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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8582778 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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