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Current status and future perspectives of radiomics in hepatocellular carcinoma

Given the frequent co-existence of an aggressive tumor and underlying chronic liver disease, the management of hepatocellular carcinoma (HCC) patients requires experienced multidisciplinary team discussion. Moreover, imaging plays a key role in the diagnosis, staging, restaging, and surveillance of...

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Autores principales: Miranda, Joao, Horvat, Natally, Fonseca, Gilton Marques, Araujo-Filho, Jose de Arimateia Batista, Fernandes, Maria Clara, Charbel, Charlotte, Chakraborty, Jayasree, Coelho, Fabricio Ferreira, Nomura, Cesar Higa, Herman, Paulo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Baishideng Publishing Group Inc 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9850949/
https://www.ncbi.nlm.nih.gov/pubmed/36683711
http://dx.doi.org/10.3748/wjg.v29.i1.43
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author Miranda, Joao
Horvat, Natally
Fonseca, Gilton Marques
Araujo-Filho, Jose de Arimateia Batista
Fernandes, Maria Clara
Charbel, Charlotte
Chakraborty, Jayasree
Coelho, Fabricio Ferreira
Nomura, Cesar Higa
Herman, Paulo
author_facet Miranda, Joao
Horvat, Natally
Fonseca, Gilton Marques
Araujo-Filho, Jose de Arimateia Batista
Fernandes, Maria Clara
Charbel, Charlotte
Chakraborty, Jayasree
Coelho, Fabricio Ferreira
Nomura, Cesar Higa
Herman, Paulo
author_sort Miranda, Joao
collection PubMed
description Given the frequent co-existence of an aggressive tumor and underlying chronic liver disease, the management of hepatocellular carcinoma (HCC) patients requires experienced multidisciplinary team discussion. Moreover, imaging plays a key role in the diagnosis, staging, restaging, and surveillance of HCC. Currently, imaging assessment of HCC entails the assessment of qualitative characteristics which are prone to inter-reader variability. Radiomics is an emerging field that extracts high-dimensional mineable quantitative features that cannot be assessed visually with the naked eye from medical imaging. The main potential applications of radiomic models in HCC are to predict histology, response to treatment, genetic signature, recurrence, and survival. Despite the encouraging results to date, there are challenges and limitations that need to be overcome before radiomics implementation in clinical practice. The purpose of this article is to review the main concepts and challenges pertaining to radiomics, and to review recent studies and potential applications of radiomics in HCC.
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spelling pubmed-98509492023-01-20 Current status and future perspectives of radiomics in hepatocellular carcinoma Miranda, Joao Horvat, Natally Fonseca, Gilton Marques Araujo-Filho, Jose de Arimateia Batista Fernandes, Maria Clara Charbel, Charlotte Chakraborty, Jayasree Coelho, Fabricio Ferreira Nomura, Cesar Higa Herman, Paulo World J Gastroenterol Review Given the frequent co-existence of an aggressive tumor and underlying chronic liver disease, the management of hepatocellular carcinoma (HCC) patients requires experienced multidisciplinary team discussion. Moreover, imaging plays a key role in the diagnosis, staging, restaging, and surveillance of HCC. Currently, imaging assessment of HCC entails the assessment of qualitative characteristics which are prone to inter-reader variability. Radiomics is an emerging field that extracts high-dimensional mineable quantitative features that cannot be assessed visually with the naked eye from medical imaging. The main potential applications of radiomic models in HCC are to predict histology, response to treatment, genetic signature, recurrence, and survival. Despite the encouraging results to date, there are challenges and limitations that need to be overcome before radiomics implementation in clinical practice. The purpose of this article is to review the main concepts and challenges pertaining to radiomics, and to review recent studies and potential applications of radiomics in HCC. Baishideng Publishing Group Inc 2023-01-07 2023-01-07 /pmc/articles/PMC9850949/ /pubmed/36683711 http://dx.doi.org/10.3748/wjg.v29.i1.43 Text en ©The Author(s) 2023. Published by Baishideng Publishing Group Inc. All rights reserved. https://creativecommons.org/licenses/by-nc/4.0/This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: https://creativecommons.org/Licenses/by-nc/4.0/
spellingShingle Review
Miranda, Joao
Horvat, Natally
Fonseca, Gilton Marques
Araujo-Filho, Jose de Arimateia Batista
Fernandes, Maria Clara
Charbel, Charlotte
Chakraborty, Jayasree
Coelho, Fabricio Ferreira
Nomura, Cesar Higa
Herman, Paulo
Current status and future perspectives of radiomics in hepatocellular carcinoma
title Current status and future perspectives of radiomics in hepatocellular carcinoma
title_full Current status and future perspectives of radiomics in hepatocellular carcinoma
title_fullStr Current status and future perspectives of radiomics in hepatocellular carcinoma
title_full_unstemmed Current status and future perspectives of radiomics in hepatocellular carcinoma
title_short Current status and future perspectives of radiomics in hepatocellular carcinoma
title_sort current status and future perspectives of radiomics in hepatocellular carcinoma
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9850949/
https://www.ncbi.nlm.nih.gov/pubmed/36683711
http://dx.doi.org/10.3748/wjg.v29.i1.43
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