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0.35TMR-Linac 下的通气灌注 MRI:可行性和可重复性研究。

Ventilation and perfusion MRI at a 0.35 T MR-Linac: feasibility and reproducibility study.

机构信息

Department of Radiology, University Hospital, LMU Munich, Munich, Germany.

Comprehensive Pneumology Center (CPC-M), Member of the German Center for Lung Research (DZL), Munich, Germany.

出版信息

Radiat Oncol. 2023 Apr 3;18(1):58. doi: 10.1186/s13014-023-02244-1.

Abstract

BACKGROUND

Hybrid devices that combine radiation therapy and MR-imaging have been introduced in the clinical routine for the treatment of lung cancer. This opened up not only possibilities in terms of accurate tumor tracking, dose delivery and adapted treatment planning, but also functional lung imaging. The aim of this study was to show the feasibility of Non-uniform Fourier Decomposition (NuFD) MRI at a 0.35 T MR-Linac as a potential treatment response assessment tool, and propose two signal normalization strategies for enhancing the reproducibility of the results.

METHODS

Ten healthy volunteers (median age 28 ± 8 years, five female, five male) were repeatedly scanned at a 0.35 T MR-Linac using an optimized 2D+t balanced steady-state free precession (bSSFP) sequence for two coronal slice positions. Image series were acquired in normal free breathing with breaks inside and outside the scanner as well as deep and shallow breathing. Ventilation- and perfusion-weighted maps were generated for each image series using NuFD. For intra-volunteer ventilation map reproducibility, a normalization factor was defined based on the linear correlation of the ventilation signal and diaphragm position of each scan as well as the diaphragm motion amplitude of a reference scan. This allowed for the correction of signal dependency on the diaphragm motion amplitude, which varies with breathing patterns. The second strategy, which can be used for ventilation and perfusion, eliminates the dependency on the signal amplitude by normalizing the ventilation/perfusion maps with the average ventilation/perfusion signal within a selected region-of-interest (ROI). The position and size dependency of this ROI was analyzed. To evaluate the performance of both approaches, the normalized ventilation/perfusion-weighted maps were compared and the deviation of the mean ventilation/perfusion signal from the reference was calculated for each scan. Wilcoxon signed-rank tests were performed to test whether the normalization methods can significantly improve the reproducibility of the ventilation/perfusion maps.

RESULTS

The ventilation- and perfusion-weighted maps generated with the NuFD algorithm demonstrated a mostly homogenous distribution of signal intensity as expected for healthy volunteers regardless of the breathing maneuver and slice position. Evaluation of the ROI's size and position dependency showed small differences in the performance. Applying both normalization strategies improved the reproducibility of the ventilation by reducing the median deviation of all scans to 9.1%, 5.7% and 8.6% for the diaphragm-based, the best and worst performing ROI-based normalization, respectively, compared to 29.5% for the non-normalized scans. The significance of this improvement was confirmed by the Wilcoxon signed rank test with [Formula: see text] at [Formula: see text]. A comparison of the techniques against each other revealed a significant difference in the performance between best ROI-based normalization and worst ROI ([Formula: see text]) and between best ROI-based normalization and scaling factor ([Formula: see text]), but not between scaling factor and worst ROI ([Formula: see text]). Using the ROI-based approach for the perfusion-maps, the uncorrected deviation of 10.2% was reduced to 5.3%, which was shown to be significant ([Formula: see text]).

CONCLUSIONS

Using NuFD for non-contrast enhanced functional lung MRI at a 0.35 T MR-Linac is feasible and produces plausible ventilation- and perfusion-weighted maps for volunteers without history of chronic pulmonary diseases utilizing different breathing patterns. The reproducibility of the results in repeated scans significantly benefits from the introduction of the two normalization strategies, making NuFD a potential candidate for fast and robust early treatment response assessment of lung cancer patients during MR-guided radiotherapy.

摘要

背景

将结合放射治疗和磁共振成像的混合设备引入临床常规用于治疗肺癌,这不仅为精确的肿瘤跟踪、剂量输送和适应性治疗计划提供了可能性,而且还为功能性肺部成像提供了可能性。本研究的目的是展示非均匀傅里叶分解(NuFD)MRI 在 0.35 T MR-直线加速器作为潜在治疗反应评估工具的可行性,并提出两种信号归一化策略,以提高结果的可重复性。

方法

10 名健康志愿者(中位数年龄 28±8 岁,5 名女性,5 名男性)在 0.35 T MR-直线加速器上使用优化的 2D+t 平衡稳态自由进动(bSSFP)序列重复扫描两个冠状切片位置。图像系列在正常自由呼吸中采集,在扫描内外均有休息,以及深呼吸和浅呼吸。使用 NuFD 为每个图像系列生成通气和灌注加权图。对于志愿者内通气图的可重复性,根据每个扫描的通气信号和膈肌位置的线性相关性以及参考扫描的膈肌运动幅度定义归一化因子。这允许校正信号对膈肌运动幅度的依赖性,该依赖性随呼吸模式而变化。第二种策略可用于通气和灌注,通过将通气/灌注图与选定感兴趣区域(ROI)内的平均通气/灌注信号归一化来消除对信号幅度的依赖性。分析了此 ROI 的位置和大小依赖性。为了评估这两种方法的性能,将归一化的通气/灌注加权图进行了比较,并计算了每个扫描中平均通气/灌注信号与参考值的偏差。使用 Wilcoxon 符号秩检验检验归一化方法是否可以显著提高通气/灌注图的可重复性。

结果

使用 NuFD 算法生成的通气和灌注加权图显示出与健康志愿者预期的均匀信号强度分布,无论呼吸运动和切片位置如何。对 ROI 大小和位置依赖性的评估显示出性能的微小差异。应用两种归一化策略可通过将所有扫描的中位数偏差降低至分别为 9.1%、5.7%和 8.6%(基于膈肌的归一化),从而提高通气的可重复性,与未归一化扫描的 29.5%相比,这是显著的。Wilcoxon 符号秩检验证实了这种改善的显著性,[Formula: see text],[Formula: see text]。将两种技术相互比较,发现基于最佳 ROI 的归一化与最差 ROI 之间([Formula: see text])和基于最佳 ROI 的归一化与比例因子之间([Formula: see text])的性能存在显著差异,但比例因子与最差 ROI 之间([Formula: see text])不存在差异。使用基于 ROI 的方法对灌注图进行分析,未校正的偏差从 10.2%降低到 5.3%,这被证明是显著的([Formula: see text])。

结论

使用 0.35 T MR-直线加速器上的 NuFD 进行非对比增强功能性肺部 MRI 是可行的,可为无慢性肺部疾病病史的志愿者生成合理的通气和灌注加权图,利用不同的呼吸模式。重复扫描结果的可重复性从两种归一化策略的引入中显著受益,使 NuFD 成为一种潜在的候选方法,用于在 MR 引导放疗期间快速可靠地评估肺癌患者的早期治疗反应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/eb25/10069152/353b9d006338/13014_2023_2244_Fig1_HTML.jpg

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