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Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review
In the last decade, the focus of computational pathology research community has shifted from replicating the pathological examination for diagnosis done by pathologists to unlocking and discovering “sub-visual” prognostic image cues from the histopathological image. While we are getting more knowled...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8580801/ https://www.ncbi.nlm.nih.gov/pubmed/34815630 http://dx.doi.org/10.21147/j.issn.1000-9604.2021.05.03 |
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author | Lu, Cheng Shiradkar, Rakesh Liu, Zaiyi |
author_facet | Lu, Cheng Shiradkar, Rakesh Liu, Zaiyi |
author_sort | Lu, Cheng |
collection | PubMed |
description | In the last decade, the focus of computational pathology research community has shifted from replicating the pathological examination for diagnosis done by pathologists to unlocking and discovering “sub-visual” prognostic image cues from the histopathological image. While we are getting more knowledge and experience in digital pathology, the emerging goal is to integrate other-omics or modalities that will contribute for building a better prognostic assay. In this paper, we provide a brief review of representative works that focus on integrating pathomics with radiomics and genomics for cancer prognosis. It includes: correlation of pathomics and genomics; fusion of pathomics and genomics; fusion of pathomics and radiomics. We also present challenges, potential opportunities, and avenues for future work. |
format | Online Article Text |
id | pubmed-8580801 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-85808012021-11-22 Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review Lu, Cheng Shiradkar, Rakesh Liu, Zaiyi Chin J Cancer Res Review Article In the last decade, the focus of computational pathology research community has shifted from replicating the pathological examination for diagnosis done by pathologists to unlocking and discovering “sub-visual” prognostic image cues from the histopathological image. While we are getting more knowledge and experience in digital pathology, the emerging goal is to integrate other-omics or modalities that will contribute for building a better prognostic assay. In this paper, we provide a brief review of representative works that focus on integrating pathomics with radiomics and genomics for cancer prognosis. It includes: correlation of pathomics and genomics; fusion of pathomics and genomics; fusion of pathomics and radiomics. We also present challenges, potential opportunities, and avenues for future work. AME Publishing Company 2021-10-31 /pmc/articles/PMC8580801/ /pubmed/34815630 http://dx.doi.org/10.21147/j.issn.1000-9604.2021.05.03 Text en Copyright ©2021Chinese Journal of Cancer Research. All rights reserved. https://creativecommons.org/licenses/by-nc-sa/4.0/This work is licensed under a Creative Commons Attribution-Non Commercial-Share Alike 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/ (https://creativecommons.org/licenses/by-nc-sa/4.0/) |
spellingShingle | Review Article Lu, Cheng Shiradkar, Rakesh Liu, Zaiyi Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review |
title | Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review |
title_full | Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review |
title_fullStr | Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review |
title_full_unstemmed | Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review |
title_short | Integrating pathomics with radiomics and genomics for cancer prognosis: A brief review |
title_sort | integrating pathomics with radiomics and genomics for cancer prognosis: a brief review |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8580801/ https://www.ncbi.nlm.nih.gov/pubmed/34815630 http://dx.doi.org/10.21147/j.issn.1000-9604.2021.05.03 |
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