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Combining molecular and imaging metrics in cancer: radiogenomics
BACKGROUND: Radiogenomics is the extension of radiomics through the combination of genetic and radiomic data. Because genetic testing remains expensive, invasive, and time-consuming, and thus unavailable for all patients, radiogenomics may play an important role in providing accurate imaging surroga...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6942081/ https://www.ncbi.nlm.nih.gov/pubmed/31901171 http://dx.doi.org/10.1186/s13244-019-0795-6 |
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author | Lo Gullo, Roberto Daimiel, Isaac Morris, Elizabeth A. Pinker, Katja |
author_facet | Lo Gullo, Roberto Daimiel, Isaac Morris, Elizabeth A. Pinker, Katja |
author_sort | Lo Gullo, Roberto |
collection | PubMed |
description | BACKGROUND: Radiogenomics is the extension of radiomics through the combination of genetic and radiomic data. Because genetic testing remains expensive, invasive, and time-consuming, and thus unavailable for all patients, radiogenomics may play an important role in providing accurate imaging surrogates which are correlated with genetic expression, thereby serving as a substitute for genetic testing. MAIN BODY: In this article, we define the meaning of radiogenomics and the difference between radiomics and radiogenomics. We provide an up-to-date review of the radiomics and radiogenomics literature in oncology, focusing on breast, brain, gynecological, liver, kidney, prostate and lung malignancies. We also discuss the current challenges to radiogenomics analysis. CONCLUSION: Radiomics and radiogenomics are promising to increase precision in diagnosis, assessment of prognosis, and prediction of treatment response, providing valuable information for patient care throughout the course of the disease, given that this information is easily obtainable with imaging. Larger prospective studies and standardization will be needed to define relevant imaging biomarkers before they can be implemented into the clinical workflow. |
format | Online Article Text |
id | pubmed-6942081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-69420812020-01-16 Combining molecular and imaging metrics in cancer: radiogenomics Lo Gullo, Roberto Daimiel, Isaac Morris, Elizabeth A. Pinker, Katja Insights Imaging Critical Review BACKGROUND: Radiogenomics is the extension of radiomics through the combination of genetic and radiomic data. Because genetic testing remains expensive, invasive, and time-consuming, and thus unavailable for all patients, radiogenomics may play an important role in providing accurate imaging surrogates which are correlated with genetic expression, thereby serving as a substitute for genetic testing. MAIN BODY: In this article, we define the meaning of radiogenomics and the difference between radiomics and radiogenomics. We provide an up-to-date review of the radiomics and radiogenomics literature in oncology, focusing on breast, brain, gynecological, liver, kidney, prostate and lung malignancies. We also discuss the current challenges to radiogenomics analysis. CONCLUSION: Radiomics and radiogenomics are promising to increase precision in diagnosis, assessment of prognosis, and prediction of treatment response, providing valuable information for patient care throughout the course of the disease, given that this information is easily obtainable with imaging. Larger prospective studies and standardization will be needed to define relevant imaging biomarkers before they can be implemented into the clinical workflow. Springer Berlin Heidelberg 2020-01-03 /pmc/articles/PMC6942081/ /pubmed/31901171 http://dx.doi.org/10.1186/s13244-019-0795-6 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Critical Review Lo Gullo, Roberto Daimiel, Isaac Morris, Elizabeth A. Pinker, Katja Combining molecular and imaging metrics in cancer: radiogenomics |
title | Combining molecular and imaging metrics in cancer: radiogenomics |
title_full | Combining molecular and imaging metrics in cancer: radiogenomics |
title_fullStr | Combining molecular and imaging metrics in cancer: radiogenomics |
title_full_unstemmed | Combining molecular and imaging metrics in cancer: radiogenomics |
title_short | Combining molecular and imaging metrics in cancer: radiogenomics |
title_sort | combining molecular and imaging metrics in cancer: radiogenomics |
topic | Critical Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6942081/ https://www.ncbi.nlm.nih.gov/pubmed/31901171 http://dx.doi.org/10.1186/s13244-019-0795-6 |
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