Gao Yu, Yoon Stephanie, Savjani Ricky, Pham Jonathan, Kalbasi Anusha, Raldow Ann, Low Daniel A, Hu Peng, Yang Yingli
Department of Radiation Oncology, University of California, Los Angeles, CA, USA.
Physics and Biology in Medicine IDP, University of California, Los Angeles, CA, USA.
Med Phys. 2021 Feb;48(2):691-702. doi: 10.1002/mp.14634. Epub 2020 Dec 23.
To evaluate two distortion correction techniques for diffusion-weighted single-shot echo-planar imaging (DW-ssEPI) on a 0.35 T magnetic resonance-guided radiotherapy (MRgRT) system.
The effects of sequence optimization through enabling parallel imaging (PI) and selecting appropriate bandwidth on spatial distortion were first evaluated on the 0.35 T MRgRT system using a spatial integrity phantom. Field map (FM) and reversed gradient (RG) corrections were then performed on the optimized protocol to further reduce distortion. An open-source toolbox was used to quantify the spatial displacement before and after distortion correction. To evaluate ADC accuracy and repeatability of the optimized protocol, as well as impacts of distortion correction on ADC values, the optimized protocol was scanned twice on a diffusion phantom. The calculated ADC values were compared with reference ADCs using paired t-test. Intraclass correlation coefficient (ICC) between the two repetitions, as well as between before and after FM/RG correction was calculated to evaluate ADC repeatability and effects of distortion correction. Six patients were recruited to assess the in-vivo performance. The optimal distortion correction technique was identified by visual assessment. To quantify distortion reduction, tumor and critical structures were contoured on the turbo spin echo (TSE) image (reference image), the DW-ssEPI image, and the distortion corrected images independently by two radiation oncologists. Mean distance to agreement (MDA) and DICE coefficient between contours on the reference images and the diffusion images were calculated. Tumor apparent diffusion coefficient (ADC) values from the original DW-ssEPI images and the distortion corrected images were compared using Bland-Altman analysis.
Sequence optimization played a vital role in improving the spatial integrity, and spatial distortion was proportional to the total readout time. Before the correction, distortion of the optimized protocol (PI and high bandwidth) was 1.50 ± 0.89 mm in a 100 mm radius and 2.21 ± 1.39 mm in a 175 mm radius for the central plane. FM corrections reduced the distortions to 0.42 ± 0.27 mm and 0.67 ± 0.49 mm respectively, and RG reduced distortion to 0.40 ± 0.22 mm and 0.64 ± 0.47 mm, respectively. The optimized protocol provided accurate and repeatable ADC quantification on the diffusion phantom. The calculated ADC values were consistent before and after FM/RG correction. For the patient study, the FM correction was unable to reduce chemical shift artifacts whereas the RG method successfully mitigated the chemical shift. MDA reduced from 2.52 ± 1.29 mm to 1.11 ± 0.72 mm after the RG correction. The DICE coefficient increased from 0.80 ± 0.13 to 0.91 ± 0.06. A Bland-Altman plot showed that there was a good agreement between ADC measurements before and after application of the RG correction.
Two distortion correction techniques were evaluated on a commercial low-field MRgRT system. Overall, the RG correction was able to drastically improve spatial distortion and preserve ADC accuracy.
在0.35T磁共振引导放射治疗(MRgRT)系统上评估两种扩散加权单次激发回波平面成像(DW-ssEPI)的失真校正技术。
首先在0.35T MRgRT系统上使用空间完整性体模评估通过启用并行成像(PI)和选择合适带宽进行序列优化对空间失真的影响。然后对优化后的协议进行场图(FM)和反向梯度(RG)校正以进一步减少失真。使用开源工具箱量化失真校正前后的空间位移。为了评估优化协议的ADC准确性和可重复性,以及失真校正对ADC值的影响,在扩散体模上对优化后的协议进行两次扫描。使用配对t检验将计算出的ADC值与参考ADC进行比较。计算两次重复之间以及FM/RG校正前后的组内相关系数(ICC)以评估ADC的可重复性和失真校正的效果。招募了6名患者以评估体内性能。通过视觉评估确定最佳失真校正技术。为了量化失真减少情况,由两名放射肿瘤学家分别在涡轮自旋回波(TSE)图像(参考图像)、DW-ssEPI图像和失真校正图像上勾勒出肿瘤和关键结构。计算参考图像和扩散图像上轮廓之间的平均一致距离(MDA)和DICE系数。使用Bland-Altman分析比较原始DW-ssEPI图像和失真校正图像上的肿瘤表观扩散系数(ADC)值。
序列优化在改善空间完整性方面起着至关重要的作用,空间失真与总读出时间成正比。校正前,优化协议(PI和高带宽)在中心平面100mm半径处的失真为1.50±0.89mm,在175mm半径处为2.21±1.39mm。FM校正分别将失真降低到0.42±0.27mm和0.67±0.49mm,RG分别将失真降低到0.40±0.22mm和0.64±0.47mm。优化后的协议在扩散体模上提供了准确且可重复的ADC量化。计算出的ADC值在FM/RG校正前后是一致的。对于患者研究,FM校正无法减少化学位移伪影,而RG方法成功减轻了化学位移。RG校正后MDA从2.52±1.29mm降低到1.11±0.72mm。DICE系数从0.80±0.13增加到0.91±0.06。Bland-Altman图显示应用RG校正前后的ADC测量值之间有良好的一致性。
在商用低场MRgRT系统上评估了两种失真校正技术。总体而言,RG校正能够显著改善空间失真并保持ADC准确性。