrate our framework, a study on the lateralization of Heschl´s gyrus is presented with multiple comparison correction.
Keywords :
biomedical MRI; brain; differential geometry; eigenvalues and eigenfunctions; image reconstruction; image resolution; inference mechanisms; medical image processing; statistical analysis; Heschl gyrus; Laplace-Beltrami eigenfunction; MRI; cerebral cortex; cortical columnar modules; curved brain structures; geodesic distance; group-wise analysis; group-wise statistical inferences; high resolution data; high-field magnetic resonance imaging; intracortical microstructure reconstruction; multiple comparison correction; myelination profiles; myeloarchitecture; second eigenvector; Eigenvalues and eigenfunctions; Image resolution; Magnetic resonance imaging; Manifolds; Shape; Surface reconstruction; Surface treatment; Cortical profile; Heschl´s gyrus; Laplace-Beltrami operator; Lateralization; Myeloarchitecture; Quantitative MRI; Shape parametrization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
Conference_Location :
Beijing
Type :
conf
DOI :
10.1109/ISBI.2014.6868043
Filename :
6868043
Link To Document :
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