Ordinola Alfredo, Cai Shan, Lundberg Peter, Bai Ruiliang, Özarslan Evren
Department of Biomedical Engineering (IMT), Linköping University, Linköping, S-58185, Sweden.
Department of Radiation Physics, Department of Health, Medicine and Caring Sciences (HMV), Linköping University, Linköping, S-58183, Sweden.
Magn Reson Lett. 2023 Jun 18;3(3):232-247. doi: 10.1016/j.mrl.2023.05.003. eCollection 2023 Aug.
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 , 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.
通过扩散磁共振成像(dMRI)可以表征异质样本不同隔室之间的水交换。已经提出了许多使用dMRI数据的分析框架来描述交换,通常使用双扩散编码(DDE)激发回波序列。诸如扩散交换加权成像(DEWI)以及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,采用了DDE信号的一般表示形式,并结合数据缩减模型中的不同采样方案(即恒定采样、对角线采样和反对角线采样)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。滤波器交换和快速交换模型也被应用于通过它们自己的子采样方案来估计交换。在模拟数据和使用台式MR扫描仪获取的实验数据上对这些子采样方案和模型进行了比较。在合成数据中,对角线采样和近似均匀采样方案表现最佳,因为它们的估计与真实值一致。在实验数据中,移位对角线采样和近似均匀采样方案优于其他方案,与全空间估计产生的估计最为一致。结果表明,使用DDE信号的一般表示形式以及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以优化采样方案,并将诸如几何形状和扩散各向异性等附加属性纳入交换框架。