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基于知识模型评估宫颈癌腔内近距离放疗施源器剂量差异。

Evaluation of dose differences between intracavitary applicators for cervical brachytherapy using knowledge-based models.

机构信息

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

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

出版信息

Brachytherapy. 2021 Nov-Dec;20(6):1323-1333. doi: 10.1016/j.brachy.2021.08.010. Epub 2021 Oct 2.

Abstract

PURPOSE

Currently, there is a lack of patient-specific tools to guide brachytherapy planning and applicator choice for cervical cancer. The purpose of this study is to evaluate the accuracy of organ-at-risk (OAR) dose predictions using knowledge-based intracavitary models, and the use of these models and clinical data to determine the dosimetric differences of tandem-and-ring (T&R) and tandem-and-ovoids (T&O) applicators.

MATERIALS AND METHODS

Knowledge-based models, which predict organ D, were trained on 77/75 cases and validated on 32/38 for T&R/T&O applicators. Model performance was quantified using ΔD=D-D, with standard deviation (σ(ΔD)) representing precision. Model-predicted applicator dose differences were determined by applying T&O models to T&R cases, and vice versa, and compared to clinically-achieved D differences. Applicator differences were assessed using a Student's t-test (p < 0.05 significant).

RESULTS

Validation T&O/T&R model precision was 0.65/0.55 Gy, 0.55/0.38 Gy, and 0.43/0.60 Gy for bladder, rectum and sigmoid, respectively, and similar to training. When applying T&O/T&R models to T&R/T&O cases, bladder, rectum and sigmoid D values in EQD2 were on average 5.69/2.62 Gy, 7.31/6.15 Gy and 3.65/0.69 Gy lower for T&R, with similar HRCTV volume and coverage. Clinical data also showed lower T&R OAR doses, with mean EQD2 D deviations of 0.61 Gy, 7.96 Gy (p < 0.01) and 5.86 Gy (p < 0.01) for bladder, rectum and sigmoid.

CONCLUSIONS

Accurate knowledge-based dose prediction models were developed for two common intracavitary applicators. These models could be beneficial for standardizing and improving the quality of brachytherapy plans. Both models and clinical data suggest that significant OAR sparing can be achieved with T&R over T&O applicators, particularly for the rectum.

摘要

目的

目前,缺乏用于指导宫颈癌近距离放射治疗计划和施源器选择的患者特异性工具。本研究旨在评估基于知识的腔内模型预测危及器官(OAR)剂量的准确性,并利用这些模型和临床数据确定TandR(T&R)和 TandO(T&O)施源器的剂量学差异。

材料与方法

基于知识的模型,用于预测器官 D,在 77/75 例患者中进行了训练,并在 32/38 例 T&R/T&O 施源器中进行了验证。通过 D-D 来量化模型性能,其中标准差(σ(ΔD))代表精度。通过将 T&O 模型应用于 T&R 病例,并将其反应用于 T&R 病例,来确定模型预测的施源器剂量差异,并与临床获得的 D 差异进行比较。使用学生 t 检验(p < 0.05 为显著差异)评估施源器差异。

结果

验证 T&O/T&R 模型的精度分别为膀胱、直肠和乙状结肠 0.65/0.55 Gy、0.55/0.38 Gy 和 0.43/0.60 Gy,与训练时相似。当将 T&O/T&R 模型应用于 T&R/T&O 病例时,T&R 病例的膀胱、直肠和乙状结肠的 EQD2 D 值平均分别低 5.69/2.62 Gy、7.31/6.15 Gy 和 3.65/0.69 Gy,HRCTV 体积和覆盖范围相似。临床数据也显示 T&R 的 OAR 剂量较低,膀胱、直肠和乙状结肠的平均 EQD2 D 偏差分别为 0.61 Gy、7.96 Gy(p < 0.01)和 5.86 Gy(p < 0.01)。

结论

为两种常见的腔内施源器开发了准确的基于知识的剂量预测模型。这些模型可以有助于标准化和提高近距离放射治疗计划的质量。模型和临床数据均表明,T&R 与 T&O 施源器相比,OAR 显著节省,特别是直肠。

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