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Differences in Liver Parenchyma are Measurable with CT Radiomics at Initial Colon Resection in Patients that Develop Hepatic Metastases from Stage II/III Colon Cancer
- Source :
- Ann Surg Oncol
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- BACKGROUND: Currently, there are no methods to identify patients with an increased risk of liver metastases to guide patient selection for liver-directed therapies. We tried to determine whether quantitative image features (radiomics) of the liver obtained from preoperative staging CT scans at the time of initial colon resection differ in patients that subsequently develop liver metastases, extrahepatic metastases, or demonstrate prolonged disease-free survival. METHODS: Patients who underwent resection of stage II/III colon cancer from 2004–2012 with available preoperative CT scans were included in this single-institution, retrospective case-control study. Patients were grouped by initial recurrence patterns: liver recurrence, extrahepatic recurrence, or no evidence of disease at 5 years. Radiomic features of the liver parenchyma extracted from CT images were compared across groups. RESULTS: The cohort consisted of 120 patients divided evenly between three recurrence groups, with an equal number of stage II and III patients in each group. After adjusting for multiple comparisons, 44 of 254 (17%) imaging features displayed different distributions across the three patient groups (p < 0.05), with the clearest distinction between those with liver recurrence and no evidence of disease. Increased heterogeneity in the liver parenchyma by radiomic analysis was protective of liver metastases. CONCLUSIONS: CT radiomics is a promising tool to identify patients at high risk of developing liver metastases and is worthy of further investigation and validation.
- Subjects :
- medicine.medical_specialty
Colorectal cancer
Disease
Stage ii
Article
03 medical and health sciences
0302 clinical medicine
Text mining
Surgical oncology
medicine
Humans
Retrospective Studies
business.industry
Liver Neoplasms
Case-control study
Retrospective cohort study
medicine.disease
Oncology
Case-Control Studies
030220 oncology & carcinogenesis
Colonic Neoplasms
Cohort
030211 gastroenterology & hepatology
Surgery
Radiology
Neoplasm Recurrence, Local
Tomography, X-Ray Computed
business
Subjects
Details
- ISSN :
- 15344681 and 10689265
- Volume :
- 28
- Database :
- OpenAIRE
- Journal :
- Annals of Surgical Oncology
- Accession number :
- edsair.doi.dedup.....3117d2c4a75f360d7fbd8c9be9300ab6
- Full Text :
- https://doi.org/10.1245/s10434-020-09134-w