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优化时变梯度方向以提高扩散加权磁共振成像中微观结构的敏感性。

Optimising time-varying gradient orientation for microstructure sensitivity in diffusion-weighted MR.

机构信息

Center for Medical Image Computing, Department of Computer Science, University College London (UCL), Gower Street, London WC1E 6BT, UK.

出版信息

J Magn Reson. 2011 Oct;212(2):344-54. doi: 10.1016/j.jmr.2011.07.017. Epub 2011 Jul 29.

Abstract

Here we investigate whether varying the diffusion-gradient orientation during a general waveform single pulsed-field gradient sequence improves sensitivity to the size of coherently oriented pores over having a fixed orientation. The experiment optimises the shape and the orientation of the gradient waveform in each of a set of measurements to minimise the expected variance of estimates of the parameters of a simple model. A key application motivating the work is measuring the size of axons in white matter. Thus, we use a two compartment white matter model with impermeable, single-radius cylinders, and search for waveforms that maximise the sensitivity to axon radius, intra-cellular volume fraction and diffusion constants. Output of the optimisation suggests the only benefit of allowing the gradient orientation to vary in the plane perpendicular to the cylinders is that we can gain perpendicular gradient strength by maximising two orthogonal gradients simultaneously. This suggests that varying orientation in itself does not increase the sensitivity to model parameters. On the other hand, the variation in a plane containing the parallel direction increases the sensitivity significantly because parallel sensitivity improves the diffusion constant estimates. However, we also find that similar improvement in the estimates can be achieved without optimising the orientation, but by having one measurement in the parallel and the rest in the perpendicular direction. The optimisation searches a very large space where it cannot hope to find the global minimum so we cannot make a categorical conclusion. However, given the consistency of the results in multiple reruns and variations of the experiments reported here, we can suggest that for probing coherently oriented systems, pulse sequences with variable orientation, such as double-wave vector sequences, do not offer more advantage than fixed orientation sequences with optimised shape. The advantage of varying orientation is however likely to emerge for more complex systems with dispersed pore orientation.

摘要

在这里,我们研究了在通用波形单脉冲梯度序列中改变扩散梯度方向是否会提高对相干定向孔大小的灵敏度,而不是具有固定方向。该实验通过优化一组测量中的梯度波形的形状和方向,使简单模型参数估计的预期方差最小化。激发这项工作的一个关键应用是测量白质中轴突的大小。因此,我们使用具有不可渗透、单半径圆柱体的两室白质模型,并搜索使轴突半径、细胞内体积分数和扩散常数的灵敏度最大化的波形。优化的输出表明,允许梯度方向在垂直于圆柱体的平面中变化的唯一好处是,我们可以通过同时最大化两个正交梯度来获得垂直梯度强度。这表明,方向的变化本身并不会增加对模型参数的灵敏度。另一方面,在包含平行方向的平面中的变化显著增加了灵敏度,因为平行灵敏度提高了扩散常数的估计值。然而,我们还发现,即使不优化方向,通过在平行方向进行一次测量,其余测量在垂直方向进行,也可以实现类似的估计值改善。优化搜索一个非常大的空间,不能期望找到全局最小值,因此我们不能做出明确的结论。然而,鉴于这里报告的实验的多次重复和变化的结果的一致性,我们可以建议,对于探测相干定向系统,具有可变方向的脉冲序列,例如双波矢序列,并不比具有优化形状的固定方向序列具有更多优势。然而,对于具有分散孔方向的更复杂系统,改变方向的优势可能会显现出来。

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