• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于CBCT的双侧髋关节假体前列腺放疗剂量计算的自动化算法

Automated algorithm for CBCT-based dose calculations of prostate radiotherapy with bilateral hip prostheses.

作者信息

Almatani Turki, Hugtenburg Richard P, Lewis Ryan D, Barley Susan E, Edwards Mark A

机构信息

1 College of Medicine, Swansea University, Swansea, UK.

2 Department of Medical Physics and Clinical Engineering, Singleton Hospital, ABM University Health Board, Swansea, UK.

出版信息

Br J Radiol. 2016 Oct;89(1066):20160443. doi: 10.1259/bjr.20160443. Epub 2016 Jul 27.

DOI:10.1259/bjr.20160443
PMID:27461069
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5124811/
Abstract

OBJECTIVE

Cone beam CT (CBCT) images contain more scatter than a conventional CT image and therefore provide inaccurate Hounsfield units (HUs). Consequently, CBCT images cannot be used directly for radiotherapy dose calculation. The aim of this study is to enable dose calculations to be performed with the use of CBCT images taken during radiotherapy and evaluate the necessity of replanning.

METHODS

A patient with prostate cancer with bilateral metallic prosthetic hip replacements was imaged using both CT and CBCT. The multilevel threshold (MLT) algorithm was used to categorize pixel values in the CBCT images into segments of homogeneous HU. The variation in HU with position in the CBCT images was taken into consideration. This segmentation method relies on the operator dividing the CBCT data into a set of volumes where the variation in the relationship between pixel values and HUs is small. An automated MLT algorithm was developed to reduce the operator time associated with the process. An intensity-modulated radiation therapy plan was generated from CT images of the patient. The plan was then copied to the segmented CBCT (sCBCT) data sets with identical settings, and the doses were recalculated and compared.

RESULTS

Gamma evaluation showed that the percentage of points in the rectum with γ < 1 (3%/3 mm) were 98.7% and 97.7% in the sCBCT using MLT and the automated MLT algorithms, respectively. Compared with the planning CT (pCT) plan, the MLT algorithm showed -0.46% dose difference with 8 h operator time while the automated MLT algorithm showed -1.3%, which are both considered to be clinically acceptable, when using collapsed cone algorithm.

CONCLUSION

The segmentation of CBCT images using the method in this study can be used for dose calculation. For a patient with prostate cancer with bilateral hip prostheses and the associated issues with CT imaging, the MLT algorithms achieved a sufficient dose calculation accuracy that is clinically acceptable. The automated MLT algorithm reduced the operator time associated with implementing the MLT algorithm to achieve clinically acceptable accuracy. This saved time makes the automated MLT algorithm superior and easier to implement in the clinical setting.

ADVANCES IN KNOWLEDGE

The MLT algorithm has been extended to the complex example of a patient with bilateral hip prostheses, which with the introduction of automation is feasible for use in adaptive radiotherapy, as an alternative to obtaining a new pCT and reoutlining the structures.

摘要

目的

锥形束CT(CBCT)图像比传统CT图像包含更多散射,因此提供的亨氏单位(HU)不准确。因此,CBCT图像不能直接用于放射治疗剂量计算。本研究的目的是能够使用放射治疗期间采集的CBCT图像进行剂量计算,并评估重新计划的必要性。

方法

对一名患有双侧金属人工髋关节置换的前列腺癌患者进行CT和CBCT成像。使用多级阈值(MLT)算法将CBCT图像中的像素值分类为均匀HU段。考虑了CBCT图像中HU随位置的变化。这种分割方法依赖于操作员将CBCT数据划分为一组体积,其中像素值与HU之间关系的变化很小。开发了一种自动MLT算法以减少与该过程相关的操作员时间。根据患者的CT图像生成调强放射治疗计划。然后将该计划以相同设置复制到分割后的CBCT(sCBCT)数据集,并重新计算和比较剂量。

结果

伽马评估显示,在使用MLT和自动MLT算法的sCBCT中,直肠中γ<1(3%/3毫米)的点的百分比分别为98.7%和97.7%。与计划CT(pCT)计划相比,使用坍缩圆锥算法时,MLT算法显示剂量差异为-0.46%,操作员时间为8小时,而自动MLT算法显示剂量差异为-1.3%,两者均被认为在临床上可接受。

结论

使用本研究中的方法对CBCT图像进行分割可用于剂量计算。对于患有双侧髋关节假体的前列腺癌患者以及与CT成像相关的问题,MLT算法实现了临床上可接受的足够剂量计算精度。自动MLT算法减少了与实施MLT算法相关的操作员时间,以实现临床上可接受的精度。这种节省的时间使得自动MLT算法更优越,并且在临床环境中更易于实施。

