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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MDPI AG
2021
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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) |
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DOAJ |
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colon cancer liver metastasis radiogenomics radiomics metastatic niche early detection Neoplasms. Tumors. Oncology. Including cancer and carcinogens RC254-282 |
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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 |
_version_ |
1718435205288558592 |