Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients

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, p...

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Autores principales: Carolina de la Pinta, María E. Castillo, Manuel Collado, Cristina Galindo-Pumariño, Cristina Peña
Formato: article
Lenguaje:EN
Publicado: MDPI AG 2021
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Acceso en línea:https://doaj.org/article/b11bf368625044e68e33049eca505cf6
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spelling oai:doaj.org-article:b11bf368625044e68e33049eca505cf62021-11-11T15:34:31ZRadiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients10.3390/cancers132155472072-6694https://doaj.org/article/b11bf368625044e68e33049eca505cf62021-11-01T00:00:00Zhttps://www.mdpi.com/2072-6694/13/21/5547https://doaj.org/toc/2072-6694Radiomics 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.Carolina de la PintaMaría E. CastilloManuel ColladoCristina Galindo-PumariñoCristina PeñaMDPI AGarticlecolon cancerliver metastasisradiogenomicsradiomicsmetastatic nicheearly detectionNeoplasms. Tumors. Oncology. Including cancer and carcinogensRC254-282ENCancers, Vol 13, Iss 5547, p 5547 (2021)
institution DOAJ
collection DOAJ
language EN
topic colon cancer
liver metastasis
radiogenomics
radiomics
metastatic niche
early detection
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
RC254-282
spellingShingle colon cancer
liver metastasis
radiogenomics
radiomics
metastatic niche
early detection
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
RC254-282
Carolina de la Pinta
María E. Castillo
Manuel Collado
Cristina Galindo-Pumariño
Cristina Peña
Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
description 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 article
author Carolina de la Pinta
María E. Castillo
Manuel Collado
Cristina Galindo-Pumariño
Cristina Peña
author_facet Carolina de la Pinta
María E. Castillo
Manuel Collado
Cristina Galindo-Pumariño
Cristina Peña
author_sort Carolina de la Pinta
title Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients
title_short 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_sort radiogenomics: hunting down liver metastasis in colorectal cancer patients
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/b11bf368625044e68e33049eca505cf6
work_keys_str_mv AT carolinadelapinta radiogenomicshuntingdownlivermetastasisincolorectalcancerpatients
AT mariaecastillo radiogenomicshuntingdownlivermetastasisincolorectalcancerpatients
AT manuelcollado radiogenomicshuntingdownlivermetastasisincolorectalcancerpatients
AT cristinagalindopumarino radiogenomicshuntingdownlivermetastasisincolorectalcancerpatients
AT cristinapena radiogenomicshuntingdownlivermetastasisincolorectalcancerpatients
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