知识进展

MLT算法已扩展到双侧髋关节假体患者的复杂示例,随着自动化的引入,它可用于自适应放射治疗,作为获取新的pCT并重新勾勒结构的替代方法。

相似文献

1
Automated algorithm for CBCT-based dose calculations of prostate radiotherapy with bilateral hip prostheses.基于CBCT的双侧髋关节假体前列腺放疗剂量计算的自动化算法
Br J Radiol. 2016 Oct;89(1066):20160443. doi: 10.1259/bjr.20160443. Epub 2016 Jul 27.
2
Evaluation of on-board kV cone beam computed tomography-based dose calculation with deformable image registration using Hounsfield unit modifications.基于 Hounsfield 单位修正的变形图像配准的机载千伏锥形束 CT 剂量计算评估。
Int J Radiat Oncol Biol Phys. 2014 Jun 1;89(2):416-23. doi: 10.1016/j.ijrobp.2014.02.007. Epub 2014 Mar 28.
3
Enhancement of Hounsfield unit distribution in cone-beam CT images for adaptive radiation therapy: Evaluation of a hybrid correction approach.锥形束 CT 图像中亨氏单位分布的增强用于自适应放射治疗:混合校正方法的评估。
Phys Med. 2020 Jan;69:269-274. doi: 10.1016/j.ejmp.2020.01.002. Epub 2020 Jan 8.
4
Investigating deformable image registration and scatter correction for CBCT-based dose calculation in adaptive IMPT.研究基于CBCT的自适应调强质子治疗剂量计算中的可变形图像配准和散射校正。
Med Phys. 2016 Oct;43(10):5635. doi: 10.1118/1.4962933.
5
Cone beam CT for QA of synthetic CT in MRI only for prostate patients.仅针对前列腺患者,使用锥形束CT对仅用于MRI的合成CT进行质量保证。
J Appl Clin Med Phys. 2018 Nov;19(6):44-52. doi: 10.1002/acm2.12429. Epub 2018 Sep 4.
6
Feasibility of automated proton therapy plan adaptation for head and neck tumors using cone beam CT images.使用锥形束CT图像对头颈部肿瘤进行自动质子治疗计划调整的可行性。
Radiat Oncol. 2016 Apr 30;11:64. doi: 10.1186/s13014-016-0641-7.
7
Monte Carlo calculation of imaging doses from diagnostic multidetector CT and kilovoltage cone-beam CT as part of prostate cancer treatment plans.基于前列腺癌治疗计划的诊断多层 CT 和千伏锥形束 CT 的成像剂量的蒙特卡罗计算。
Med Phys. 2010 Dec;37(12):6199-204. doi: 10.1118/1.3512791.
8
Validation of a deformable image registration technique for cone beam CT-based dose verification.基于锥形束CT的剂量验证中可变形图像配准技术的验证
Med Phys. 2015 Jan;42(1):196-205. doi: 10.1118/1.4903292.
9
Investigating CT to CBCT image registration for head and neck proton therapy as a tool for daily dose recalculation.研究用于头颈部质子治疗的CT到CBCT图像配准,作为每日剂量重新计算的工具。
Med Phys. 2015 Mar;42(3):1354-66. doi: 10.1118/1.4908223.
10
VMAT Optimization and Dose Calculation in the Presence of Metallic Hip Prostheses.VMAT 优化及金属髋关节假体存在时的剂量计算。
Technol Cancer Res Treat. 2019 Jan-Dec;18:1533033819892255. doi: 10.1177/1533033819892255.

引用本文的文献

1
Cone-beam computed tomography (CBCT) image-quality improvement using a denoising diffusion probabilistic model conditioned by pseudo-CBCT of pelvic regions.使用由骨盆区域的伪锥束计算机断层扫描(CBCT)条件化的去噪扩散概率模型来改善锥束计算机断层扫描(CBCT)图像质量。
Radiol Phys Technol. 2025 Jun;18(2):425-438. doi: 10.1007/s12194-025-00892-4. Epub 2025 Mar 4.
2
The geometric and dosimetric accuracy of kilovoltage cone beam computed tomography images for adaptive treatment: a systematic review.用于自适应治疗的千伏级锥形束计算机断层扫描图像的几何和剂量准确性:一项系统评价。
BJR Open. 2023 May 16;5(1):20220062. doi: 10.1259/bjro.20220062. eCollection 2023.
3
Evaluation of dose accumulation methods and workflows utilising cone beam computed tomography images.利用锥形束计算机断层扫描图像评估剂量积累方法和工作流程。
J Med Radiat Sci. 2023 Apr;70 Suppl 2(Suppl 2):26-36. doi: 10.1002/jmrs.622. Epub 2022 Sep 27.
4
Feasibility evaluation of kilovoltage cone-beam computed tomography dose calculation following scatter correction: investigations of phantom and representative tumor sites.散射校正后千伏级锥形束计算机断层扫描剂量计算的可行性评估:体模与代表性肿瘤部位研究
Transl Cancer Res. 2021 Aug;10(8):3726-3738. doi: 10.21037/tcr-21-495.
5
Geometric and Dosimetric Evaluation of Deep Learning-Based Automatic Delineation on CBCT-Synthesized CT and Planning CT for Breast Cancer Adaptive Radiotherapy: A Multi-Institutional Study.基于深度学习的乳腺癌自适应放疗中CBCT合成CT和计划CT自动轮廓勾画的几何与剂量学评估:一项多机构研究
Front Oncol. 2021 Nov 9;11:725507. doi: 10.3389/fonc.2021.725507. eCollection 2021.
6
Cone Beam CT (CBCT) Based Synthetic CT Generation Using Deep Learning Methods for Dose Calculation of Nasopharyngeal Carcinoma Radiotherapy.基于锥形束 CT(CBCT)的深度学习方法合成 CT 生成在鼻咽癌放疗剂量计算中的应用。
Technol Cancer Res Treat. 2021 Jan-Dec;20:15330338211062415. doi: 10.1177/15330338211062415.
7
Pelvic multi-organ segmentation on cone-beam CT for prostate adaptive radiotherapy.用于前列腺自适应放疗的锥形束CT盆腔多器官分割
Med Phys. 2020 Aug;47(8):3415-3422. doi: 10.1002/mp.14196. Epub 2020 May 11.
8
An evaluation of techniques for dose calculation on cone beam computed tomography.锥形束计算机断层扫描剂量计算技术的评估
Br J Radiol. 2019 Apr;92(1096):20180383. doi: 10.1259/bjr.20180383. Epub 2019 Feb 26.
9
Assessing the impact of choosing different deformable registration algorithms on cone-beam CT enhancement by histogram matching.评估选择不同形变配准算法对锥形束 CT 增强直方图匹配的影响。
Radiat Oncol. 2018 Nov 7;13(1):217. doi: 10.1186/s13014-018-1162-3.
10
Extended localization and adaptive dose calculation using HU corrected cone beam CT: Phantom study.使用HU校正锥形束CT的扩展定位与自适应剂量计算:体模研究
Rep Pract Oncol Radiother. 2018 Mar-Apr;23(2):126-135. doi: 10.1016/j.rpor.2018.01.005. Epub 2018 Feb 24.

