用双扩散编码序列测量扩散交换的采样策略和模型

IF 1.7
Alfredo Ordinola , Shan Cai , Peter Lundberg , Ruiliang Bai , Evren Özarslan
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引用次数: 0

摘要

异质标本的不同隔室之间的水交换可以通过扩散磁共振成像(dMRI)来表征。许多使用dMRI数据的分析框架已经被提出来描述交换,通常使用双扩散编码(DDE)刺激回波序列。扩散交换加权成像(DEWI)、滤波器交换和快速交换模型等技术使用全空间DDE信号的特定子集。在这项工作中,采用数据约简模型中不同采样方案(即常数b1、对角和反对角)的DDE信号的一般表示来估计交换。提出了一种近似均匀的采样方案,并与其他采样方案进行了比较。滤波交换模型和快速交换模型也被应用于估计交换和各自的子采样方案。这些子采样方案和模型在模拟数据和实验数据上进行了比较。在合成数据中,对角线和近均匀抽样方案由于其估计值与地面真实值的一致性而表现最好。在实验数据中,移位对角线和近均匀采样方案优于其他方案,产生与全空间估计最一致的估计。结果表明,使用DDE信号的一般表示和可变采样方案来测量交换是可行的。在未来的研究中,可以进一步开发算法来优化采样方案,并将额外的特性,如几何和扩散各向异性,纳入交换框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

On the sampling strategies and models for measuring diffusion exchange with a double diffusion encoding sequence

On the sampling strategies and models for measuring diffusion exchange with a double diffusion encoding sequence

Water exchange between the different compartments of a heterogeneous specimen can be characterized via diffusion magnetic resonance imaging (dMRI). Many analysis frameworks using dMRI data have been proposed to describe exchange, often using a double diffusion encoding (DDE) stimulated echo sequence. Techniques such as diffusion exchange weighted imaging (DEWI) and the filter exchange and rapid exchange models, use a specific subset of the full space DDE signal. In this work, a general representation of the DDE signal was employed with different sampling schemes (namely constant b1, diagonal and anti-diagonal) from the data reduction models to estimate exchange. A near-uniform sampling scheme was proposed and compared with the other sampling schemes. The filter exchange and rapid exchange models were also applied to estimate exchange with their own subsampling schemes. These subsampling schemes and models were compared on both simulated data and experimental data acquired with a benchtop MR scanner. In synthetic data, the diagonal and near-uniform sampling schemes performed the best due to the consistency of their estimates with the ground truth. In experimental data, the shifted diagonal and near-uniform sampling schemes outperformed the others, yielding the most consistent estimates with the full space estimation. The results suggest the feasibility of measuring exchange using a general representation of the DDE signal along with variable sampling schemes. In future studies, algorithms could be further developed for the optimization of sampling schemes, as well as incorporating additional properties, such as geometry and diffusion anisotropy, into exchange frameworks.

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来源期刊
Magnetic Resonance Letters
Magnetic Resonance Letters Analytical Chemistry, Spectroscopy, Radiology and Imaging, Biochemistry, Genetics and Molecular Biology (General)
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