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双能计算机断层扫描图像噪声在质子治疗计划中的影响。

The influence of dual-energy computed tomography image noise in proton therapy treatment planning.

作者信息

Näsmark Torbjörn, Andersson Jonas

机构信息

Department of Radiation Sciences, Radiation Physics, Umeå University, SE-901 85 UMEÅ, Sweden.

出版信息

Phys Imaging Radiat Oncol. 2023 Sep 20;28:100493. doi: 10.1016/j.phro.2023.100493. eCollection 2023 Oct.

DOI:10.1016/j.phro.2023.100493
PMID:37789872
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10544042/
Abstract

BACKGROUND AND PURPOSE

In proton therapy, a 3.5% margin is often used to account for proton range uncertainties, of which computed tomography (CT) image noise is assumed to contribute 0.5%. This work evaluates the noise-sensitivity of three dual-energy computed tomography (DECT)-based methods for mapping proton stopping power relative to water (SPR): Näsmark & Andersson (N&A), Landry-Saito (L-S), and the commercial application DirectSPR.

METHODS AND MATERIALS

DECT image data of a CIRS-062M phantom was acquired with CT scanners from two different vendors. Acquisitions were repeated 30 times to account for intra- and inter-scan variations. SPR maps were generated with the three DECT-based methods and range simulated in a commercial treatment planning system.

RESULTS

Noise in input data was amplified in L-S SPR maps, kept level with DirectSPR, while N&A compressed noise overall but displayed sensitivity to the choice of input data, potentially leading to increased noise levels. In our simulations, only N&A improved upon the assumed 0.5% noise contribution to range uncertainty on one scanner. On the other scanner, uncertainties exceeded 0.5% for all three methods. Mitigation of this issue was demonstrated by using a method employing virtual mono-energetic images as input. Increasing imaging radiation dose, as expected, alleviates the problem, while applying noise reduction only helped to a lesser extent.

CONCLUSIONS

While range uncertainty due to noise is small compared to other contributions, it becomes more important as we move towards smaller treatment margins and the noise-sensitivity of SPR mapping methods should be carefully estimated and considered before clinical implementation.

摘要

背景与目的

在质子治疗中,通常采用3.5%的边界来考虑质子射程的不确定性,其中计算机断层扫描(CT)图像噪声被认为占0.5%。本研究评估了三种基于双能计算机断层扫描(DECT)的用于绘制相对于水的质子阻止本领(SPR)图谱的方法的噪声敏感性:Näsmark & Andersson(N&A)法、Landry-Saito(L-S)法以及商业应用DirectSPR法。

方法与材料

使用来自两家不同厂商的CT扫描仪采集CIRS-062M体模的DECT图像数据。重复采集30次以考虑扫描内和扫描间的变化。使用这三种基于DECT的方法生成SPR图谱,并在商业治疗计划系统中模拟射程。

结果

输入数据中的噪声在L-S SPR图谱中被放大,在DirectSPR图谱中保持不变,而N&A法总体上压缩了噪声,但对输入数据的选择显示出敏感性,这可能导致噪声水平增加。在我们的模拟中,只有N&A法在一台扫描仪上改善了假设的0.5%的噪声对射程不确定性的贡献。在另一台扫描仪上,所有三种方法的不确定性都超过了0.5%。通过使用一种将虚拟单能图像作为输入的方法证明了该问题的缓解。正如预期的那样,增加成像辐射剂量可缓解该问题,而仅应用降噪的帮助较小。

结论

虽然与其他因素相比,噪声引起的射程不确定性较小,但随着我们朝着更小的治疗边界发展,它变得更加重要,并且在临床实施之前应仔细估计和考虑SPR图谱绘制方法的噪声敏感性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d599/10544042/5755253f1747/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d599/10544042/0b30a4154262/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d599/10544042/5755253f1747/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d599/10544042/0b30a4154262/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d599/10544042/5755253f1747/gr2.jpg

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Reduction of clinical safety margins in proton therapy enabled by the clinical implementation of dual-energy CT for direct stopping-power prediction.通过临床实施双能 CT 进行直接阻止本领预测,实现质子治疗的临床安全裕度降低。
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Proton stopping power prediction based on dual-energy CT-generated virtual monoenergetic images.
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