Beam angle optimization in IMRT: are we really optimizing what matters?

Bibliographic Details
Main Author: Rocha, Humberto
Publication Date: 2018
Other Authors: Dias, Joana Matos, Ventura, Tiago, Ferreira, Brígida da Costa, Lopes, Maria do Carmo
Format: Article
Language: eng
Source: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Download full: http://hdl.handle.net/10316/80774
https://doi.org/10.1111/itor.12587
Summary: Intensity-modulated radiation therapy (IMRT) is a modern radiotherapy modality that uses a multileaf collimator to enable the irradiation of the patient with non-uniform maps of radiation from a set of distinct beam irradiation directions. The aim of IMRT is to eradicate all cancerous cells by irradiating the tumor with a prescribed dose while simultaneously sparing, as much as possible, the neighboring tissues and organs. The optimal choice of beam irradiation directions – beam angle optimization (BAO) – can play an important role in IMRT treatment planning by improving organ sparing and tumor coverage, increasing the treatment plan quality. Typically, the BAO search is guided by the optimal value of the fluence map optimization (FMO) – the problem of obtaining the most appropriate radiation intensities for each beam direction. In this paper, a new score to guide the BAO search is introduced and embedded in a parallel multistart derivative-free optimization framework that is detailed for the extremely challenging continuous multi-modal BAO problem. For the set of ten clinical nasopharyngeal tumor cases considered, treatment plans obtained for optimized beam directions clearly outperform the benchmark treatment plans obtained considering equidistant beam directions typically used in clinical practice. Furthermore, treatment plans obtained considering the proposed score clearly improve the quality of the plans resulting from the use of the optimal value of the FMO problem to guide the BAO search.
id RCAP_6d915dd21d8828a50182fc6fdc279c28
oai_identifier_str oai:estudogeral.uc.pt:10316/80774
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling Beam angle optimization in IMRT: are we really optimizing what matters?Intensity-modulated radiation therapy; Beam angle optimization; Parallel multistart; Derivative-free optimizationIntensity-modulated radiation therapy (IMRT) is a modern radiotherapy modality that uses a multileaf collimator to enable the irradiation of the patient with non-uniform maps of radiation from a set of distinct beam irradiation directions. The aim of IMRT is to eradicate all cancerous cells by irradiating the tumor with a prescribed dose while simultaneously sparing, as much as possible, the neighboring tissues and organs. The optimal choice of beam irradiation directions – beam angle optimization (BAO) – can play an important role in IMRT treatment planning by improving organ sparing and tumor coverage, increasing the treatment plan quality. Typically, the BAO search is guided by the optimal value of the fluence map optimization (FMO) – the problem of obtaining the most appropriate radiation intensities for each beam direction. In this paper, a new score to guide the BAO search is introduced and embedded in a parallel multistart derivative-free optimization framework that is detailed for the extremely challenging continuous multi-modal BAO problem. For the set of ten clinical nasopharyngeal tumor cases considered, treatment plans obtained for optimized beam directions clearly outperform the benchmark treatment plans obtained considering equidistant beam directions typically used in clinical practice. Furthermore, treatment plans obtained considering the proposed score clearly improve the quality of the plans resulting from the use of the optimal value of the FMO problem to guide the BAO search.Wiley2018info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/80774http://hdl.handle.net/10316/80774https://doi.org/10.1111/itor.12587enghttps://onlinelibrary.wiley.com/doi/abs/10.1111/itor.12587Rocha, HumbertoDias, Joana MatosVentura, TiagoFerreira, Brígida da CostaLopes, Maria do Carmoinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2020-02-18T11:47:48Zoai:estudogeral.uc.pt:10316/80774Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:03:04.398018Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Beam angle optimization in IMRT: are we really optimizing what matters?
title Beam angle optimization in IMRT: are we really optimizing what matters?
spellingShingle Beam angle optimization in IMRT: are we really optimizing what matters?
Rocha, Humberto
Intensity-modulated radiation therapy; Beam angle optimization; Parallel multistart; Derivative-free optimization
title_short Beam angle optimization in IMRT: are we really optimizing what matters?
title_full Beam angle optimization in IMRT: are we really optimizing what matters?
title_fullStr Beam angle optimization in IMRT: are we really optimizing what matters?
title_full_unstemmed Beam angle optimization in IMRT: are we really optimizing what matters?
title_sort Beam angle optimization in IMRT: are we really optimizing what matters?
author Rocha, Humberto
author_facet Rocha, Humberto
Dias, Joana Matos
Ventura, Tiago
Ferreira, Brígida da Costa
Lopes, Maria do Carmo
author_role author
author2 Dias, Joana Matos
Ventura, Tiago
Ferreira, Brígida da Costa
Lopes, Maria do Carmo
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Rocha, Humberto
Dias, Joana Matos
Ventura, Tiago
Ferreira, Brígida da Costa
Lopes, Maria do Carmo
dc.subject.por.fl_str_mv Intensity-modulated radiation therapy; Beam angle optimization; Parallel multistart; Derivative-free optimization
topic Intensity-modulated radiation therapy; Beam angle optimization; Parallel multistart; Derivative-free optimization
description Intensity-modulated radiation therapy (IMRT) is a modern radiotherapy modality that uses a multileaf collimator to enable the irradiation of the patient with non-uniform maps of radiation from a set of distinct beam irradiation directions. The aim of IMRT is to eradicate all cancerous cells by irradiating the tumor with a prescribed dose while simultaneously sparing, as much as possible, the neighboring tissues and organs. The optimal choice of beam irradiation directions – beam angle optimization (BAO) – can play an important role in IMRT treatment planning by improving organ sparing and tumor coverage, increasing the treatment plan quality. Typically, the BAO search is guided by the optimal value of the fluence map optimization (FMO) – the problem of obtaining the most appropriate radiation intensities for each beam direction. In this paper, a new score to guide the BAO search is introduced and embedded in a parallel multistart derivative-free optimization framework that is detailed for the extremely challenging continuous multi-modal BAO problem. For the set of ten clinical nasopharyngeal tumor cases considered, treatment plans obtained for optimized beam directions clearly outperform the benchmark treatment plans obtained considering equidistant beam directions typically used in clinical practice. Furthermore, treatment plans obtained considering the proposed score clearly improve the quality of the plans resulting from the use of the optimal value of the FMO problem to guide the BAO search.
publishDate 2018
dc.date.none.fl_str_mv 2018
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/80774
http://hdl.handle.net/10316/80774
https://doi.org/10.1111/itor.12587
url http://hdl.handle.net/10316/80774
https://doi.org/10.1111/itor.12587
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://onlinelibrary.wiley.com/doi/abs/10.1111/itor.12587
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Wiley
publisher.none.fl_str_mv Wiley
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
_version_ 1799133923540729856