使用旋转管模型的相位估计方法与定量易感性绘图的比较

IF 2.2 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Radiology Research and Practice Pub Date : 2021-11-24 eCollection Date: 2021-01-01 DOI:10.1155/2021/1898461
Kathryn E Keenan, Ben P Berman, Slávka Rýger, Stephen E Russek, Wen-Tung Wang, John A Butman, Dzung L Pham, Joseph Dagher
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引用次数: 0

摘要

定量磁感应强度图(QSM)是一种磁共振成像工具,可通过磁感应强度测量揭示病理变化。在使用相位数据恢复磁感应强度(Δχ)之前,QSM 过程有两个步骤:数据采集和相位估计。在没有用户干预的情况下,我们对幻影成像任务的几种变化评估了这些步骤的性能。我们使用了一个旋转管模型,其中有五个管子,范围从 Δχ=0.05 ppm 到 Δχ=0.336 ppm。磁共振成像数据是在四个不同脉冲序列的九个旋转角度下采集的。图像由 10 种相位估计算法处理,包括拉普拉斯法、区域生长法、分支切割法、时间解包法和最大似然法,从而产生了约 90 种不同的数据采集和相位估计方法组合。我们利用概率质量函数和累积分布函数分析了测量相位和预期相位之间的误差。根据相对相位误差的概率,确定了可重复的采集和估计方法。对于单次回波 GRE 和分段 EPI 序列,区域增长法最可靠,Pr(相对误差 χ 估计值。
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Comparison of Phase Estimation Methods for Quantitative Susceptibility Mapping Using a Rotating-Tube Phantom.

Quantitative Susceptibility Mapping (QSM) is an MRI tool with the potential to reveal pathological changes from magnetic susceptibility measurements. Before phase data can be used to recover susceptibility (Δχ), the QSM process begins with two steps: data acquisition and phase estimation. We assess the performance of these steps, when applied without user intervention, on several variations of a phantom imaging task. We used a rotating-tube phantom with five tubes ranging from Δχ=0.05 ppm to Δχ=0.336 ppm. MRI data was acquired at nine angles of rotation for four different pulse sequences. The images were processed by 10 phase estimation algorithms including Laplacian, region-growing, branch-cut, temporal unwrapping, and maximum-likelihood methods, resulting in approximately 90 different combinations of data acquisition and phase estimation methods. We analyzed errors between measured and expected phases using the probability mass function and Cumulative Distribution Function. Repeatable acquisition and estimation methods were identified based on the probability of relative phase errors. For single-echo GRE and segmented EPI sequences, a region-growing method was most reliable with Pr (relative error <0.1) = 0.95 and 0.90, respectively. For multiecho sequences, a maximum-likelihood method was most reliable with Pr (relative error <0.1) = 0.97. The most repeatable multiecho methods outperformed the most repeatable single-echo methods. We found a wide range of repeatability and reproducibility for off-the-shelf MRI acquisition and phase estimation approaches, and this variability may prevent the techniques from being widely integrated in clinical workflows. The error was dominated in many cases by spatially discontinuous phase unwrapping errors. Any postprocessing applied on erroneous phase estimates, such as QSM's background field removal and dipole inversion, would suffer from error propagation. Our paradigm identifies methods that yield consistent and accurate phase estimates that would ultimately yield consistent and accurate Δχ estimates.

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来源期刊
Radiology Research and Practice
Radiology Research and Practice RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
自引率
0.00%
发文量
17
审稿时长
17 weeks
期刊介绍: Radiology Research and Practice is a peer-reviewed, Open Access journal that publishes articles on all areas of medical imaging. The journal promotes evidence-based radiology practice though the publication of original research, reviews, and clinical studies for a multidisciplinary audience. Radiology Research and Practice is archived in Portico, which provides permanent archiving for electronic scholarly journals, as well as via the LOCKSS initiative. It operates a fully open access publishing model which allows open global access to its published content. This model is supported through Article Processing Charges. For more information on Article Processing charges in gen
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