Evaluation of the GTRACT diffusion tensor tractography algorithm: A validation and reliability study

被引:40
作者
Cheng, Peng
Magnotta, Vincent A.
Wu, Dee
Nopoulos, Peg
Moser, David J.
Paulsen, Jane
Jorge, Ricardo
Andreasen, Nancy C.
机构
[1] Univ Iowa, Dept Radiol, Iowa City, IA 52242 USA
[2] Georgetown Univ, Dept Radiol, Washington, DC 20007 USA
[3] Univ Oklahoma, Ctr Hlth, Dept Radiol Sci, Oklahoma City, OK 73104 USA
[4] Univ Iowa, Dept Psychiat, Iowa City, IA 52242 USA
关键词
D O I
10.1016/j.neuroimage.2006.01.028
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Fiber tracking, based on diffusion tensor imaging (DTI), is the only approach available to non-invasively study the three-dimensional structure of white matter tracts. Two major obstacles to this technique are partial volume artifacts and tracking errors caused by image noise. In this paper, a novel fiber tracking algorithm called Guided Tensor Restore Anatomical Connectivity Tractography (GTRACT) is presented. This algorithm utilizes a multi-pass approach to fiber tracking. In the first pass, a 3D graph search algorithm is utilized. The second pass incorporates anatomical connectivity information generated in the first pass to guide the tracking in this stage. This approach improves the ability to reconstruct complex fiber paths as well as the tracking accuracy. Validation and reliability studies using this algorithm were performed on both synthetic phantom data and clinical human brain data. A method is also proposed for the evaluating reliability of fiber tract generation based both on the position of the fiber tracts, as well the anisotropy values along the path. The results demonstrate that the GTRACT algorithm is less sensitive to image noise and more capable of handling areas of complex fiber crossing, compared to conventional streamline methods. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:1075 / 1085
页数:11
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