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Statistical methods for clinical verification of dose-response parameters related to esophageal stricture and AVM obliteration from radiotherapy
Authors:Mavroidis Panayiotis  Lind Bengt K  Theodorou Kyriaki  Laurell Göran  Fernberg Jan-Olof  Lefkopoulos Dimitrios  Kappas Constantin  Brahme Anders
Affiliation:Department of Medical Radiation Physics, Karolinska Institutet and Stockholm University, Sweden. panayiotis.mavroidis@radfys.ki.se
Abstract:
The purpose of this work is to provide some statistical methods for evaluating the predictive strength of radiobiological models and the validity of dose-response parameters for tumour control and normal tissue complications. This is accomplished by associating the expected complication rates, which are calculated using different models, with the clinical follow-up records. These methods are applied to 77 patients who received radiation treatment for head and neck cancer and 85 patients who were treated for arteriovenous malformation (AVM). The three-dimensional dose distribution delivered to esophagus and AVM nidus and the clinical follow-up results were available for each patient. Dose-response parameters derived by a maximum likelihood fitting were used as a reference to evaluate their compatibility with the examined treatment methodologies. The impact of the parameter uncertainties on the dose-response curves is demonstrated. The clinical utilization of the radiobiological parameters is illustrated. The radiobiological models (relative seriality and linear Poisson) and the reference parameters are validated to prove their suitability in reproducing the treatment outcome pattern of the patient material studied (through the probability of finding a worse fit, area under the ROC curve and chi2 test). The analysis was carried out for the upper 5 cm of the esophagus (proximal esophagus) where all the strictures are formed, and the total volume of AVM. The estimated confidence intervals of the dose-response curves appear to have a significant supporting role on their clinical implementation and use.
Keywords:
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