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Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients

SIMPLE SUMMARY: Colorectal cancer (CRC) is the third leading cause of cancer and the second most deadly tumor type in the world. The liver is the most common site of metastasis in CRC patients. The conversion of new imaging biomarkers into diagnostic, prognostic and predictive signatures, by the dev...

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Autores principales: de la Pinta, Carolina, Castillo, María E., Collado, Manuel, Galindo-Pumariño, Cristina, Peña, Cristina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8582778/
https://www.ncbi.nlm.nih.gov/pubmed/34771709
http://dx.doi.org/10.3390/cancers13215547
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author de la Pinta, Carolina
Castillo, María E.
Collado, Manuel
Galindo-Pumariño, Cristina
Peña, Cristina
author_facet de la Pinta, Carolina
Castillo, María E.
Collado, Manuel
Galindo-Pumariño, Cristina
Peña, Cristina
author_sort de la Pinta, Carolina
collection PubMed
description SIMPLE SUMMARY: Colorectal cancer (CRC) is the third leading cause of cancer and the second most deadly tumor type in the world. The liver is the most common site of metastasis in CRC patients. The conversion of new imaging biomarkers into diagnostic, prognostic and predictive signatures, by the development of radiomics and radiogenomics, is an important potential new tool for the clinical management of cancer patients. In this review, we assess the knowledge gained from radiomics and radiogenomics studies in liver metastatic colorectal cancer patients and their possible use for early diagnosis, response assessment and treatment decisions. ABSTRACT: Radiomics is a developing new discipline that analyzes conventional medical images to extract quantifiable data that can be mined for new biomarkers that show the biology of pathological processes at microscopic levels. These data can be converted into image-based signatures to improve diagnostic, prognostic and predictive accuracy in cancer patients. The combination of radiomics and molecular data, called radiogenomics, has clear implications for cancer patients’ management. Though some studies have focused on radiogenomics signatures in hepatocellular carcinoma patients, only a few have examined colorectal cancer metastatic lesions in the liver. Moreover, the need to differentiate between liver lesions is fundamental for accurate diagnosis and treatment. In this review, we summarize the knowledge gained from radiomics and radiogenomics studies in hepatic metastatic colorectal cancer patients and their use in early diagnosis, response assessment and treatment decisions. We also investigate their value as possible prognostic biomarkers. In addition, the great potential of image mining to provide a comprehensive view of liver niche formation is examined thoroughly. Finally, new challenges and current limitations for the early detection of the liver premetastatic niche, based on radiomics and radiogenomics, are also discussed.
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spelling pubmed-85827782021-11-12 Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients de la Pinta, Carolina Castillo, María E. Collado, Manuel Galindo-Pumariño, Cristina Peña, Cristina Cancers (Basel) Review SIMPLE SUMMARY: Colorectal cancer (CRC) is the third leading cause of cancer and the second most deadly tumor type in the world. The liver is the most common site of metastasis in CRC patients. The conversion of new imaging biomarkers into diagnostic, prognostic and predictive signatures, by the development of radiomics and radiogenomics, is an important potential new tool for the clinical management of cancer patients. In this review, we assess the knowledge gained from radiomics and radiogenomics studies in liver metastatic colorectal cancer patients and their possible use for early diagnosis, response assessment and treatment decisions. ABSTRACT: Radiomics is a developing new discipline that analyzes conventional medical images to extract quantifiable data that can be mined for new biomarkers that show the biology of pathological processes at microscopic levels. These data can be converted into image-based signatures to improve diagnostic, prognostic and predictive accuracy in cancer patients. The combination of radiomics and molecular data, called radiogenomics, has clear implications for cancer patients’ management. Though some studies have focused on radiogenomics signatures in hepatocellular carcinoma patients, only a few have examined colorectal cancer metastatic lesions in the liver. Moreover, the need to differentiate between liver lesions is fundamental for accurate diagnosis and treatment. In this review, we summarize the knowledge gained from radiomics and radiogenomics studies in hepatic metastatic colorectal cancer patients and their use in early diagnosis, response assessment and treatment decisions. We also investigate their value as possible prognostic biomarkers. In addition, the great potential of image mining to provide a comprehensive view of liver niche formation is examined thoroughly. Finally, new challenges and current limitations for the early detection of the liver premetastatic niche, based on radiomics and radiogenomics, are also discussed. MDPI 2021-11-05 /pmc/articles/PMC8582778/ /pubmed/34771709 http://dx.doi.org/10.3390/cancers13215547 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
de la Pinta, Carolina
Castillo, María E.
Collado, Manuel
Galindo-Pumariño, Cristina
Peña, Cristina
Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title_full Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title_fullStr Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title_full_unstemmed Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title_short Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title_sort radiogenomics: hunting down liver metastasis in colorectal cancer patients
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8582778/
https://www.ncbi.nlm.nih.gov/pubmed/34771709
http://dx.doi.org/10.3390/cancers13215547
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