MR-Linac Radiotherapy – The Beam Angle Selection Problem

BackgroundWith the large-scale introduction of volumetric modulated arc therapy (VMAT), selection of optimal beam angles for coplanar static-beam IMRT has increasingly become obsolete. Due to unavailability of VMAT in current MR-linacs, the problem has re-gained importance. An application for automa...

Full description

Bibliographic Details
Main Authors: Rik Bijman, Linda Rossi, Tomas Janssen, Peter de Ruiter, Baukelien van Triest, Sebastiaan Breedveld, Jan-Jakob Sonke, Ben Heijmen
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-10-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.717681/full
id doaj-7eb7134e276e4ea08298749d3e916db5
record_format Article
spelling doaj-7eb7134e276e4ea08298749d3e916db52021-10-01T12:21:50ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-10-011110.3389/fonc.2021.717681717681MR-Linac Radiotherapy – The Beam Angle Selection ProblemRik Bijman0Linda Rossi1Tomas Janssen2Peter de Ruiter3Baukelien van Triest4Sebastiaan Breedveld5Jan-Jakob Sonke6Ben Heijmen7Department of Radiotherapy, Erasmus MC Cancer Institute, Rotterdam, NetherlandsDepartment of Radiotherapy, Erasmus MC Cancer Institute, Rotterdam, NetherlandsDepartment of Radiation Oncology, The Netherlands Cancer Institute, Amsterdam, NetherlandsDepartment of Radiation Oncology, The Netherlands Cancer Institute, Amsterdam, NetherlandsDepartment of Radiation Oncology, The Netherlands Cancer Institute, Amsterdam, NetherlandsDepartment of Radiotherapy, Erasmus MC Cancer Institute, Rotterdam, NetherlandsDepartment of Radiotherapy, Erasmus MC Cancer Institute, Rotterdam, NetherlandsDepartment of Radiotherapy, Erasmus MC Cancer Institute, Rotterdam, NetherlandsBackgroundWith the large-scale introduction of volumetric modulated arc therapy (VMAT), selection of optimal beam angles for coplanar static-beam IMRT has increasingly become obsolete. Due to unavailability of VMAT in current MR-linacs, the problem has re-gained importance. An application for automated IMRT treatment planning with integrated, patient-specific computer-optimization of beam angles (BAO) was used to systematically investigate computer-aided generation of beam angle class solutions (CS) for replacement of computationally expensive patient-specific BAO. Rectal cancer was used as a model case.Materials and Methods23 patients treated at a Unity MR-linac were included. BAOx plans (x=7-12 beams) were generated for all patients. Analyses of BAO12 plans resulted in CSx class solutions. BAOx plans, CSx plans, and plans with equi-angular setups (EQUIx, x=9-56) were mutually compared.ResultsFor x>7, plan quality for CSx and BAOx was highly similar, while both were superior to EQUIx. E.g. with CS9, bowel/bladder Dmean reduced by 22% [11%, 38%] compared to EQUI9 (p<0.001). For equal plan quality, the number of EQUI beams had to be doubled compared to BAO and CS.ConclusionsComputer-generated beam angle CS could replace individualized BAO without loss in plan quality, while reducing planning complexity and calculation times, and resulting in a simpler clinical workflow. CS and BAO largely outperformed equi-angular treatment. With the developed CS, time consuming beam angle re-optimization in daily adaptive MR-linac treatment could be avoided. Further systematic research on computerized development of beam angle class solutions for MR-linac treatment planning is warranted.https://www.frontiersin.org/articles/10.3389/fonc.2021.717681/fullMR-linacbeam angle optimization (BAO)beam angle class solutionautomated planningrectal cancer
collection DOAJ
language English
format Article
sources DOAJ
author Rik Bijman
Linda Rossi
Tomas Janssen
Peter de Ruiter
Baukelien van Triest
Sebastiaan Breedveld
Jan-Jakob Sonke
Ben Heijmen
spellingShingle Rik Bijman
Linda Rossi
Tomas Janssen
Peter de Ruiter
Baukelien van Triest
Sebastiaan Breedveld
Jan-Jakob Sonke
Ben Heijmen
MR-Linac Radiotherapy – The Beam Angle Selection Problem
Frontiers in Oncology
MR-linac
beam angle optimization (BAO)
beam angle class solution
automated planning
rectal cancer
author_facet Rik Bijman
Linda Rossi
Tomas Janssen
Peter de Ruiter
Baukelien van Triest
Sebastiaan Breedveld
Jan-Jakob Sonke
Ben Heijmen
author_sort Rik Bijman
title MR-Linac Radiotherapy – The Beam Angle Selection Problem
title_short MR-Linac Radiotherapy – The Beam Angle Selection Problem
title_full MR-Linac Radiotherapy – The Beam Angle Selection Problem
title_fullStr MR-Linac Radiotherapy – The Beam Angle Selection Problem
title_full_unstemmed MR-Linac Radiotherapy – The Beam Angle Selection Problem
title_sort mr-linac radiotherapy – the beam angle selection problem
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2021-10-01
description BackgroundWith the large-scale introduction of volumetric modulated arc therapy (VMAT), selection of optimal beam angles for coplanar static-beam IMRT has increasingly become obsolete. Due to unavailability of VMAT in current MR-linacs, the problem has re-gained importance. An application for automated IMRT treatment planning with integrated, patient-specific computer-optimization of beam angles (BAO) was used to systematically investigate computer-aided generation of beam angle class solutions (CS) for replacement of computationally expensive patient-specific BAO. Rectal cancer was used as a model case.Materials and Methods23 patients treated at a Unity MR-linac were included. BAOx plans (x=7-12 beams) were generated for all patients. Analyses of BAO12 plans resulted in CSx class solutions. BAOx plans, CSx plans, and plans with equi-angular setups (EQUIx, x=9-56) were mutually compared.ResultsFor x>7, plan quality for CSx and BAOx was highly similar, while both were superior to EQUIx. E.g. with CS9, bowel/bladder Dmean reduced by 22% [11%, 38%] compared to EQUI9 (p<0.001). For equal plan quality, the number of EQUI beams had to be doubled compared to BAO and CS.ConclusionsComputer-generated beam angle CS could replace individualized BAO without loss in plan quality, while reducing planning complexity and calculation times, and resulting in a simpler clinical workflow. CS and BAO largely outperformed equi-angular treatment. With the developed CS, time consuming beam angle re-optimization in daily adaptive MR-linac treatment could be avoided. Further systematic research on computerized development of beam angle class solutions for MR-linac treatment planning is warranted.
topic MR-linac
beam angle optimization (BAO)
beam angle class solution
automated planning
rectal cancer
url https://www.frontiersin.org/articles/10.3389/fonc.2021.717681/full
work_keys_str_mv AT rikbijman mrlinacradiotherapythebeamangleselectionproblem
AT lindarossi mrlinacradiotherapythebeamangleselectionproblem
AT tomasjanssen mrlinacradiotherapythebeamangleselectionproblem
AT peterderuiter mrlinacradiotherapythebeamangleselectionproblem
AT baukelienvantriest mrlinacradiotherapythebeamangleselectionproblem
AT sebastiaanbreedveld mrlinacradiotherapythebeamangleselectionproblem
AT janjakobsonke mrlinacradiotherapythebeamangleselectionproblem
AT benheijmen mrlinacradiotherapythebeamangleselectionproblem
_version_ 1716860996892491776