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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...

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Autores principales: Lo Gullo, Roberto, Daimiel, Isaac, Morris, Elizabeth A., Pinker, Katja
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2020
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.
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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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