4.6 Review

Radiogenomics: Hunting Down Liver Metastasis in Colorectal Cancer Patients

期刊

CANCERS
卷 13, 期 21, 页码 -

出版社

MDPI
DOI: 10.3390/cancers13215547

关键词

colon cancer; liver metastasis; radiogenomics; radiomics; metastatic niche; early detection

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资金

  1. Instituto de Salud Carlos III [PI17/01847, PI20/00602]
  2. European Development Regional Fund (FEDER) A way to achieve Europe (ERDF)
  3. Instituto de Salud Carlos IIIFEDER A way to achieve Europe (ERDF) [CB16/12/00273]

向作者/读者索取更多资源

Colorectal cancer is the third leading cause of cancer globally, with the liver being the most common site of metastasis in CRC patients. Radiomics and radiogenomics are important tools for diagnosing, predicting, and managing cancer patients through analyzing imaging data. Studies on liver metastatic colorectal cancer patients have shown the potential for improved diagnosis, treatment decisions, and prognostic biomarkers through advanced radiomics and radiogenomics techniques.
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. 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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