本文引用的文献

1
Comparison of CT number calibration techniques for CBCT-based dose calculation.基于CBCT的剂量计算中CT值校准技术的比较
Strahlenther Onkol. 2015 Dec;191(12):970-8. doi: 10.1007/s00066-015-0890-7. Epub 2015 Sep 24.
2
A comparison of the quality assurance of four dosimetric tools for intensity modulated radiation therapy.四种调强放射治疗剂量学工具的质量保证比较。
Radiol Oncol. 2015 Aug 21;49(3):307-13. doi: 10.1515/raon-2015-0021. eCollection 2015 Sep.
3
Evaluation of on-board kV cone beam computed tomography-based dose calculation with deformable image registration using Hounsfield unit modifications.基于 Hounsfield 单位修正的变形图像配准的机载千伏锥形束 CT 剂量计算评估。
Int J Radiat Oncol Biol Phys. 2014 Jun 1;89(2):416-23. doi: 10.1016/j.ijrobp.2014.02.007. Epub 2014 Mar 28.
4
Feasibility of CBCT-based dose calculation: comparative analysis of HU adjustment techniques.基于 CBCT 的剂量计算的可行性:HU 调整技术的比较分析。
Radiother Oncol. 2012 Aug;104(2):249-56. doi: 10.1016/j.radonc.2012.06.007. Epub 2012 Jul 17.
5
Cone beam computed tomography number errors and consequences for radiotherapy planning: an investigation of correction methods.锥形束计算机断层扫描的数值误差及其对放射治疗计划的影响:校正方法的研究。
Int J Radiat Oncol Biol Phys. 2012 Sep 1;84(1):e109-14. doi: 10.1016/j.ijrobp.2012.02.019. Epub 2012 Apr 27.
6
Deformable image registration for contour propagation from CT to cone-beam CT scans in radiotherapy of prostate cancer.从 CT 到锥形束 CT 扫描的前列腺癌放射治疗中轮廓传播的可变形图像配准。
Acta Oncol. 2011 Aug;50(6):918-25. doi: 10.3109/0284186X.2011.577806.
7
A new strategy for online adaptive prostate radiotherapy based on cone-beam CT.基于锥形束 CT 的在线自适应前列腺放疗新策略。
Z Med Phys. 2009;19(4):264-76. doi: 10.1016/j.zemedi.2009.05.007. Epub 2009 Jun 21.
8
Image quality and stability of image-guided radiotherapy (IGRT) devices: A comparative study.图像引导放射治疗(IGRT)设备的图像质量和稳定性:一项对比研究。
Radiother Oncol. 2009 Oct;93(1):1-7. doi: 10.1016/j.radonc.2009.07.012. Epub 2009 Aug 18.
9
Investigation of the usability of conebeam CT data sets for dose calculation.锥形束CT数据集用于剂量计算的可用性研究。
Radiat Oncol. 2008 Dec 16;3:42. doi: 10.1186/1748-717X-3-42.
10
Correction of conebeam CT values using a planning CT for derivation of the "dose of the day".使用计划CT校正锥形束CT值以得出“当日剂量” 。
Radiother Oncol. 2007 Nov;85(2):195-200. doi: 10.1016/j.radonc.2007.08.010. Epub 2007 Oct 23.