Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer?
Autor(a) principal: | |
---|---|
Data de Publicação: | 2017 |
Outros Autores: | , , , , , , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UFMG |
Texto Completo: | https://doi.org/10.1590/1806-9282.64.02.119 http://hdl.handle.net/1843/55178 https://orcid.org/0000-0001-6157-6511 |
Resumo: | Introduction: The standard treatment for locally advanced rectal cancer (RC) consists of neoadjuvant chemoradiation followed by radical surgery. Regardless the extensive use of SUV max in 18F-FDG PET tumor uptake as representation of tumor glycolytic consumption, there is a trend to apply metabolic volume instead. Thus, the aim of the present study was to evaluate a noninvasive method for tumor segmentation using the 18F-FDG PET imaging in order to predict response to neoadjuvant chemoradiation therapy in patients with rectal cancer. Method: The sample consisted of stage II and III rectal cancer patients undergoing 18F-FDG PET/CT examination before and eight weeks after neoadjuvant therapy. An individualized tumor segmentation methodology was applied to generate tumor volumes (SUV2SD) and compare with standard SUVmax and fixed threshold (SUV40%, SUV50% and SUV60%) pre- and post-therapy. Therapeutic response was assessed in the resected specimens using Dworak’s protocol recommendations. Several variables were generated and compared with the histopathological results. Results: Seventeen (17) patients were included and analyzed. Significant differences were observed between responders (Dworak 3 and 4) and non-responders for SUVmax-2 (p<0.01), SUV2SD-2 (p<0.05), SUV40%-2 (p<0.05), SUV50%-2 (p<0.05) and SUV60%-2 (p<0.05). ROC analyses showed significant areas under the curve (p<0.01) for the proposed methodology with sensitivity and specificity varying from 60% to 83% and 73% to 82%, respectively. Conclusion: The present study confirmed the predictive power of the variables using a noninvasive individualized methodology for tumor segmentation based on 18F-FDG PET/CT imaging for response evaluation in patients with rectal cancer after neoadjuvant chemoradiation therapy. |
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2023-06-20T20:03:08Z2023-06-20T20:03:08Z2017-07-17642119126https://doi.org/10.1590/1806-9282.64.02.11918069282http://hdl.handle.net/1843/55178https://orcid.org/0000-0001-6157-6511Introduction: The standard treatment for locally advanced rectal cancer (RC) consists of neoadjuvant chemoradiation followed by radical surgery. Regardless the extensive use of SUV max in 18F-FDG PET tumor uptake as representation of tumor glycolytic consumption, there is a trend to apply metabolic volume instead. Thus, the aim of the present study was to evaluate a noninvasive method for tumor segmentation using the 18F-FDG PET imaging in order to predict response to neoadjuvant chemoradiation therapy in patients with rectal cancer. Method: The sample consisted of stage II and III rectal cancer patients undergoing 18F-FDG PET/CT examination before and eight weeks after neoadjuvant therapy. An individualized tumor segmentation methodology was applied to generate tumor volumes (SUV2SD) and compare with standard SUVmax and fixed threshold (SUV40%, SUV50% and SUV60%) pre- and post-therapy. Therapeutic response was assessed in the resected specimens using Dworak’s protocol recommendations. Several variables were generated and compared with the histopathological results. Results: Seventeen (17) patients were included and analyzed. Significant differences were observed between responders (Dworak 3 and 4) and non-responders for SUVmax-2 (p<0.01), SUV2SD-2 (p<0.05), SUV40%-2 (p<0.05), SUV50%-2 (p<0.05) and SUV60%-2 (p<0.05). ROC analyses showed significant areas under the curve (p<0.01) for the proposed methodology with sensitivity and specificity varying from 60% to 83% and 73% to 82%, respectively. Conclusion: The present study confirmed the predictive power of the variables using a noninvasive individualized methodology for tumor segmentation based on 18F-FDG PET/CT imaging for response evaluation in patients with rectal cancer after neoadjuvant chemoradiation therapy.engUniversidade Federal de Minas GeraisUFMGBrasilMED - DEPARTAMENTO DE ANATOMIA E IMAGEMMED - DEPARTAMENTO DE ANATOMIA PATOLÓGICA E MEDICINA LEGALRevista da Associação Médica BrasileiraNeoplasias RetaisTerapia NeoadjuvanteFluordesoxiglucose F18Tomografia por Emissão de Pósitrons combinada à Tomografia ComputadorizadaRectal NeoplasmsNeoadjuvant Therapy18F-FDGPET/CTIndividualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer?info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://www.scielo.br/j/ramb/a/ZxzXM5kmVRNzgzzSkXSL9BL/?lang=enTheara C.fagundesMarcelo MamedeArnoldo MafraRodrigo g. SilvaAna c. g. CastroLuciana c. SilvaPriscilla t. AguiarJosiane a. SilvaEduardo Paulino JúniorAlexei m. Machadoapplication/pdfinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSELicense.txtLicense.txttext/plain; charset=utf-82042https://repositorio.ufmg.br/bitstream/1843/55178/1/License.txtfa505098d172de0bc8864fc1287ffe22MD51ORIGINALIndividualized threshold for tumor pdfa.pdfIndividualized threshold for tumor pdfa.pdfapplication/pdf334050https://repositorio.ufmg.br/bitstream/1843/55178/2/Individualized%20threshold%20for%20tumor%20pdfa.pdf9027c5349349207c05e4c1d68ddc5dabMD521843/551782023-06-20 20:36:36.681oai:repositorio.ufmg.br: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Repositório de PublicaçõesPUBhttps://repositorio.ufmg.br/oaiopendoar:2023-06-20T23:36:36Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)false |
