Literature DB >> 1807562

Ranking radiotherapy treatment plans using decision-analytic and heuristic techniques.

N L Jain1, M G Kahn.   

Abstract

Radiotherapy treatment optimization is done by generating a set of tentative treatment plans, evaluating them and selecting the plan closest to achieving a set of conflicting treatment objectives. The evaluation of potential plans involves making tradeoffs among competing possible outcomes. Multiattribute decision theory provides a framework for specifying such tradeoffs and using them to select optimal actions. Using these concepts, we have developed a plan-ranking model which ranks a set of tentative treatment plans from best to worst. Heuristics are used to refine this model so that it reflects the clinical condition of the patient being treated and the practice preferences of the physician prescribing the treatment. A figure of merit is computed for each tentative plan, and is used to rank the plans. The approach described is very general and can be used for other medical domains having similar characteristics. The figure of merit can also be used as an objective function by computer programs that attempt to automatically generate an optimal treatment plan.

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Mesh:

Year:  1991        PMID: 1807562      PMCID: PMC2247705     

Source DB:  PubMed          Journal:  Proc Annu Symp Comput Appl Med Care        ISSN: 0195-4210


  5 in total

1.  Calculation of complication probability factors for non-uniform normal tissue irradiation: the effective volume method.

Authors:  G J Kutcher; C Burman
Journal:  Int J Radiat Oncol Biol Phys       Date:  1989-06       Impact factor: 7.038

2.  Optimization of radiation therapy, III: A method of assessing complication probabilities from dose-volume histograms.

Authors:  J T Lyman; A B Wolbarst
Journal:  Int J Radiat Oncol Biol Phys       Date:  1987-01       Impact factor: 7.038

3.  Decision analysis as the basis for computer-aided management of acute renal failure.

Authors:  G A Gorry; J P Kassirer; A Essig; W B Schwartz
Journal:  Am J Med       Date:  1973-10       Impact factor: 4.965

4.  Models in radiotherapy: definition of decision criteria.

Authors:  T E Schultheiss; C G Orton
Journal:  Med Phys       Date:  1985 Mar-Apr       Impact factor: 4.071

5.  Strategies for treating possible tumor extension: some theoretical considerations.

Authors:  M Goitein; T E Schultheiss
Journal:  Int J Radiat Oncol Biol Phys       Date:  1985-08       Impact factor: 7.038

  5 in total

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