Confidence mapping in diffusion tensor magnetic resonance imaging tractography using a bootstrap approach

被引:110
作者
Jones, DK
Pierpaoli, C
机构
[1] Inst Psychiat, Ctr Neuroimaging Sci, London SE5 8AF, England
[2] NICHHD, Sect Tissue Biophys & Biomimet, Lab Integrat Med & Biophys, Bethesda, MD 20892 USA
关键词
DT-MRI; tractography; deterministic; probabilistic; bootstrap;
D O I
10.1002/mrm.20466
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The bootstrap technique is an extremely powerful nonparametric statistical procedure for determining the uncertainty in a given statistic. However, its use in diffusion tensor MRI tractography remains virtually unexplored. This work shows how the bootstrap can be used to assign confidence to results obtained with deterministic tracking algorithms. By invoking the concept of a "tract-propagator," it also underlines the important effect of local fiber architecture or architectural milieu on tracking reproducibility. Finally, the practical advantages and limitations of the technique are discussed. Not only does the bootstrap allow any deterministic tractography algorithm to be used in a probabilistic fashion, but also its model-free inclusion of all sources of variability (including those that cannot be modeled) means that it provides the most realistic approach to probabilistic tractography. Magn Pleson Med 53:1143-1149, 2005. Published 2005 Wiley-Liss, Inc.
引用
收藏
页码:1143 / 1149
页数:7
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