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改良快速自适应散射核叠加(mfASKS)校正及其对基于锥形束 CT 的质子治疗剂量计算的剂量学影响。

Modified fast adaptive scatter kernel superposition (mfASKS) correction and its dosimetric impact on CBCT-based proton therapy dose calculation.

机构信息

Department of Radiation Oncology, Graduate School of Medicine, Hokkaido University, Sapporo, 060-8638, Japan.

Global Station for Quantum Medical Science and Engineering, Global Institution for Collaborative Research and Education (GI-CoRE), Hokkaido University, Sapporo, 060-8648, Japan.

出版信息

Med Phys. 2020 Jan;47(1):190-200. doi: 10.1002/mp.13878. Epub 2019 Nov 22.

Abstract

PURPOSE

While cone beam computed tomography (CBCT) is able to provide patient anatomical information, its image quality is severely degraded due to scatter contamination, which degrades the accuracy of CBCT-based dose distribution estimation in proton therapy. In this work, we combined two existing scatter kernel correction methods: the point-spread function (PSF)-based scatter kernel derivation method and the fast adaptive scatter kernel superposition (fASKS) model, and evaluated the impact of the modified fASKS (mfASKS) correction on the accuracy of proton dose distribution estimation. To evaluate feasibility of the mfASKS approach using accurate scatter distributions, both Monte Carlo simulations and experiments were performed for an on-board CBCT machine integrated with a proton therapy machine.

METHODS

We developed a strategy to modify central intensity, constant intensity, and amplitude of the scatter kernels derived from PSFs for the fASKS model. A parameter required for the fASKS model was derived by optimizing uniformity in the mfASKS-corrected reconstructed images. Subsequently, the mfASKS model was used to remove scatter in CBCT imaging. We quantitatively compared the Hounsfield Unit (HU) and proton stopping power ratio (SPR) images for five different phantoms. To assess improvement of dose calculation accuracy, a series of proton treatment plans were produced using the CBCT images with and without the mfASKS correction.

RESULTS

The accuracies of both HU and SPR intensity quantifications are improved as a result of the mfASKS correction. Mean absolute water-equivalent path length difference to the true value decreases from 10.3 to 0.934 mm for the Gammex phantom (simulation). At the same time, mfASKS is able to offer more accurate dose distributions, especially at the distal fall-off region where noticeable dose overestimation is observed in the uncorrected scenario. Mean absolute relative error of proton range in the pelvic phantom improves from 5.03% to 2.57% (experiment).

CONCLUSIONS

mfASKS enables more accurate CBCT-based proton dose calculation. This technique has significant implications in image-guided radiotherapy and dose verifications in adaptive proton therapy.

摘要

目的

虽然锥形束计算机断层扫描(CBCT)能够提供患者解剖信息,但由于散射污染,其图像质量严重下降,这降低了基于 CBCT 的质子治疗剂量分布估计的准确性。在这项工作中,我们结合了两种现有的散射核校正方法:基于点扩散函数(PSF)的散射核推导方法和快速自适应散射核叠加(fASKS)模型,并评估了修正后的 fASKS(mfASKS)校正对质子剂量分布估计准确性的影响。为了使用准确的散射分布评估 mfASKS 方法的可行性,我们针对与质子治疗机集成的机载 CBCT 机进行了蒙特卡罗模拟和实验。

方法

我们开发了一种策略,用于修改源自 PSF 的 fASKS 模型的中心强度、恒定强度和散射核的幅度。通过优化 mfASKS 校正重建图像中的均匀性,推导出 fASKS 模型所需的一个参数。随后,使用 mfASKS 模型去除 CBCT 成像中的散射。我们对五个不同的体模进行了 HU 和质子阻止本领比(SPR)图像的定量比较。为了评估剂量计算准确性的提高,使用 mfASKS 校正前后的 CBCT 图像生成了一系列质子治疗计划。

结果

mfASKS 校正后,HU 和 SPR 强度定量的准确性都得到了提高。Gammex 体模(模拟)的真实水等效路径长度差值的平均绝对误差从 10.3 减小到 0.934mm。同时,mfASKS 能够提供更准确的剂量分布,特别是在未校正情况下观察到明显剂量高估的远端下降区域。骨盆体模的质子射程平均绝对相对误差从 5.03%提高到 2.57%(实验)。

结论

mfASKS 能够实现更准确的基于 CBCT 的质子剂量计算。这项技术在图像引导放疗和自适应质子治疗中的剂量验证方面具有重要意义。

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