Radiotherapy & Oncology
Volume 102, Issue 1 , Pages 38-44, January 2012

Increased organ sparing using shape-based treatment plan optimization for intensity modulated radiation therapy of pancreatic adenocarcinoma

  • Steven F. Petit

      Affiliations

    • Department of Computer Science, Johns Hopkins University, Baltimore, USA
    • Department of Radiation Oncology (MAASTRO) GROW, Maastricht University Medical Centre, The Netherlands
    • Department of Radiation Oncology, Erasmus Medical Center–Daniel den Hoed Cancer Center, Rotterdam, The Netherlands
    • Corresponding Author InformationCorresponding author. Address: Department of Radiation Oncology, Erasmus Medical Center-Daniel den Hoed Cancer Center, Groene Hilledijk 301, NL-3075 EA Rotterdam, The Netherlands.
  • ,
  • Binbin Wu

      Affiliations

    • Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, USA
  • ,
  • Michael Kazhdan

      Affiliations

    • Department of Computer Science, Johns Hopkins University, Baltimore, USA
  • ,
  • André Dekker

      Affiliations

    • Department of Radiation Oncology (MAASTRO) GROW, Maastricht University Medical Centre, The Netherlands
  • ,
  • Patricio Simari

      Affiliations

    • Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, USA
  • ,
  • Rachit Kumar

      Affiliations

    • Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, USA
  • ,
  • Russel Taylor

      Affiliations

    • Department of Computer Science, Johns Hopkins University, Baltimore, USA
  • ,
  • Joseph M. Herman

      Affiliations

    • Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, USA
  • ,
  • Todd McNutt

      Affiliations

    • Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, USA

Received 3 January 2011; received in revised form 18 April 2011; accepted 3 May 2011. published online 16 June 2011.

Abstract 

Purpose

To develop a model to assess the quality of an IMRT treatment plan using data of prior patients with pancreatic adenocarcinoma.

Methods

The dose to an organ at risk (OAR) depends in large part on its orientation and distance to the planning target volume (PTV). A database of 33 previously treated patients with pancreatic cancer was queried to find patients with less favorable PTV-OAR configuration than a new case. The minimal achieved dose among the selected patients should also be achievable for the OAR of the new case. This way the achievable doses to the OARs of 25 randomly selected pancreas cancer patients were predicted. The patients were replanned to verify if the predicted dose could be achieved. The new plans were compared to their original clinical plans.

Results

The predicted doses were achieved within 1 and 2Gy for more than 82% and 94% of the patients, respectively, and were a good approximation of the minimal achievable doses. The improvement after replanning was 1.4Gy (range 0–4.6Gy) and 1.7Gy (range 0–6.3Gy) for the mean dose to the liver and the kidneys, respectively, without compromising target coverage or increasing radiation dose to the bowel, cord or stomach.

Conclusions

The model could accurately predict the achievable doses, leading to a considerable decrease in dose to the OARs and an increase in treatment planning efficiency.

Keywords: Pancreatic cancer, Intensity modulated radiotherapy (IMRT), Treatment plan prediction and optimization, Overlap volume histogram (OVH), Pancreas, Quality control

 

PII: S0167-8140(11)00218-0

doi:10.1016/j.radonc.2011.05.025

Radiotherapy & Oncology
Volume 102, Issue 1 , Pages 38-44, January 2012