Two non-parametric methods for derivation of constraints from radiotherapy dose-histogram data.

نویسندگان

  • M A Ebert
  • S L Gulliford
  • F Buettner
  • K Foo
  • A Haworth
  • A Kennedy
  • D J Joseph
  • J W Denham
چکیده

Dose constraints based on histograms provide a convenient and widely-used method for informing and guiding radiotherapy treatment planning. Methods of derivation of such constraints are often poorly described. Two non-parametric methods for derivation of constraints are described and investigated in the context of determination of dose-specific cut-points-values of the free parameter (e.g., percentage volume of the irradiated organ) which best reflect resulting changes in complication incidence. A method based on receiver operating characteristic (ROC) analysis and one based on a maximally-selected standardized rank sum are described and compared using rectal toxicity data from a prostate radiotherapy trial. Multiple test corrections are applied using a free step-down resampling algorithm, which accounts for the large number of tests undertaken to search for optimal cut-points and the inherent correlation between dose-histogram points. Both methods provide consistent significant cut-point values, with the rank sum method displaying some sensitivity to the underlying data. The ROC method is simple to implement and can utilize a complication atlas, though an advantage of the rank sum method is the ability to incorporate all complication grades without the need for grade dichotomization.

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عنوان ژورنال:
  • Physics in medicine and biology

دوره 59 13  شماره 

صفحات  -

تاریخ انتشار 2014