A Tract-Specific Framework for White Matter Morphometry Combining Macroscopic and Microscopic Tract Features

被引:0
|
作者
Zhang, Hui [1 ]
Awate, Suyash P. [1 ]
Das, Sandhitsu R. [1 ]
Woo, John H. [1 ]
Melhem, Elias R. [1 ]
Gee, James C. [1 ]
Yushkevich, Paul A. [1 ]
机构
[1] Univ Penn, Dept Radiol, PICSL, Philadelphia, PA 19104 USA
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中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Diffusion tensor imaging plays a key role in our understanding of white matter both in normal populations and in populations with brain disorders. Existing techniques focus primarily on using diffusivity-based quantities derived from diffusion tensor as surrogate measures of microstructural tissue properties of WM. In this paper, we describe a novel tract-specific framework that enables the examination of WM morphometry at, both the macroscopic and microscopic scales., The framework leverages the skeleton-based modeling of sheet-like WM fasciculi using the continuous medial representation, which gives a natural definition of thickness and supports its comparison across subjects. The thickness measures provides a macroscopic characterization of WM fasciculi that complements existing analysis of microstructural features. The utility of the framework is demonstrated in quantifying WM atrophy in Amyotrophic Lateral Sclerosis, a severe neurodegenerative disease of motor neurons. We show that, compared to using microscopic features alone, combining the macroscopic and microscopic features gives a more holistic characterization of the disease.
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页码:141 / 149
页数:9
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