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用于颅立体定向放射外科和放射治疗的 3T MR 图像治疗计划中的几何变形评估。

Geometric distortion assessment in 3T MR images used for treatment planning in cranial Stereotactic Radiosurgery and Radiotherapy.

机构信息

Medical Physics Laboratory, Medical School, National and Kapodistrian University of Athens, Athens, Greece.

Medical Physics and Gamma Knife Department, Hygeia Hospital, Marousi, Greece.

出版信息

PLoS One. 2022 May 23;17(5):e0268925. doi: 10.1371/journal.pone.0268925. eCollection 2022.

Abstract

Magnetic Resonance images (MRIs) are employed in brain Stereotactic Radiosurgery and Radiotherapy (SRS/SRT) for target and/or critical organ localization and delineation. However, MRIs are inherently distorted, which also impacts the accuracy of the Magnetic Resonance Imaging/Computed Tomography (MRI/CT) co-registration process. In this phantom-based study, geometric distortion is assessed in 3T T2-weighted images (T2WIs), while the efficacy of an MRI distortion correction technique is also evaluated. A homogeneous polymer gel-filled phantom was CT-imaged before being irradiated with 26 4-mm Gamma Knife shots at predefined locations (reference control points). The irradiated phantom was MRI-scanned at 3T, implementing a T2-weighted protocol suitable for SRS/SRT treatment planning. The centers of mass of all shots were identified in the 3D image space by implementing an iterative localization algorithm and served as the evaluated control points for MRI distortion detection. MRIs and CT images were spatially co-registered using a mutual information algorithm. The inverse transformation matrix was applied to the reference control points and compared with the corresponding MRI-identified ones to evaluate the overall spatial accuracy of the MRI/CT dataset. The mean image distortion correction technique was implemented, and resulting MRI-corrected control points were compared against the corresponding reference ones. For the scanning parameters used, increased MRI distortion (>1mm) was detected at areas distant from the MRI isocenter (>5cm), while median radial distortion was 0.76mm. Detected offsets were slightly higher for the MRI/CT dataset (0.92mm median distortion). The mean image distortion correction improves geometric accuracy, but residual distortion cannot be considered negligible (0.51mm median distortion). For all three datasets studied, a statistically significant positive correlation between detected spatial offsets and their distance from the MRI isocenter was revealed. This work contributes towards the wider adoption of 3T imaging in SRS/SRT treatment planning. The presented methodology can be employed in commissioning and quality assurance programmes of corresponding treatment workflows.

摘要

磁共振图像(MRI)用于脑立体定向放射外科和放射治疗(SRS/SRT)中的靶区和/或关键器官定位和勾画。然而,MRI 本身存在失真,这也会影响磁共振成像/计算机断层扫描(MRI/CT)配准过程的准确性。在这项基于体模的研究中,评估了 3T T2 加权图像(T2WI)中的几何失真,同时还评估了一种 MRI 失真校正技术的效果。将均匀聚合物凝胶填充体模在预定位置(参考控制点)用 26 个 4mm Gamma Knife 射线照射之前进行 CT 成像。用 3T 对辐照后的体模进行 MRI 扫描,实施适用于 SRS/SRT 治疗计划的 T2 加权协议。通过实施迭代定位算法,在 3D 图像空间中确定所有射束的质心,并将其作为 MRI 失真检测的评估控制点。使用互信息算法对 MRI 和 CT 图像进行空间配准。将逆变换矩阵应用于参考控制点,并将其与相应的 MRI 识别的控制点进行比较,以评估 MRI/CT 数据集的整体空间准确性。实施了平均图像失真校正技术,并将校正后的 MRI 控制点与相应的参考控制点进行比较。对于使用的扫描参数,在远离 MRI 等中心点(>5cm)的区域检测到较大的 MRI 失真(>1mm),而中位数径向失真为 0.76mm。MRI/CT 数据集的检测偏移量略高(中位数失真 0.92mm)。平均图像失真校正可提高几何精度,但残余失真仍不可忽略(中位数失真 0.51mm)。对于研究的所有三个数据集,都揭示了检测到的空间偏移量与其与 MRI 等中心点的距离之间存在显著的正相关关系。这项工作有助于更广泛地将 3T 成像应用于 SRS/SRT 治疗计划。所提出的方法可用于相应治疗工作流程的调试和质量保证计划。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0771/9126373/961284e50cc7/pone.0268925.g001.jpg

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