Interindividual registration and dose mapping for voxelwise population analysis of rectal toxicity in prostate cancer radiotherapy

Med Phys. 2016 Jun;43(6):2721-2730. doi: 10.1118/1.4948501.

Abstract

Purpose: Recent studies revealed a trend toward voxelwise population analysis in order to understand the local dose/toxicity relationships in prostate cancer radiotherapy. Such approaches require, however, an accurate interindividual mapping of the anatomies and 3D dose distributions toward a common coordinate system. This step is challenging due to the high interindividual variability. In this paper, the authors propose a method designed for interindividual nonrigid registration of the rectum and dose mapping for population analysis.

Methods: The method is based on the computation of a normalized structural description of the rectum using a Laplacian-based model. This description takes advantage of the tubular structure of the rectum and its centerline to be embedded in a nonrigid registration-based scheme. The performances of the method were evaluated on 30 individuals treated for prostate cancer in a leave-one-out cross validation.

Results: Performance was measured using classical metrics (Dice score and Hausdorff distance), along with new metrics devised to better assess dose mapping in relation with structural deformation (dose-organ overlap). Considering these scores, the proposed method outperforms intensity-based and distance maps-based registration methods.

Conclusions: The proposed method allows for accurately mapping interindividual 3D dose distributions toward a single anatomical template, opening the way for further voxelwise statistical analysis.

Publication types

  • Evaluation Study

MeSH terms

  • Dose-Response Relationship, Radiation
  • Humans
  • Imaging, Three-Dimensional / methods*
  • Male
  • Models, Biological
  • Organs at Risk / injuries
  • Organs at Risk / radiation effects
  • Precision Medicine / methods
  • Prostatic Neoplasms / diagnostic imaging
  • Prostatic Neoplasms / radiotherapy*
  • Radiation Injuries* / diagnosis
  • Radiotherapy / adverse effects*
  • Radiotherapy Dosage*
  • Rectum / diagnostic imaging*
  • Rectum / injuries
  • Rectum / radiation effects*
  • Tomography, X-Ray Computed / methods