dc.title.pt_BR.fl_str_mv |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
title |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
spellingShingle |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? Theara C.fagundes Rectal Neoplasms Neoadjuvant Therapy 18F-FDG PET/CT Neoplasias Retais Terapia Neoadjuvante Fluordesoxiglucose F18 Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada |
title_short |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
title_full |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
title_fullStr |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
title_full_unstemmed |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
title_sort |
Individualized threshold for tumor segmentation in 18F-FDG PET/CT imaging: the key for response evaluation of neoadjuvant chemoradiation therapy in patients with rectal cancer? |
author |
Theara C.fagundes |
author_facet |
Theara C.fagundes Marcelo Mamede Arnoldo Mafra Rodrigo g. Silva Ana c. g. Castro Luciana c. Silva Priscilla t. Aguiar Josiane a. Silva Eduardo Paulino Júnior Alexei m. Machado |
author_role |
author |
author2 |
Marcelo Mamede Arnoldo Mafra Rodrigo g. Silva Ana c. g. Castro Luciana c. Silva Priscilla t. Aguiar Josiane a. Silva Eduardo Paulino Júnior Alexei m. Machado |
author2_role |
author author author author author author author author author |
dc.contributor.author.fl_str_mv |
Theara C.fagundes Marcelo Mamede Arnoldo Mafra Rodrigo g. Silva Ana c. g. Castro Luciana c. Silva Priscilla t. Aguiar Josiane a. Silva Eduardo Paulino Júnior Alexei m. Machado |
dc.subject.por.fl_str_mv |
Rectal Neoplasms Neoadjuvant Therapy 18F-FDG PET/CT |
topic |
Rectal Neoplasms Neoadjuvant Therapy 18F-FDG PET/CT Neoplasias Retais Terapia Neoadjuvante Fluordesoxiglucose F18 Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada |
dc.subject.other.pt_BR.fl_str_mv |
Neoplasias Retais Terapia Neoadjuvante Fluordesoxiglucose F18 Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada |
description |
Introduction: The standard treatment for locally advanced rectal cancer (RC) consists of neoadjuvant chemoradiation followed by radical surgery. Regardless the extensive use of SUV max in 18F-FDG PET tumor uptake as representation of tumor glycolytic consumption, there is a trend to apply metabolic volume instead. Thus, the aim of the present study was to evaluate a noninvasive method for tumor segmentation using the 18F-FDG PET imaging in order to predict response to neoadjuvant chemoradiation therapy in patients with rectal cancer. Method: The sample consisted of stage II and III rectal cancer patients undergoing 18F-FDG PET/CT examination before and eight weeks after neoadjuvant therapy. An individualized tumor segmentation methodology was applied to generate tumor volumes (SUV2SD) and compare with standard SUVmax and fixed threshold (SUV40%, SUV50% and SUV60%) pre- and post-therapy. Therapeutic response was assessed in the resected specimens using Dworak’s protocol recommendations. Several variables were generated and compared with the histopathological results. Results: Seventeen (17) patients were included and analyzed. Significant differences were observed between responders (Dworak 3 and 4) and non-responders for SUVmax-2 (p<0.01), SUV2SD-2 (p<0.05), SUV40%-2 (p<0.05), SUV50%-2 (p<0.05) and SUV60%-2 (p<0.05). ROC analyses showed significant areas under the curve (p<0.01) for the proposed methodology with sensitivity and specificity varying from 60% to 83% and 73% to 82%, respectively. Conclusion: The present study confirmed the predictive power of the variables using a noninvasive individualized methodology for tumor segmentation based on 18F-FDG PET/CT imaging for response evaluation in patients with rectal cancer after neoadjuvant chemoradiation therapy. |
publishDate |
2017 |
dc.date.issued.fl_str_mv |
2017-07-17 |
dc.date.accessioned.fl_str_mv |
2023-06-20T20:03:08Z |
dc.date.available.fl_str_mv |
2023-06-20T20:03:08Z |
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/1843/55178 |
dc.identifier.doi.pt_BR.fl_str_mv |
https://doi.org/10.1590/1806-9282.64.02.119 |
dc.identifier.issn.pt_BR.fl_str_mv |
18069282 |
dc.identifier.orcid.pt_BR.fl_str_mv |
https://orcid.org/0000-0001-6157-6511 |
url |
https://doi.org/10.1590/1806-9282.64.02.119 http://hdl.handle.net/1843/55178 https://orcid.org/0000-0001-6157-6511 |
identifier_str_mv |
18069282 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.ispartof.none.fl_str_mv |
Revista da Associação Médica Brasileira |
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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf |
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Universidade Federal de Minas Gerais |
dc.publisher.initials.fl_str_mv |
UFMG |
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Brasil |
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MED - DEPARTAMENTO DE ANATOMIA E IMAGEM MED - DEPARTAMENTO DE ANATOMIA PATOLÓGICA E MEDICINA LEGAL |
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Universidade Federal de Minas Gerais |
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reponame:Repositório Institucional da UFMG instname:Universidade Federal de Minas Gerais (UFMG) instacron:UFMG |
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