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多对比度磁粒子成像中漏流伪影分析及其对代数重建收敛性的影响。

Analysis of leakage artifacts and their impact on convergence of algebraic reconstruction in multi-contrast magnetic particle imaging.

机构信息

Institute for Biomedical Imaging, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Institute for Biomedical Imaging, Hamburg University of Technology, Hamburg, Germany.

出版信息

Phys Med Biol. 2024 Oct 11;69(21). doi: 10.1088/1361-6560/ad7e77.


DOI:10.1088/1361-6560/ad7e77
PMID:39312955
Abstract

Magnetic particle imaging (MPI) is a tracer-based medical imaging modality with great potential due to its high sensitivity, high spatiotemporal resolution, and ability to quantify the tracer concentration. Image reconstruction in MPI is an ill-posed problem, which the use of regularization methods can address. Multi-contrast MPI reconstructs the signal from different tracer materials or environments separately, resulting in multi-channel images that enable quantification of, for example, temperature or viscosity. Single- and multi-contrast MPI reconstructions produce different kinds of artifacts. The objective of this work is threefold: first, to present the concept of multi-contrast specific MPI channel leakage artifacts; second, to ascertain the source of these leakage artifacts; and third, to introduce a method for their reduction.A definition for leakage artifacts is established, and a quantification method is proposed. A comprehensive analysis is conducted to establish a connection between the properties of the multi-contrast MPI system matrix and the leakage artifacts. Moreover, a two-step measurement and reconstruction method is introduced to reduce channel leakage artifacts between multi-contrast MPI channels.The severity of these artifacts correlates with the system matrix shape and condition number and depends on the similarity of the corresponding frequency components. Using the proposed two-step method on both semi-simulated and measured data a significant leakage reduction and speed up the convergence of the multi-contrast MPI reconstruction was observed.The multi-contrast system matrix analysis we conducted is essential for understanding the source of the channel leakage artifacts and finding methods to reduce them. Our proposed two-step method is expected to improve the potential for real-time multi-contrast MPI applications.

摘要

磁粒子成像(MPI)是一种基于示踪剂的医学成像方式,具有高灵敏度、高时空分辨率和定量示踪剂浓度的能力,因此具有很大的潜力。MPI 中的图像重建是一个不适定问题,可以通过正则化方法来解决。多对比度 MPI 分别从不同的示踪剂材料或环境中重建信号,生成多通道图像,从而能够定量测量例如温度或粘度。单对比度和多对比度 MPI 重建都会产生不同类型的伪影。本工作的目的有三:首先,提出多对比度 MPI 通道串扰伪影的概念;其次,确定这些串扰伪影的来源;最后,引入一种减少这些伪影的方法。本文建立了串扰伪影的定义,并提出了一种量化方法。通过全面的分析,建立了多对比度 MPI 系统矩阵的性质与串扰伪影之间的联系。此外,还引入了一种两步测量和重建方法来减少多对比度 MPI 通道之间的通道串扰伪影。这些伪影的严重程度与系统矩阵的形状和条件数相关,并且取决于相应的频率分量的相似性。在半仿真和实测数据上使用所提出的两步法,观察到串扰伪影的显著减少以及多对比度 MPI 重建的收敛速度加快。我们进行的多对比度系统矩阵分析对于理解通道串扰伪影的来源以及找到减少这些伪影的方法至关重要。我们提出的两步法有望提高实时多对比度 MPI 应用的潜力。

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