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在参考剂量约束下通过优化实现放射治疗计划的自动改进。

Automated improvement of radiation therapy treatment plans by optimization under reference dose constraints.

机构信息

Division of Optimization and Systems Theory, Department of Mathematics, KTH Royal Institute of Technology, SE-100 44 Stockholm, Sweden. RaySearch Laboratories, Sveavägen 25, SE-111 34 Stockholm, Sweden.

出版信息

Phys Med Biol. 2012 Dec 7;57(23):7799-811. doi: 10.1088/0031-9155/57/23/7799. Epub 2012 Nov 6.

Abstract

A method is presented that automatically improves upon previous treatment plans by optimization under reference dose constraints. In such an optimization, a previous plan is taken as reference and a new optimization is performed toward some goal, such as minimization of the doses to healthy structures under the constraint that no structure can become worse off than in the reference plan. Two types of constraints that enforce this are discussed: either each voxel or each dose-volume histogram of the improved plan must be at least as good as in the reference plan. These constraints ensure that the quality of the dose distribution cannot deteriorate, something that constraints on conventional physical penalty functions do not. To avoid discontinuous gradients, which may restrain gradient-based optimization algorithms, the positive part operators that constitute the optimization functions are regularized. The method was applied to a previously optimized plan for a C-shaped phantom and the effects of the choice of regularization parameter were studied. The method resulted in reduced integral dose and reduced doses to the organ at risk while maintaining target homogeneity. It could be used to improve upon treatment plans directly or as a means of quality control of plans.

摘要

本文提出了一种方法,通过参考剂量约束下的优化来自动改进先前的治疗计划。在这种优化中,以前的计划被用作参考,然后朝着某个目标进行新的优化,例如在不允许任何结构比参考计划更差的约束下,使健康结构的剂量最小化。讨论了两种强制执行此约束的类型:改进后的计划的每个体素或每个剂量-体积直方图都必须至少与参考计划一样好。这些约束确保剂量分布的质量不会恶化,这是常规物理惩罚函数约束所做不到的。为了避免可能限制基于梯度的优化算法的不连续梯度,构成优化函数的正算子被正则化。该方法应用于先前优化的 C 形体模的计划,并研究了正则化参数选择的影响。该方法降低了整体剂量和危及器官的剂量,同时保持了靶区的均匀性。它可以用于直接改进治疗计划,也可以用于计划的质量控制。

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