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直肠癌混合自动规划解决方案的评估。

Evaluation of a hybrid automatic planning solution for rectal cancer.

机构信息

Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, China.

Department of Oncology, Shanghai Medical College Fudan University, Shanghai, China.

出版信息

Radiat Oncol. 2022 Oct 13;17(1):166. doi: 10.1186/s13014-022-02129-9.

Abstract

BACKGROUND

Script-based planning and knowledge-based planning are two kinds of automatic planning solutions. Hybrid automatic planning may integrate the advantages of both solutions and provide a more robust automatic planning solution in the clinic. In this study, we evaluated and compared a commercially available hybrid planning solution with manual planning and script-based planning.

METHODS

In total, 51 rectal cancer patients in our institution were enrolled in this study. Each patient generated 7 plans: one clinically accepted manual plan ([Formula: see text]), three script-based plans and three hybrid plans generated with the volumetric-modulated arc therapy technique and 3 different clinical goal settings: easy, moderate and hard ([Formula: see text], [Formula: see text], [Formula: see text], [Formula: see text], [Formula: see text] and [Formula: see text]). Planning goals included planning target volume (PTV) D, bladder D and femur head D. The PTV prescription was the same (50.00 Gy) for the 3 goal settings. The hard setting required a lower PTV D and stricter organ at risk (OAR) dose, while the easy setting was the opposite. Plans were compared using dose metrics and plan quality metric (PQM) scores, including bladder D and D, left and right femur head D and D, PTV D, D, CI (conformity index) and HI (homogeneity index).

RESULTS

Compared to manual planning, hybrid planning with all settings significantly reduced the OAR dose (p < 0.05, paired t-test or Wilcoxon signed rank test) for all dose-volume indices, except D of the left femur head. For script-based planning, [Formula: see text] significantly increased the OAR dose for the femur head and D and the PTV homogeneity index (p < 0.05, paired t-test or Wilcoxon signed rank test). Meanwhile, the maximum dose of the PTV was largely increased with hard script-based planning (D2 = 56.06 ± 7.57 Gy). For all three settings, the comparison of PQM between hybrid planning and script-based planning showed significant differences, except for D of the left femur head and PTV D. The total PQM showed that hybrid planning could provide a better and more robust plan quality than script-based planning.

CONCLUSIONS

The hybrid planning solution was manual-planning comparable for rectal cancer. Hybrid planning can provide a better and more robust plan quality than script-based planning.

摘要

背景

基于脚本的规划和基于知识的规划是两种自动规划解决方案。混合自动规划可能会集成这两种解决方案的优势,并为临床提供更强大的自动规划解决方案。在这项研究中,我们评估并比较了一种商用混合规划解决方案与手动规划和基于脚本的规划。

方法

我们机构共纳入 51 例直肠癌患者,每位患者生成 7 个计划:一个临床可接受的手动计划([Formula: see text])、三个基于脚本的计划和三个使用容积调强弧形治疗技术并采用 3 种不同临床目标设置([Formula: see text]、[Formula: see text]、[Formula: see text])生成的混合计划。规划目标包括计划靶区体积(PTV)D、膀胱 D 和股骨头 D。3 种目标设置的 PTV 处方剂量相同(50.00 Gy)。硬目标设置要求 PTV D 较低且危及器官(OAR)剂量更严格,而软目标设置则相反。通过剂量指标和计划质量指标(PQM)评分比较计划,包括膀胱 D 和 D、左右股骨头 D 和 D、PTV D、D、CI(适形指数)和 HI(均匀性指数)。

结果

与手动规划相比,所有设置的混合规划均显著降低了除左侧股骨头 D 外所有剂量-体积指标的 OAR 剂量(p<0.05,配对 t 检验或 Wilcoxon 符号秩检验)。对于基于脚本的规划,[Formula: see text]显著增加了股骨头和 D 的 OAR 剂量以及 PTV 均匀性指数(p<0.05,配对 t 检验或 Wilcoxon 符号秩检验)。同时,硬脚本规划大大增加了 PTV 的最大剂量(D2=56.06±7.57 Gy)。对于所有 3 种设置,混合规划与基于脚本的规划之间的 PQM 比较均显示出显著差异,除了左侧股骨头 D 和 PTV D。总 PQM 表明,混合规划可为直肠癌患者提供更好、更稳健的计划质量。

结论

混合规划解决方案可与直肠癌的手动规划相媲美。混合规划可为直肠癌患者提供更好、更稳健的计划质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7880/9563136/b2d25192132b/13014_2022_2129_Fig1_HTML.jpg

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