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

John M. Creasy, Kristen M. Cunanan, Jayasree Chakraborty, John C. McAuliffe, Joanne Chou, Mithat Gonen, Victoria S. Kingham, Martin R. Weiser, Vinod P. Balachandran, Jeffrey A. Drebin, T. Peter Kingham, William R. Jarnagin, Michael I. D’Angelica, Richard K.G. Do, Amber L. Simpson

Research output: Contribution to journalArticlepeer-review

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 to 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.

Original languageEnglish (US)
JournalAnnals of Surgical Oncology
DOIs
StateAccepted/In press - 2020

ASJC Scopus subject areas

  • Surgery
  • Oncology

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