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Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis

Radiogenomics is a new field of medical science that integrates two omics, radiomics and genomics, and may bring a major paradigm shift in traditional personalized medicine strategies that require tumor tissue samples. In addition, the acquisition of the data does not require special imaging equipme...

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Detalles Bibliográficos
Autores principales: Hoshino, Isamu, Yokota, Hajime
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8316732/
https://www.ncbi.nlm.nih.gov/pubmed/34337291
http://dx.doi.org/10.1002/ags3.12437
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author Hoshino, Isamu
Yokota, Hajime
author_facet Hoshino, Isamu
Yokota, Hajime
author_sort Hoshino, Isamu
collection PubMed
description Radiogenomics is a new field of medical science that integrates two omics, radiomics and genomics, and may bring a major paradigm shift in traditional personalized medicine strategies that require tumor tissue samples. In addition, the acquisition of the data does not require special imaging equipment or special imaging conditions, and it is possible to use image information from computed tomography, magnetic resonance imaging, positron emission tomography‐computed tomography in clinical practice, so the versatility and cost‐effectiveness of radiogenomics are expected. So far, the field of radiogenomics has developed, especially in the fields of brain tumors and breast cancer, but recently, reports of radiogenomic research on gastroenterological cancer are increasing. This review provides an overview of radiogenomic research methods and summarizes the current radiogenomic research in gastroenterological cancer. In addition, the application of artificial intelligence is considered to be indispensable for the integrated analysis of enormous omics information in the future, and the future direction of this research, including the latest technologies, will be discussed.
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spelling pubmed-83167322021-07-31 Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis Hoshino, Isamu Yokota, Hajime Ann Gastroenterol Surg Review Articles Radiogenomics is a new field of medical science that integrates two omics, radiomics and genomics, and may bring a major paradigm shift in traditional personalized medicine strategies that require tumor tissue samples. In addition, the acquisition of the data does not require special imaging equipment or special imaging conditions, and it is possible to use image information from computed tomography, magnetic resonance imaging, positron emission tomography‐computed tomography in clinical practice, so the versatility and cost‐effectiveness of radiogenomics are expected. So far, the field of radiogenomics has developed, especially in the fields of brain tumors and breast cancer, but recently, reports of radiogenomic research on gastroenterological cancer are increasing. This review provides an overview of radiogenomic research methods and summarizes the current radiogenomic research in gastroenterological cancer. In addition, the application of artificial intelligence is considered to be indispensable for the integrated analysis of enormous omics information in the future, and the future direction of this research, including the latest technologies, will be discussed. John Wiley and Sons Inc. 2021-02-01 /pmc/articles/PMC8316732/ /pubmed/34337291 http://dx.doi.org/10.1002/ags3.12437 Text en © 2021 The Authors. Annals of Gastroenterological Surgery published by John Wiley & Sons Australia, Ltd on behalf of The Japanese Society of Gastroenterological Surgery https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, 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 Articles
Hoshino, Isamu
Yokota, Hajime
Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis
title Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis
title_full Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis
title_fullStr Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis
title_full_unstemmed Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis
title_short Radiogenomics of gastroenterological cancer: The dawn of personalized medicine with artificial intelligence‐based image analysis
title_sort radiogenomics of gastroenterological cancer: the dawn of personalized medicine with artificial intelligence‐based image analysis
topic Review Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8316732/
https://www.ncbi.nlm.nih.gov/pubmed/34337291
http://dx.doi.org/10.1002/ags3.12437
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