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Hybrid proton-photon inverse optimization with uniformity-regularized proton and photon target dose

机译:用均匀性 - 正则化质子和光子靶剂剂量的杂交质子 - 光子逆优化

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The goal of radiation therapy is to deliver tumoricidal dose to clinical target volume (CTV) while sparing organs-at-risk (OAR). We hypothesize that the joint use of proton and photon radiation therapy via appropriate hybrid proton-photon inverse planning method will be more favorable than proton or photon therapy alone, in terms of optimized combination of CTV coverage and OAR sparing. This work develops hybrid proton-photon inverse optimization method that simultaneously optimizes proton and photon variables. To account for delivery uncertainty, proton dose is targeted at CTV using robust optimization, and photon dose is targeted at either CTV using robust optimization or planning target volume (PTV) using the same setup shifts. The optimization objectives enforce OAR sparing and uniform CTV coverage for the total dose, while imposing uniform-dose regularization at targets for both the proton and photon component in order for both components to be individually deliverable. The hybrid problem with dose-volume-histogram (DVH) constraints is nonconvex and solved by iterative convex relaxations of DVH constraints and alternating direction method of multipliers (ADMM). Preliminary results suggest the hybrid proton-photon planning potentially improves proton or photon planning in terms of optimized combination of CTV coverage and OAR sparing.
机译:放射治疗的目标是将催眠剂量递送至临床靶体积(CTV),同时保留器官风险(OAR)。我们假设通过适当的杂交质子 - 光子逆计划的质子和光子放射治疗的联合使用比单独的质子或光子疗法更有利,就CTV覆盖和桨备件的优化组合而言。这项工作开发了混合质子 - 光子逆优化方法,同时优化质子和光子变量。为了考虑递送不确定度,质子剂量在CTV使用鲁棒优化靶向,并且使用相同的设置偏移使用鲁棒优化或规划目标体积(PTV)在CTV处靶向光子剂量。优化目标为总剂量实施OAR备件和均匀CTV覆盖,同时在质子和光子组件的靶中施加均匀剂量正则化,以便为两个部件可单独递送。具有剂量 - 体积直方图(DVH)约束的混合问题是非凸起的并且通过DVH约束的迭代凸弛豫和乘法器(ADMM)的交替方向方法来解决。初步结果表明,在CTV覆盖和OAR备件的优化组合方面,杂交质子 - 光子规划可能改善质子或光子规划。

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