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Diffusion tensor magnetic resonance imaging (DT-MRI) [Basser et al. 1994]
is a technique used to measure the anisotropic diffusion properties of
biological tissues as a function of the spatial position within the
sample. Diffusion properties allow the classification of different
types of tissues and can be used for tissue segmentation and finding
preferred directions in the tissue. Previously, DT-MRI data was
successfully used to recover white matter fiber tracts in the brain
[Basser et al. 2000,Poupon et al. 2001,Parker et al. 2001,Zhukov and Barr 2002].
Modeling of fiber orientation in the ventricular myocardium based on
MR diffusion imaging was proposed by Tseng et al. Tseng99, Hsu and Henriquez
Hsu01 and Sachse et al. Sachse01. In this
paper we apply tensor visualization and fiber reconstruction methods to
DT-MRI data to recover and demonstrate the 3D orientation and
structure of the muscle fibers in the entire heart.
In the brain, white matter fibers are detected by examining the
largest eigenvalue and then ``growing'' the fiber along the principal
eigenvector direction. This approach is effective, due to the
microstructure of the white matter tissue. Heart muscle tissue has a
different microstructure; as a result we have chosen to detect the
fibers by examining the sum of the linear and planar tensor
anisotropies (see Eq. 4), and then trace the fiber
along the principal eigenvector direction as we did before.
In this paper we use a moving least squares (MLS) fiber tracing
algorithm from Zhukov and Barr Zhukov02 to recover heart
muscle fibers. To our knowledge this is the first 3D reconstruction of
the heart muscle fibers from DT-MRI data.
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Leonid Zhukov
2003-09-10