Multiple local minima in radiotherapy optimization problems with dose–volume constraints

作者: J. O. Deasy

DOI: 10.1118/1.598017

关键词: Nonlinear systemMathematical optimizationMaxima and minimaMinificationMathematicsRegular polygonDosimetryMaximizationQuasiconvex functionOptimization problem

摘要: The cause of multiple local minima in beam weight optimization problems subject to dose–volume constraints is analyzed. Three objective functions were considered: (a) maximization tumorcontrol probability (TCP), (b) the minimum target dose, and (c) minimization mean-squared-deviation dose from prescription dose. It shown that: TCP models generally result strongly quasiconvex functions; results a function; minimizing root-mean-square deviation convex function. Dose–volume are considered such that, for each region at risk (RAR), volume tissue whose exceeds certain tolerance (D Tol ) kept equal or below given fractional level (v ). If all RARs lack “volume effect” (i.e., v =0 RARs) then there single minimum. But if effects present, feasible space possibly nonconvex therefore leads minima. These conclusions hold three functions. Hence, possible come not nonlinear nature considered, but “either this that both” effect. observations imply algorithms dose-volume constraint types should have effective strategies dealing with

参考文章(10)
Xiao-Hong Wang, Radhe Mohan, Andrew Jackson, Steven A. Leibel, Zvi Fuks, C.Clifton Ling, Optimization of intensity-modulated 3D conformal treatment plans based on biological indices. Radiotherapy and Oncology. ,vol. 37, pp. 140- 152 ,(1995) , 10.1016/0167-8140(95)01636-U
T Bortfeld, W Schlegel, Optimization of beam orientations in radiation therapy: Some theoretical considerations Physics in Medicine and Biology. ,vol. 38, pp. 291- 304 ,(1993) , 10.1088/0031-9155/38/2/006
Mark Langer, Joseph Leong, Optimization of beam weights under dose-volume restrictions. International Journal of Radiation Oncology Biology Physics. ,vol. 13, pp. 1255- 1260 ,(1987) , 10.1016/0360-3016(87)90203-3
Andrzej Niemierko, Random search algorithm (RONSC) for optimization of radiation therapy with both physical and biological end points and constraints. International Journal of Radiation Oncology Biology Physics. ,vol. 23, pp. 89- 98 ,(1992) , 10.1016/0360-3016(92)90547-U
Radhe Mohan, Xiaohong Wang, Andrew Jackson, Thomas Bortfeld, Arthur L. Boyer, Gerald J. Kutcher, Steven A. Leibel, Zvi Fuks, C. Clifton Ling, The potential and limitations of the inverse radiotherapy technique Radiotherapy and Oncology. ,vol. 32, pp. 232- 248 ,(1994) , 10.1016/0167-8140(94)90023-X
Mark Langer, Richard Brown, Marsha Urie, Joseph Leong, Michael Stracher, Jeremy Shapiro, Large scale optimization of beam weights under dose-volume restrictions International Journal of Radiation Oncology*Biology*Physics. ,vol. 18, pp. 887- 893 ,(1990) , 10.1016/0360-3016(90)90413-E
Isaac I. Rosen, Kam S. Lam, Richard G. Lane, Mark Langer, Steven M. Morrill, Comparison of simulated annealing algorithms for conformal therapy treatment planning International Journal of Radiation Oncology Biology Physics. ,vol. 33, pp. 1091- 1099 ,(1995) , 10.1016/0360-3016(95)02031-4
T. R. Munro, C. W. Gilbert, The Relation Between Tumour Lethal Doses and the Radiosensitivity of Tumour Cells The British Journal of Radiology. ,vol. 34, pp. 246- 251 ,(1961) , 10.1259/0007-1285-34-400-246
Mark Langer, Peter Kijewski, CCRT for non-small cell lung cancer: Sensitivity of clinical gains to organ tolerance restrictions International Journal of Radiation Oncology Biology Physics. ,vol. 22, pp. 325- 332 ,(1992) , 10.1016/0360-3016(92)90050-R