SAGA Heavy Ion Medical Accelerator in Tosu, 3049, Harakogamachi, Tosu, 841-0071, Japan.
Division of Medical Quantum Science, Department of Health Sciences, Faculty of Medical Sciences, Kyushu University, 3-1-1, Maidashi, Higashi-ku, Fukuoka, 812-8582, Japan.
Radiol Phys Technol. 2020 Jun;13(2):119-127. doi: 10.1007/s12194-020-00558-3. Epub 2020 Mar 14.
This study aimed to propose automated treatment planning approaches based on similar cases with beam angle optimizations using water equivalent path length (WEPL) to avoid lung and rib doses for lung stereotactic body radiation therapy (SBRT). Similar cases to an objective case were defined as cases, which were close to the objective case with respect to the Euclidean distances based on geometrical features. Initial similar-case-based (ISC) plans were generated by applying lung SBRT plans of similar cases to objective cases. Similar cases were selected using the Euclidean distances based on lung shape and geometrical features from a radiation treatment planning database with 174 cases. Beam angles of the ISC plans were optimized using a greedy algorithm based on a cost function to include absorbed doses in the lung and ribs in the WEPL. The 12 dose evaluation indices for the planning target volume, lung, spinal cord, and ribs were evaluated in the original plans, ISC plans, and optimized similar-case-based (OSC) plans with and without WEPL for 20 test cases to investigate its dosimetric impact. These findings revealed that V10 and the mean dose for the lung and V20, V30, and V40 for the ribs in the OSC plan with WEPL improved more significantly than those in the original and ISC plans. This study indicates a potential of similar cases, whose beam angle configurations were optimized with WEPL to avoid lung and rib doses in lung SBRT plans.
本研究旨在提出基于相似病例的自动治疗计划方法,并使用水当量路径长度 (WEPL) 进行射束角度优化,以避免肺部立体定向体部放射治疗 (SBRT) 的肺和肋骨剂量。与目标病例相似的病例定义为在基于几何特征的欧几里得距离方面接近目标病例的病例。通过将相似病例的肺部 SBRT 计划应用于目标病例,生成初始相似病例计划(ISC)。从包含 174 例的放射治疗计划数据库中,基于肺形状和几何特征的欧几里得距离选择相似病例。ISC 计划的射束角度使用基于成本函数的贪婪算法进行优化,以将肺部和肋骨中的吸收剂量纳入 WEPL。在 20 个测试病例中,对原始计划、ISC 计划和包含和不包含 WEPL 的优化相似病例计划(OSC)的计划靶区、肺、脊髓和肋骨的 12 个剂量评估指标进行评估,以研究其剂量学影响。研究结果表明,与原始计划和 ISC 计划相比,OSC 计划中包含 WEPL 的 V10 和肺的平均剂量以及肋骨的 V20、V30 和 V40 有显著改善。本研究表明,通过优化射束角度配置并避免肺部立体定向体部放射治疗计划中的肺和肋骨剂量,相似病例具有潜在应用价值。