Dose-volume objectives in multi-criteria optimization

被引:42
|
作者
Halabi, Tarek [1 ]
Craft, David
Bortfeld, Thomas
机构
[1] Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA USA
[2] Harvard Univ, Sch Med, Boston, MA USA
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2006年 / 51卷 / 15期
关键词
D O I
10.1088/0031-9155/51/15/014
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Unlike conventional optimization with dose-volume (DV) constraints, multicriteria optimization (MCO) with DV objectives provides tradeoff information which we believe is necessary for choosing better treatment plans. We show that the MCO formulation with DV objectives is better suited to convex approximation than conventional formulations with DV constraints. We provide a relaxation of the integer programming formulation which reduces the computation time for a single plan from over 5 h to about 2 min, without significantly compromising the results. We also derive a heuristic to improve on the relaxed solutions, adding only a few additional minutes of computation time. We apply these techniques to a skull based tumour case and a paraspinal tumour case. Based on a careful examination of the driving terms in the relaxed formulation and the heuristic, we argue that our techniques should apply more generally for DV objectives in multi-objective IMRT treatment planning.
引用
收藏
页码:3809 / 3818
页数:10
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