Markov Krassimir, Schinkel Colleen, Stavreva Nadia, Stavrev Pavel, Weldon Michael, Fallone B Gino
Department of Medical Physics, Cross Cancer Institute, 11560 University Avenue, Edmonton, Alberta, T6G1Z2, Canada.
Med Phys. 2006 Sep;33(9):3435-43. doi: 10.1118/1.2198307.
A very important issue in contemporary inverse treatment radiotherapy planning is the specification of proper dose-volume constraints limiting the treatment planning algorithm from delivering high doses to the normal tissue surrounding the tumor. Recently we have proposed a method called reverse mapping of normal tissue complication probabilities (NTCP) onto dose-volume histogram (DVH) space, which allows the calculation of appropriate biologically based dose-volume constraints to be used in the inverse treatment planning. The method of reverse mapping requires random sampling from the functional space of all monotonically decreasing functions in the unit square. We develop, in this paper, a random function generator for the purpose of the reverse mapping. Since the proposed generator is based on the theory of random walk, it is therefore designated in this work, as a random walk DVH generator. It is theoretically determined that the distribution of the number of monotonically decreasing functions passing through a point in the dose volume histogram space follows the hypergeometric distribution. The proposed random walk DVH generator thus simulates, in a random fashion, trajectories of monotonically decreasing functions (finite series) that are situated in the unit square [0, 1] X [1,0] using the hypergeometric distribution. The DVH generator is an important tool in the study of reverse NTCP mapping for the calculation of biologically based dose-volume constraints for inverse treatment planning.
当代逆向放射治疗计划中的一个非常重要的问题是指定适当的剂量-体积约束,以限制治疗计划算法向肿瘤周围正常组织输送高剂量。最近,我们提出了一种方法,称为将正常组织并发症概率(NTCP)反向映射到剂量-体积直方图(DVH)空间,该方法允许计算用于逆向治疗计划的基于生物学的适当剂量-体积约束。反向映射方法需要从单位正方形内所有单调递减函数的功能空间中进行随机采样。在本文中,我们开发了一种用于反向映射的随机函数生成器。由于所提出的生成器基于随机游走理论,因此在本工作中它被指定为随机游走DVH生成器。从理论上确定,穿过剂量体积直方图空间中某一点的单调递减函数数量的分布遵循超几何分布。因此,所提出的随机游走DVH生成器使用超几何分布以随机方式模拟位于单位正方形[0, 1]×[1, 0]内的单调递减函数(有限序列)的轨迹。DVH生成器是研究反向NTCP映射以计算逆向治疗计划基于生物学的剂量-体积约束的重要工具。