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针对受损临床扩散张量成像(DTI)数据集的优化扩散梯度方向方案

Optimized diffusion gradient orientation schemes for corrupted clinical DTI data sets.

作者信息

Dubois J, Poupon C, Lethimonnier F, Le Bihan D

机构信息

Service Hospitalier Frédéric Joliot, CEA, Orsay, France.

出版信息

MAGMA. 2006 Aug;19(3):134-43. doi: 10.1007/s10334-006-0036-0. Epub 2006 Aug 1.

Abstract

OBJECT

A method is proposed for generating schemes of diffusion gradient orientations which allow the diffusion tensor to be reconstructed from partial data sets in clinical DT-MRI, should the acquisition be corrupted or terminated before completion because of patient motion.

MATERIALS AND METHODS

A general energy-minimization electrostatic model was developed in which the interactions between orientations are weighted according to their temporal order during acquisition. In this report, two corruption scenarios were specifically considered for generating relatively uniform schemes of 18 and 60 orientations, with useful subsets of 6 and 15 orientations. The sets and subsets were compared to conventional sets through their energy, condition number and rotational invariance. Schemes of 18 orientations were tested on a volunteer.

RESULTS

The optimized sets were similar to uniform sets in terms of energy, condition number and rotational invariance, whether the complete set or only a subset was considered. Diffusion maps obtained in vivo were close to those for uniform sets whatever the acquisition time was. This was not the case with conventional schemes, whose subset uniformity was insufficient.

CONCLUSION

With the proposed approach, sets of orientations responding to several corruption scenarios can be generated, which is potentially useful for imaging uncooperative patients or infants.

摘要

目的

提出一种生成扩散梯度方向方案的方法,该方案可在临床扩散张量磁共振成像(DT-MRI)中,当采集因患者运动而在完成前被破坏或终止时,从部分数据集中重建扩散张量。

材料与方法

开发了一种通用的能量最小化静电模型,其中方向之间的相互作用根据采集期间它们的时间顺序进行加权。在本报告中,特别考虑了两种破坏情况,以生成18个和60个方向的相对均匀方案,以及6个和15个方向的有用子集。通过能量、条件数和旋转不变性将这些集合和子集与传统集合进行比较。在一名志愿者身上测试了18个方向的方案。

结果

无论考虑的是完整集合还是仅子集,优化后的集合在能量、条件数和旋转不变性方面都与均匀集合相似。无论采集时间如何,体内获得的扩散图都与均匀集合的扩散图接近。传统方案则不然,其子集均匀性不足。

结论

通过所提出的方法,可以生成应对多种破坏情况的方向集合,这对于对不合作患者或婴儿进行成像可能是有用的。

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