Radiotherapy Dose Fractionation under Parameter Uncertainty

被引:2
作者
Davison, Matt [1 ,2 ,3 ]
Kim, Daero [1 ]
Keller, Harald [4 ,5 ]
机构
[1] Univ Western Ontario, Dept Appl Math, London, ON N6A 5B9, Canada
[2] Univ Western Ontario, Dept Stat & Actuar Sci, London, ON N6A 5B9, Canada
[3] Univ Western Ontario, Ivey Sch Business, London, ON N6A 5B9, Canada
[4] Univ Western Ontario, Dept Radiat Oncol, London, ON N6A 5B9, Canada
[5] Princess Margaret Hosp, Radiat Med Program, London, ON N6A 5B9, Canada
来源
ADVANCES IN MATHEMATICAL AND COMPUTATIONAL METHODS: ADDRESSING MODERN CHALLENGES OF SCIENCE, TECHNOLOGY, AND SOCIETY | 2011年 / 1368卷
基金
加拿大自然科学与工程研究理事会;
关键词
Radiotherapy; Robust optimization; LQ models; Fractionation Planning; Portfolio Optimization; LINEAR-QUADRATIC MODEL;
D O I
10.1063/1.3663489
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In radiotherapy, radiation is directed to damage a tumor while avoiding surrounding healthy tissue. Tradeoffs ensue because dose cannot be exactly shaped to the tumor. It is particularly important to ensure that sensitive biological structures near the tumor are not damaged more than a certain amount. Biological tissue is known to have a nonlinear response to incident radiation. The linear quadratic dose response model, which requires the specification of two clinically and experimentally observed response coefficients, is commonly used to model this effect. This model yields an optimization problem giving two different types of optimal dose sequences (fractionation schedules). Which fractionation schedule is preferred depends on the response coefficients. These coefficients are uncertainly known and may differ from patient to patient. Because of this not only the expected outcomes but also the uncertainty around these outcomes are important, and it might not be prudent to select the strategy with the best expected outcome.
引用
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页数:4
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