Suppr超能文献

多图谱法在主动骨髓保护放疗中的应用:NRG-GY006 试验中的实施。

A Multi-atlas Approach for Active Bone Marrow Sparing Radiation Therapy: Implementation in the NRG-GY006 Trial.

机构信息

Department of Radiation Medicine and Applied Sciences, University of California San Diego, La Jolla, California.

NRG Oncology, Statistics and Data Management Center, Roswell Park Cancer Institute, Buffalo, New York.

出版信息

Int J Radiat Oncol Biol Phys. 2020 Dec 1;108(5):1240-1247. doi: 10.1016/j.ijrobp.2020.06.071. Epub 2020 Jul 3.

Abstract

PURPOSE

Sparing active bone marrow (ABM) can reduce acute hematologic toxicity in patients undergoing chemoradiotherapy for cervical cancer, but ABM segmentation based on positron emission tomography/computed tomography (PET/CT) is costly. We sought to develop an atlas-based ABM segmentation method for implementation in a prospective clinical trial.

METHODS AND MATERIALS

A multiatlas was built on a training set of 144 patients and validated in 32 patients from the NRG-GY006 clinical trial. ABM for individual patients was defined as the subvolume of pelvic bone greater than the individual mean standardized uptake value on registered F-fluorodeoxyglucose PET/CT images. Atlas-based and custom ABM segmentations were compared using the Dice similarity coefficient and mean distance to agreement and used to generate ABM-sparing intensity modulated radiation therapy plans. Dose-volume metrics and normal tissue complication probabilities of the two approaches were compared using linear regression.

RESULTS

Atlas-based ABM volumes (mean [standard deviation], 548.4 [88.3] cm) were slightly larger than custom ABM volumes (535.1 [93.2] cm), with a Dice similarity coefficient of 0.73. Total pelvic bone marrow V and D were systematically higher and custom ABM V was systematically lower with custom-based plans (slope: 1.021 [95% confidence interval (CI), 1.005-1.037], 1.014 [95% CI, 1.006-1.022], and 0.98 [95% CI, 0.97-0.99], respectively). We found no significant differences between atlas-based and custom-based plans in bowel, rectum, bladder, femoral heads, or target dose-volume metrics.

CONCLUSIONS

Atlas-based ABM segmentation can reduce pelvic bone marrow dose while achieving comparable target and other normal tissue dosimetry. This approach may allow ABM sparing in settings where PET/CT is unavailable.

摘要

目的

在接受宫颈癌放化疗的患者中,保留活性骨髓(ABM)可以减少急性血液学毒性,但基于正电子发射断层扫描/计算机断层扫描(PET/CT)的 ABM 分割较为昂贵。我们旨在开发一种基于图谱的 ABM 分割方法,以便在前瞻性临床试验中实施。

方法和材料

在 144 例患者的训练集中构建了多图谱,并在 NRG-GY006 临床试验中的 32 例患者中进行了验证。个体患者的 ABM 定义为在注册的 F-氟代脱氧葡萄糖 PET/CT 图像上个体标准化摄取值较高的骨盆骨的子体积。使用 Dice 相似系数和平均一致性距离比较基于图谱和定制 ABM 分割,并用于生成 ABM 节约型调强放疗计划。使用线性回归比较两种方法的剂量-体积指标和正常组织并发症概率。

结果

基于图谱的 ABM 体积(平均值[标准差],548.4[88.3]cm3)略大于定制 ABM 体积(535.1[93.2]cm3),Dice 相似系数为 0.73。基于图谱的计划中总骨盆骨髓 V 和 D 系统较高,而定制 ABM V 系统较低(斜率:1.021[95%置信区间(CI),1.005-1.037]、1.014[95%CI,1.006-1.022]和 0.98[95%CI,0.97-0.99])。我们在肠、直肠、膀胱、股骨头或靶区剂量-体积指标方面未发现基于图谱和定制计划之间的显著差异。

结论

基于图谱的 ABM 分割可以减少骨盆骨髓剂量,同时实现类似的靶区和其他正常组织剂量学。在 PET/CT 不可用的情况下,这种方法可能允许进行 ABM 节约。

相似文献

引用本文的文献

本文引用的文献

5
Multi-atlas segmentation of biomedical images: A survey.生物医学图像的多图谱分割:一项综述。
Med Image Anal. 2015 Aug;24(1):205-219. doi: 10.1016/j.media.2015.06.012. Epub 2015 Jul 6.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验