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MPI 中广泛差异的粒子浓度的同时成像:问题陈述和改进算法的建议。

Simultaneous imaging of widely differing particle concentrations in MPI: problem statement and algorithmic proposal for improvement.

机构信息

Section for Biomedical Imaging, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany.

Institute for Biomedical Imaging, Hamburg University of Technology, D-21073 Hamburg, Germany.

出版信息

Phys Med Biol. 2021 Apr 23;66(9). doi: 10.1088/1361-6560/abf202.

Abstract

Magnetic particle imaging (MPI) is a tomographic imaging technique for determining the spatial distribution of superparamagnetic nanoparticles. Current MPI systems are capable of imaging iron masses over a wide dynamic range of more than four orders of magnitude. In theory, this range could be further increased using adaptive amplifiers, which prevent signal clipping. While this applies to a single sample, the dynamic range is severely limited if several samples with different concentrations or strongly inhomogeneous particle distributions are considered. One scenario that occurs quite frequently in pre-clinical applications is that a highly concentrated tracer bolus in the vascular system 'shadows' nearby organs with lower effective tracer concentrations. The root cause of the problem is the ill-posedness of the MPI imaging operator, which requires regularization for stable reconstruction. In this work, we introduce a simple two-step algorithm that increases the dynamic range by a factor of four. Furthermore, the algorithm enables spatially adaptive regularization, i.e. highly concentrated signals can be reconstructed with maximum spatial resolution, while low concentrated signals are strongly regularized to prevent noise amplification.

摘要

磁性粒子成像(MPI)是一种用于确定超顺磁纳米粒子空间分布的层析成像技术。当前的 MPI 系统能够对超过四个数量级的大范围铁质量进行成像。从理论上讲,使用自适应放大器可以进一步扩大这个范围,因为自适应放大器可以防止信号削波。虽然这适用于单个样本,但如果考虑到具有不同浓度或强烈非均匀粒子分布的几个样本,那么动态范围就会受到严重限制。在临床前应用中,一种经常出现的情况是,血管系统中高度集中的示踪剂团块“遮蔽”了附近有效示踪剂浓度较低的器官。问题的根本原因是 MPI 成像算子的不适定性,这需要正则化来实现稳定重建。在这项工作中,我们引入了一种简单的两步算法,将动态范围提高了四倍。此外,该算法还支持空间自适应正则化,即可以以最大空间分辨率重建高浓度信号,而低浓度信号则受到强烈正则化以防止噪声放大。

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