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

Phys Med Biol

Department of Radiation Oncology, University of Minnesota, 516 Delaware Street SE, Minneapolis MN, 55455, United States of America.

Published: August 2023

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.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).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.The proposed linear network-based optimization model efficiently generates more homogeneous high quality treatment plans for HDR-BT.

Download full-text PDF

Source
http://dx.doi.org/10.1088/1361-6560/acea55DOI Listing

Publication Analysis

Top Keywords

optimization model
12
high dose
8
dose rate
8
rate brachytherapy
8
novel distance
8
distance metric
8
linear network-based
8
network-based optimization
8
tumor coverage
8
dosimetric indices
8

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!