Robust optimization for intensity modulated radiation therapy treatment planning under uncertainty
- 8 November 2005
- journal article
- Published by IOP Publishing in Physics in Medicine & Biology
- Vol. 50 (23) , 5463-5477
- https://doi.org/10.1088/0031-9155/50/23/003
Abstract
The recent development of intensity modulated radiation therapy (IMRT) allows the dose distribution to be tailored to match the tumour's shape and position, avoiding damage to healthy tissue to a greater extent than previously possible. Traditional treatment plans assume that the target structure remains in a fixed location throughout treatment. However, many studies have shown that because of organ motion, inconsistencies in patient positioning over the weeks of treatment, etc, the tumour location is not stationary. We present a probabilistic model for the IMRT inverse problem and show that it is identical to using robust optimization techniques, under certain assumptions. For a sample prostate case, our computational results show that this method is computationally feasible and promising-compared to traditional methods, our model has the potential to find treatment plans that are more adept at sparing healthy tissue while maintaining the prescribed dose to the target.Keywords
This publication has 17 references indexed in Scilit:
- Operations research applied to radiotherapy, an NCI-NSF–sponsored workshop February 7–9, 2002International Journal of Radiation Oncology*Biology*Physics, 2003
- Limitations of a convolution method for modeling geometric uncertainties in radiation therapy. II. The effect of a finite number of fractionsMedical Physics, 2003
- Limitations of a convolution method for modeling geometric uncertainties in radiation therapy. I. The effect of shift invarianceMedical Physics, 2003
- Radiosurgery Treatment Planning via Nonlinear ProgrammingAnnals of Operations Research, 2003
- Effects of intra-fraction motion on IMRT dose delivery: statistical analysis and simulationPhysics in Medicine & Biology, 2002
- Using voxel-dependent importance factors for interactive DVH-based dose optimizationPhysics in Medicine & Biology, 2002
- Intensity-modulated radiotherapy: current status and issues of interestInternational Journal of Radiation Oncology*Biology*Physics, 2001
- Organ motion and its managementInternational Journal of Radiation Oncology*Biology*Physics, 2001
- Lectures on Modern Convex OptimizationPublished by Society for Industrial & Applied Mathematics (SIAM) ,2001
- Inverse planning incorporating organ motionMedical Physics, 2000