A linear optimization model for high dose rate brachytherapy using a novel distance metric

Nasim Mirzavand Boroujeni, Jean Philippe P. Richard, David Sterling, Christopher Wilke

Research output: Contribution to journalArticlepeer-review

Abstract

Purpose. We propose a linear network-based optimization model (LNBM) for high dose rate brachytherapy (HDR-BT) that uses a novel distance metric to measure the discrepancy between the dose delivered and the prescription. Unlike models in the literature, LNBM takes advantage of the adjacency structure of the patients’ voxels by formalizing them into a network. Methods. We apply LNBM to a set of 7 cervical cancer cases treated with HDR-BT. State-of-the-art commercial optimization software solves LNBM to global optimality. The results of LNBM are compared with those of inverse planning by simulated annealing (IPSA) based on tumor coverage, dosimetric indices for the critical organs at risk (OARs), isodose contour plots, and two metrics of homogeneity new to this work (hot-spots volumes and diameters). Results. LNBM produces plans with improved tumor coverage and with improved isodose contour plots and dosimetric indices for OARs that receive highest dose (bladder and rectum in this study) when compared with IPSA. Using new metrics of homogeneity, we also demonstrate that LNBM produces more homogeneous plans on these cases. An analysis of the solutions of LNBM shows that they use a significant part of the voxel network structure, providing evidence that the plans produced are different from those created using traditional penalty approaches and are more directly guided by the geometry of the patients’ anatomy. Conclusions. The proposed linear network-based optimization model efficiently generates more homogeneous high quality treatment plans for HDR-BT.

Original languageEnglish (US)
Article number175018
JournalPhysics in Medicine and Biology
Volume68
Issue number17
DOIs
StatePublished - Sep 7 2023
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2023 The Author(s). Published on behalf of Institute of Physics and Engineering in Medicine by IOP Publishing Ltd.

Keywords

  • dosimetric indices
  • high dose rate brachytherapy
  • hot-spots
  • inverse planing by simulated annealing
  • linear optimization
  • network flows

PubMed: MeSH publication types

  • Journal Article

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