Statistical methods for clinical verification of dose–response parameters related to esophageal stricture and AVM obliteration from radiotherapy
Authors:
- Panayiotis MavroidisPMPanayiotis Mavroidis
- Bengt K LindBLBengt K Lind
- Kyriaki TheodorouKTKyriaki Theodorou
- Göran LaurellGLGöran Laurell
- Jan-Olof FernbergJFJan-Olof Fernberg
- Dimitrios LefkopoulosDLDimitrios Lefkopoulos
- Constantin KappasCKConstantin Kappas
- Anders BrahmeABAnders Brahme
- 31 July 2004
- journal article
- Published by IOP Publishing in Physics in Medicine & Biology
- Vol. 49 (16) , 3797-3816
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
This publication has 32 references indexed in Scilit:
- Incorporating biologic measurements (SF2, CFE) into a tumor control probability model increases their prognostic significance: a study in cervical carcinoma treated with radiation therapyInternational Journal of Radiation Oncology - Biology - Physics (IJROBP), 2001
- An analysis of the relationship between radiosensitivity and volume effects in tumor control probability modelingMedical Physics, 2000
- Long-term cardiac mortality following radiation therapy for Hodgkin's disease: analysis with the relative seriality modelRadiotherapy and Oncology, 2000
- Radiation pneumonitis after breast cancer irradiation: analysis of the complication probability using the relative seriality modelInternational Journal of Radiation Oncology - Biology - Physics (IJROBP), 2000
- Predicting the radiation control probability of heterogeneous tumour ensembles: data analysis and parameter estimation using a closed-form expressionPhysics in Medicine & Biology, 1998
- Specification of Dose Delivery in Radiation Therapy. Recommendations by the Nordic Association of Clinical Physics (NACP)Acta Oncologica, 1997
- A dose-response analysis of arteriovenous malformation obliteration after radiosurgeryInternational Journal of Radiation Oncology - Biology - Physics (IJROBP), 1996
- Treatment Optimization Using Physical and Radiobiological Objective Functions1995
- Tolerance of normal tissue to therapeutic irradiationInternational Journal of Radiation Oncology - Biology - Physics (IJROBP), 1991
- Optimization of uncomplicated control for head and neck tumorsInternational Journal of Radiation Oncology - Biology - Physics (IJROBP), 1990