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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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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. |
format | Online Article Text |
id | pubmed-8316732 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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