Modiri A, Gu X, Hagan A, Bland R, Iyengar P, Timmerman R, Sawant A
Department of Radiation Oncology, The University of Texas Southwestern Medical Center, TX, USA. Department of Radiation Oncology, The University of Maryland, School of Medicine, Baltimore, MD, USA.
Phys Med Biol. 2016 Aug 21;61(16):6181-202. doi: 10.1088/0031-9155/61/16/6181. Epub 2016 Aug 1.
A critical aspect of highly potent regimens such as lung stereotactic body radiation therapy (SBRT) is to avoid collateral toxicity while achieving planning target volume (PTV) coverage. In this work, we describe four dimensional conformal radiotherapy using a highly parallelizable swarm intelligence-based stochastic optimization technique. Conventional lung CRT-SBRT uses a 4DCT to create an internal target volume and then, using forward-planning, generates a 3D conformal plan. In contrast, we investigate an inverse-planning strategy that uses 4DCT data to create a 4D conformal plan, which is optimized across the three spatial dimensions (3D) as well as time, as represented by the respiratory phase. The key idea is to use respiratory motion as an additional degree of freedom. We iteratively adjust fluence weights for all beam apertures across all respiratory phases considering OAR sparing, PTV coverage and delivery efficiency. To demonstrate proof-of-concept, five non-small-cell lung cancer SBRT patients were retrospectively studied. The 4D optimized plans achieved PTV coverage comparable to the corresponding clinically delivered plans while showing significantly superior OAR sparing ranging from 26% to 83% for D max heart, 10%-41% for D max esophagus, 31%-68% for D max spinal cord and 7%-32% for V 13 lung.
诸如肺部立体定向体部放射治疗(SBRT)等高效治疗方案的一个关键方面是在实现计划靶区(PTV)覆盖的同时避免附带毒性。在这项工作中,我们描述了使用基于高度可并行化群体智能的随机优化技术进行四维适形放疗。传统的肺部CRT - SBRT使用4DCT创建内部靶区,然后通过正向计划生成三维适形计划。相比之下,我们研究一种逆向计划策略,该策略使用4DCT数据创建四维适形计划,该计划在三个空间维度(3D)以及由呼吸相位表示的时间上进行优化。关键思想是将呼吸运动用作额外的自由度。我们在考虑危及器官(OAR)保护、PTV覆盖和照射效率的情况下,对所有呼吸相位的所有射野孔径迭代调整注量权重。为了证明概念验证,我们对五例非小细胞肺癌SBRT患者进行了回顾性研究。四维优化计划实现的PTV覆盖与相应的临床实施计划相当,同时在危及器官保护方面表现出显著优势,Dmax心脏的保护范围为26%至83%,Dmax食管为10%至41%,Dmax脊髓为31%至68%,V13肺为7%至32%。