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Assumed functional form

For a given treatment plan P consisting of specified beam angles and individual beam doses, let tex2html_wrap_inline108 be the represent the predicted dose per voxel as a function of P and voxel location x. We wish to measure the utility or ``goodness'' of D -- denoted by tex2html_wrap_inline116 -- in a manner that is both clinically useful and computationally feasible.

We propose to assume tex2html_wrap_inline118 is of the following form:

displaymath102

where each tex2html_wrap_inline120 is a function of the values of tex2html_wrap_inline122 restricted to some subset tex2html_wrap_inline124 of all possible voxels. Each voxel will be contained in exactly one subset tex2html_wrap_inline126 . Each subset tex2html_wrap_inline128 corresponds to a single tissue type, such as normal brain tissue, tumor, or a particular type of critical normal tissue.

tex2html_wrap_inline130 might, for example, combine tex2html_wrap_inline132 through tex2html_wrap_inline134 in some simple fashion such as a weighted arithmetic or geometric mean.

Every tex2html_wrap_inline136 is assumed to be a function of a histogram of the values that tex2html_wrap_inline138 takes on over the set of tex2html_wrap_inline140 . Formally,

displaymath103

where

  figure52

  figure64

  figure76

For example, Figure 1 shows a crude representation of a cross-section of a possible brain scan. The tissue voxels have been partitioned into five different subsets: tex2html_wrap_inline160 for normal brain tissue, tex2html_wrap_inline162 for tumor tissue, tex2html_wrap_inline164 for the eyes, tex2html_wrap_inline166 for the brain stem, and tex2html_wrap_inline168 for the skull. Figure 2 shows a possible histogram for the radiation per voxel over the tex2html_wrap_inline170 voxel subset; Figure 3 shows a possible histogram for the tex2html_wrap_inline172 subset.

One factor of possible clinical significance that the above assumptions may rule out modeling is the fact that it may be worse to have a few large ``hot spots'' within the tissue rather than many smaller ``hot spots'' with the same total volume and radiation intensity. However, such factors would be computationally expensive to model, and the assumption that each tex2html_wrap_inline174 is histogram-based still allows for much flexibility in terms of what objective functions can be modeled. For example:



next up previous
Next: Penalties for Deviations from Up: Histogram-Based Objective Function for Previous: Histogram-Based Objective Function for



Scott Davies
Wed Apr 29 15:54:40 EDT 1998