Challenges and Promises of Radiomics for Rectal Cancer

Bibliographic Details
Main Author: Moreira, José Maria
Publication Date: 2019
Other Authors: Santiago, Inês, Santinha, João, Figueiredo, Nuno, Marias, Kostas, Figueiredo, Mário, Vanneschi, Leonardo, Papanikolaou, Nickolas
Format: Other
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10362/146551
Summary: Moreira, J. M., Santiago, I., Santinha, J., Figueiredo, N., Marias, K., Figueiredo, M., ... Papanikolaou, N. (2019). Challenges and Promises of Radiomics for Rectal Cancer. Current Colorectal Cancer Reports, 15(6), 175-180. https://doi.org/10.1007/s11888-019-00446-y
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spelling Challenges and Promises of Radiomics for Rectal CancerRadiomicsRectal cancerStagingTreatment responseHepatologyOncologyGastroenterologySDG 3 - Good Health and Well-beingMoreira, J. M., Santiago, I., Santinha, J., Figueiredo, N., Marias, K., Figueiredo, M., ... Papanikolaou, N. (2019). Challenges and Promises of Radiomics for Rectal Cancer. Current Colorectal Cancer Reports, 15(6), 175-180. https://doi.org/10.1007/s11888-019-00446-yPurpose of Review: This literature review aims to gather the relevant works published on the topic of Radiomics in Rectal Cancer. Research on this topic has focused on finding predictors of rectal cancer staging and chemoradiation treatment response from medical images. The methods presented may, in principle, aid clinicians with the appropriate treatment planning options. Finding appropriate automatic tools to help in this task is very important, since rectal cancer has been considered one of the most challenging oncological pathologies in recent years. Recent Findings: Radiomics is a class of methods based on the extraction of mineable, high-dimensional data/features from the routine, standard-of-care medical imaging. This data is then fed to machine learning algorithms, with the goal of automatically obtaining predictions regarding disease stage and therapeutic response. Summary: The literature reviewed suggests that Radiomics will continue to be a part of the body of research in oncology in the upcoming years. However, and excluding very few studies, proper validation on the performance of the methods (mainly with external datasets) is still one of the main limitations of the field, which strongly limits their clinical applicability. Progress will only occur if the community opens itself to collaborate with different groups, as data availability and limited shareability continues to be the barrier for its development. Nowadays, Radiomics is used for nearly every type of cancer. In particular, for rectal cancer, the need for predicting treatment response will continue to demand and boost research in this field.NOVA Information Management School (NOVA IMS)Information Management Research Center (MagIC) - NOVA Information Management SchoolRUNMoreira, José MariaSantiago, InêsSantinha, JoãoFigueiredo, NunoMarias, KostasFigueiredo, MárioVanneschi, LeonardoPapanikolaou, Nickolas2022-12-22T22:11:50Z2019-122019-12-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/other6application/pdfhttp://hdl.handle.net/10362/146551eng1556-3790PURE: 15892771https://doi.org/10.1007/s11888-019-00446-yinfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-22T18:07:36Zoai:run.unl.pt:10362/146551Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T17:38:13.647484Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Challenges and Promises of Radiomics for Rectal Cancer
title Challenges and Promises of Radiomics for Rectal Cancer
spellingShingle Challenges and Promises of Radiomics for Rectal Cancer
Moreira, José Maria
Radiomics
Rectal cancer
Staging
Treatment response
Hepatology
Oncology
Gastroenterology
SDG 3 - Good Health and Well-being
title_short Challenges and Promises of Radiomics for Rectal Cancer
title_full Challenges and Promises of Radiomics for Rectal Cancer
title_fullStr Challenges and Promises of Radiomics for Rectal Cancer
title_full_unstemmed Challenges and Promises of Radiomics for Rectal Cancer
title_sort Challenges and Promises of Radiomics for Rectal Cancer
author Moreira, José Maria
author_facet Moreira, José Maria
Santiago, Inês
Santinha, João
Figueiredo, Nuno
Marias, Kostas
Figueiredo, Mário
Vanneschi, Leonardo
Papanikolaou, Nickolas
author_role author
author2 Santiago, Inês
Santinha, João
Figueiredo, Nuno
Marias, Kostas
Figueiredo, Mário
Vanneschi, Leonardo
Papanikolaou, Nickolas
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv NOVA Information Management School (NOVA IMS)
Information Management Research Center (MagIC) - NOVA Information Management School
RUN
dc.contributor.author.fl_str_mv Moreira, José Maria
Santiago, Inês
Santinha, João
Figueiredo, Nuno
Marias, Kostas
Figueiredo, Mário
Vanneschi, Leonardo
Papanikolaou, Nickolas
dc.subject.por.fl_str_mv Radiomics
Rectal cancer
Staging
Treatment response
Hepatology
Oncology
Gastroenterology
SDG 3 - Good Health and Well-being
topic Radiomics
Rectal cancer
Staging
Treatment response
Hepatology
Oncology
Gastroenterology
SDG 3 - Good Health and Well-being
description Moreira, J. M., Santiago, I., Santinha, J., Figueiredo, N., Marias, K., Figueiredo, M., ... Papanikolaou, N. (2019). Challenges and Promises of Radiomics for Rectal Cancer. Current Colorectal Cancer Reports, 15(6), 175-180. https://doi.org/10.1007/s11888-019-00446-y
publishDate 2019
dc.date.none.fl_str_mv 2019-12
2019-12-01T00:00:00Z
2022-12-22T22:11:50Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/other
format other
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/146551
url http://hdl.handle.net/10362/146551
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1556-3790
PURE: 15892771
https://doi.org/10.1007/s11888-019-00446-y
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 6
application/pdf
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
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reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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