On the complexity of helical tomotherapy treatment plans

Detalhes bibliográficos
Autor(a) principal: Santos, Tânia
Data de Publicação: 2020
Outros Autores: Ventura, Tiago, Mateus, Josefina, Capela, Miguel, Lopes, Maria do Carmo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/106237
https://doi.org/10.1002/acm2.12895
Resumo: Purpose: Multiple metrics are proposed to characterize and compare the complexity of helical tomotherapy (HT) plans created for different treatment sites. Methods: A cohort composed of 208 HT plans from head and neck (105), prostate (51) and brain (52) tumor sites was considered. For each plan, 14 complexity metrics were calculated. Those metrics evaluate the percentage of leaves with small opening times or approaching the projection duration, the percentage of closed leaves, the amount of tongue‐and‐groove effect, and the overall modulation of the planned sinogram. To enable data visualization, an approach based on principal component analysis was followed to reduce the dataset dimensionality. This allowed the calculation of a global plan complexity score. The correlation between plan complexity and pretreatment verification results using the Spearman’s rank correlation coefficients was investigated. Results: According to the global score, the most complex plans were the head and neck tumor cases, followed by the prostate and brain lesions irradiated with stereotactic technique. For almost all individual metrics, head and neck plans confirmed to be the plans with the highest complexity. Nevertheless, prostate cases had the highest percentage of leaves with an opening time approaching the projection duration, whereas the stereotactic brain plans had the highest percentage of closed leaves per projection. Significant correlations between some of the metrics and the pretreatment verification results were identified for the stereotactic brain group. Conclusions: The proposed metrics and the global score demonstrated to be useful to characterize and quantify the complexity of HT plans of different treatment sites. The reported differences inter‐ and intra‐group may be valuable to guide the planning process aiming at reducing uncertainties and harmonize planning strategies.
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spelling On the complexity of helical tomotherapy treatment planshelical tomotherapyplan complexityprincipal component analysisplan complexity scoreHeadHumansMaleNeckRadiotherapy DosageRadiotherapy Planning, Computer-AssistedHead and Neck NeoplasmsRadiotherapy, Intensity-ModulatedPurpose: Multiple metrics are proposed to characterize and compare the complexity of helical tomotherapy (HT) plans created for different treatment sites. Methods: A cohort composed of 208 HT plans from head and neck (105), prostate (51) and brain (52) tumor sites was considered. For each plan, 14 complexity metrics were calculated. Those metrics evaluate the percentage of leaves with small opening times or approaching the projection duration, the percentage of closed leaves, the amount of tongue‐and‐groove effect, and the overall modulation of the planned sinogram. To enable data visualization, an approach based on principal component analysis was followed to reduce the dataset dimensionality. This allowed the calculation of a global plan complexity score. The correlation between plan complexity and pretreatment verification results using the Spearman’s rank correlation coefficients was investigated. Results: According to the global score, the most complex plans were the head and neck tumor cases, followed by the prostate and brain lesions irradiated with stereotactic technique. For almost all individual metrics, head and neck plans confirmed to be the plans with the highest complexity. Nevertheless, prostate cases had the highest percentage of leaves with an opening time approaching the projection duration, whereas the stereotactic brain plans had the highest percentage of closed leaves per projection. Significant correlations between some of the metrics and the pretreatment verification results were identified for the stereotactic brain group. Conclusions: The proposed metrics and the global score demonstrated to be useful to characterize and quantify the complexity of HT plans of different treatment sites. The reported differences inter‐ and intra‐group may be valuable to guide the planning process aiming at reducing uncertainties and harmonize planning strategies.American Institute of Physics2020-07info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/106237http://hdl.handle.net/10316/106237https://doi.org/10.1002/acm2.12895eng1526-99141526-9914Santos, TâniaVentura, TiagoMateus, JosefinaCapela, MiguelLopes, 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:RCAAP2023-03-27T20:33:48Zoai:estudogeral.uc.pt:10316/106237Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:22:43.430639Repositório 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 On the complexity of helical tomotherapy treatment plans
title On the complexity of helical tomotherapy treatment plans
spellingShingle On the complexity of helical tomotherapy treatment plans
Santos, Tânia
helical tomotherapy
plan complexity
principal component analysis
plan complexity score
Head
Humans
Male
Neck
Radiotherapy Dosage
Radiotherapy Planning, Computer-Assisted
Head and Neck Neoplasms
Radiotherapy, Intensity-Modulated
title_short On the complexity of helical tomotherapy treatment plans
title_full On the complexity of helical tomotherapy treatment plans
title_fullStr On the complexity of helical tomotherapy treatment plans
title_full_unstemmed On the complexity of helical tomotherapy treatment plans
title_sort On the complexity of helical tomotherapy treatment plans
author Santos, Tânia
author_facet Santos, Tânia
Ventura, Tiago
Mateus, Josefina
Capela, Miguel
Lopes, Maria do Carmo
author_role author
author2 Ventura, Tiago
Mateus, Josefina
Capela, Miguel
Lopes, Maria do Carmo
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Santos, Tânia
Ventura, Tiago
Mateus, Josefina
Capela, Miguel
Lopes, Maria do Carmo
dc.subject.por.fl_str_mv helical tomotherapy
plan complexity
principal component analysis
plan complexity score
Head
Humans
Male
Neck
Radiotherapy Dosage
Radiotherapy Planning, Computer-Assisted
Head and Neck Neoplasms
Radiotherapy, Intensity-Modulated
topic helical tomotherapy
plan complexity
principal component analysis
plan complexity score
Head
Humans
Male
Neck
Radiotherapy Dosage
Radiotherapy Planning, Computer-Assisted
Head and Neck Neoplasms
Radiotherapy, Intensity-Modulated
description Purpose: Multiple metrics are proposed to characterize and compare the complexity of helical tomotherapy (HT) plans created for different treatment sites. Methods: A cohort composed of 208 HT plans from head and neck (105), prostate (51) and brain (52) tumor sites was considered. For each plan, 14 complexity metrics were calculated. Those metrics evaluate the percentage of leaves with small opening times or approaching the projection duration, the percentage of closed leaves, the amount of tongue‐and‐groove effect, and the overall modulation of the planned sinogram. To enable data visualization, an approach based on principal component analysis was followed to reduce the dataset dimensionality. This allowed the calculation of a global plan complexity score. The correlation between plan complexity and pretreatment verification results using the Spearman’s rank correlation coefficients was investigated. Results: According to the global score, the most complex plans were the head and neck tumor cases, followed by the prostate and brain lesions irradiated with stereotactic technique. For almost all individual metrics, head and neck plans confirmed to be the plans with the highest complexity. Nevertheless, prostate cases had the highest percentage of leaves with an opening time approaching the projection duration, whereas the stereotactic brain plans had the highest percentage of closed leaves per projection. Significant correlations between some of the metrics and the pretreatment verification results were identified for the stereotactic brain group. Conclusions: The proposed metrics and the global score demonstrated to be useful to characterize and quantify the complexity of HT plans of different treatment sites. The reported differences inter‐ and intra‐group may be valuable to guide the planning process aiming at reducing uncertainties and harmonize planning strategies.
publishDate 2020
dc.date.none.fl_str_mv 2020-07
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/10316/106237
http://hdl.handle.net/10316/106237
https://doi.org/10.1002/acm2.12895
url http://hdl.handle.net/10316/106237
https://doi.org/10.1002/acm2.12895
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1526-9914
1526-9914
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv American Institute of Physics
publisher.none.fl_str_mv American Institute of Physics
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
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instacron_str RCAAP
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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
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