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Role of MRI-based radiomics in locally advanced rectal cancer

Colorectal cancer is the third most common type of cancer, with high morbidity and mortality rates. In particular, locally advanced rectal cancer (LARC) is difficult to treat and has a high recurrence rate. Neoadjuvant chemoradiotherapy (NCRT) is one of the standard treatment programs of LARC. If th...

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Autores principales: Zhang, Siyu, Yu, Mingrong, Chen, Dan, Li, Peidong, Tang, Bin, Li, Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: D.A. Spandidos 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8717123/
https://www.ncbi.nlm.nih.gov/pubmed/34935061
http://dx.doi.org/10.3892/or.2021.8245
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author Zhang, Siyu
Yu, Mingrong
Chen, Dan
Li, Peidong
Tang, Bin
Li, Jie
author_facet Zhang, Siyu
Yu, Mingrong
Chen, Dan
Li, Peidong
Tang, Bin
Li, Jie
author_sort Zhang, Siyu
collection PubMed
description Colorectal cancer is the third most common type of cancer, with high morbidity and mortality rates. In particular, locally advanced rectal cancer (LARC) is difficult to treat and has a high recurrence rate. Neoadjuvant chemoradiotherapy (NCRT) is one of the standard treatment programs of LARC. If the response to treatment and prognosis in patients with LARC can be predicted, it will guide clinical decision-making. Radiomics is characterized by the extraction of high-dimensional quantitative features from medical imaging data, followed by data analysis and model construction, which can be used for tumor diagnosis, staging, prediction of treatment response and prognosis. In recent years, a number of studies have assessed the role of radiomics in NCRT for LARC. MRI-based radiomics provides valuable data and is expected to become an imaging biomarker for predicting treatment response and prognosis. The potential of radiomics to guide personalized medicine is widely recognized; however, current limitations and challenges prevent its application to clinical decision-making. The present review summarizes the applications, limitations and prospects of MRI-based radiomics in LARC.
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spelling pubmed-87171232022-01-03 Role of MRI-based radiomics in locally advanced rectal cancer Zhang, Siyu Yu, Mingrong Chen, Dan Li, Peidong Tang, Bin Li, Jie Oncol Rep Review Colorectal cancer is the third most common type of cancer, with high morbidity and mortality rates. In particular, locally advanced rectal cancer (LARC) is difficult to treat and has a high recurrence rate. Neoadjuvant chemoradiotherapy (NCRT) is one of the standard treatment programs of LARC. If the response to treatment and prognosis in patients with LARC can be predicted, it will guide clinical decision-making. Radiomics is characterized by the extraction of high-dimensional quantitative features from medical imaging data, followed by data analysis and model construction, which can be used for tumor diagnosis, staging, prediction of treatment response and prognosis. In recent years, a number of studies have assessed the role of radiomics in NCRT for LARC. MRI-based radiomics provides valuable data and is expected to become an imaging biomarker for predicting treatment response and prognosis. The potential of radiomics to guide personalized medicine is widely recognized; however, current limitations and challenges prevent its application to clinical decision-making. The present review summarizes the applications, limitations and prospects of MRI-based radiomics in LARC. D.A. Spandidos 2022-02 2021-12-21 /pmc/articles/PMC8717123/ /pubmed/34935061 http://dx.doi.org/10.3892/or.2021.8245 Text en Copyright: © Zhang et al. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.
spellingShingle Review
Zhang, Siyu
Yu, Mingrong
Chen, Dan
Li, Peidong
Tang, Bin
Li, Jie
Role of MRI-based radiomics in locally advanced rectal cancer
title Role of MRI-based radiomics in locally advanced rectal cancer
title_full Role of MRI-based radiomics in locally advanced rectal cancer
title_fullStr Role of MRI-based radiomics in locally advanced rectal cancer
title_full_unstemmed Role of MRI-based radiomics in locally advanced rectal cancer
title_short Role of MRI-based radiomics in locally advanced rectal cancer
title_sort role of mri-based radiomics in locally advanced rectal cancer
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8717123/
https://www.ncbi.nlm.nih.gov/pubmed/34935061
http://dx.doi.org/10.3892/or.2021.8245
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