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用于颅外MRI引导放射治疗模拟研究的4D计算体模中空间畸变效应的整合:初步结果。

Integration of spatial distortion effects in a 4D computational phantom for simulation studies in extra-cranial MRI-guided radiation therapy: Initial results.

作者信息

Kroll C, Dietrich O, Bortfeldt J, Kamp F, Neppl S, Belka C, Parodi K, Baroni G, Paganelli C, Riboldi M

机构信息

Department of Medical Physics, Ludwig-Maximilians University, Garching, 85748, Germany.

Department of Radiology, University Hospital, LMU Munich, Munich, 81377, Germany.

出版信息

Med Phys. 2021 Apr;48(4):1646-1660. doi: 10.1002/mp.14611. Epub 2020 Dec 13.

Abstract

PURPOSE

Spatial distortions in magnetic resonance imaging (MRI) are mainly caused by inhomogeneities of the static magnetic field, nonlinearities in the applied gradients, and tissue-specific magnetic susceptibility variations. These factors may significantly alter the geometrical accuracy of the reconstructed MR image, thus questioning the reliability of MRI for guidance in image-guided radiation therapy. In this work, we quantified MRI spatial distortions and created a quantitative model where different sources of distortions can be separated. The generated model was then integrated into a four-dimensional (4D) computational phantom for simulation studies in MRI-guided radiation therapy at extra-cranial sites.

METHODS

A geometrical spatial distortion phantom was designed in four modules embedding laser-cut PMMA grids, providing 3520 landmarks in a field of view of (345 × 260 × 480) mm . The construction accuracy of the phantom was verified experimentally. Two fast MRI sequences for extra-cranial imaging at 1.5 T were investigated, considering axial slices acquired with online distortion correction, in order to mimic practical use in MRI-guided radiotherapy. Distortions were separated into their sources by acquisition of images with gradient polarity reversal and dedicated susceptibility calculations. Such a separation yielded a quantitative spatial distortion model to be used for MR imaging simulations. Finally, the obtained spatial distortion model was embedded into an anthropomorphic 4D computational phantom, providing registered virtual CT/MR images where spatial distortions in MRI acquisition can be simulated.

RESULTS

The manufacturing accuracy of the geometrical distortion phantom was quantified to be within 0.2 mm in the grid planes and 0.5 mm in depth, including thickness variations and bending effects of individual grids. Residual spatial distortions after MRI distortion correction were strongly influenced by the applied correction mode, with larger effects in the trans-axial direction. In the axial plane, gradient nonlinearities caused the main distortions, with values up to 3 mm in a 1.5 T magnet, whereas static field and susceptibility effects were below 1 mm. The integration in the 4D anthropomorphic computational phantom highlighted that deformations can be severe in the region of the thoracic diaphragm, especially when using axial imaging with 2D distortion correction. Adaptation of the phantom based on patient-specific measurements was also verified, aiming at increased realism in the simulation.

CONCLUSIONS

The implemented framework provides an integrated approach for MRI spatial distortion modeling, where different sources of distortion can be quantified in time-dependent geometries. The computational phantom represents a valuable platform to study motion management strategies in extra-cranial MRI-guided radiotherapy, where the effects of spatial distortions can be modeled on synthetic images in a virtual environment.

摘要

目的

磁共振成像(MRI)中的空间畸变主要由静磁场的不均匀性、所施加梯度的非线性以及组织特异性磁化率变化引起。这些因素可能会显著改变重建MR图像的几何精度,从而对MRI在图像引导放射治疗中的引导可靠性提出质疑。在本研究中,我们对MRI空间畸变进行了量化,并创建了一个定量模型,在该模型中可以分离不同的畸变源。然后将生成的模型集成到一个四维(4D)计算体模中,用于颅外部位MRI引导放射治疗的模拟研究。

方法

设计了一个几何空间畸变体模,分为四个模块,嵌入激光切割的聚甲基丙烯酸甲酯(PMMA)网格,在(345×260×480)mm的视野内提供3520个标记点。通过实验验证了体模的构建精度。研究了1.5T时用于颅外成像的两种快速MRI序列,考虑了采用在线畸变校正采集的轴向切片,以模拟MRI引导放射治疗中的实际应用。通过采集具有梯度极性反转的图像和进行专门的磁化率计算,将畸变分离为不同的源。这种分离产生了一个用于MR成像模拟的定量空间畸变模型。最后,将获得的空间畸变模型嵌入到一个拟人化的4D计算体模中,提供配准的虚拟CT/MR图像,在其中可以模拟MRI采集中的空间畸变。

结果

几何畸变体模的制造精度在网格平面内量化为0.2mm以内,深度为0.5mm以内,包括单个网格的厚度变化和弯曲效应。MRI畸变校正后的残余空间畸变受到所应用校正模式的强烈影响,在横轴方向上影响更大。在轴向平面上,梯度非线性引起主要畸变,在1.5T磁体中值可达3mm,而静磁场和磁化率效应低于1mm。在4D拟人化计算体模中的集成突出表明,在横膈膜区域变形可能很严重,特别是在使用二维畸变校正的轴向成像时。还验证了基于患者特定测量对体模的调整,旨在提高模拟的真实感。

结论

所实施的框架为MRI空间畸变建模提供了一种综合方法,在该方法中可以在随时间变化的几何结构中对不同的畸变源进行量化。计算体模是研究颅外MRI引导放射治疗中运动管理策略的一个有价值的平台,在该平台中可以在虚拟环境中的合成图像上模拟空间畸变的影响。

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