Intrahepatic cholangiocarcinoma. MRI texture signature as predictive biomarkers of immunophenotyping and survival
Creators
- 1. Department of Radiology, West China Hospital, Sichuan University, 610041, Chengdu (China)
- 2. Laboratory of Pathology, West China Hospital, Sichuan University, 610041, Chengdu (China)
- 3. Pharmaceutical Diagnostic Team, GE Healthcare, Life Sciences, 100176, Beijing (China)
Description
Clinical evidence suggests that the response to immune checkpoint blockade depends on the immune status in the tumor microenvironment. This study aims to predict the immunophenotyping (IP) and overall survival (OS) of intrahepatic cholangiocarcinoma (ICC) patients using preoperative magnetic resonance imaging (MRI) texture analysis. A total of 78 ICC patients were included and divided into inflamed (n = 26) or non-inflamed (n = 52) immunophenotyping based on the density of CD 8 T cells. The enhanced T1-weighted MRI in the arterial phase was employed with texture analysis. The logistic regression analysis was applied to select the significant features related to IP. The OS-related feature was determined by Cox proportional-hazards model and Kaplan-Meier analysis. IP and OS predictive models were developed using the selected features, respectively. Three wavelets and one 3D feature have favorable ability to discriminate IP, a combination of which performed best with an AUC of 0.919. The inflamed immunophenotyping had a better prognosis than the non-inflamed one. The 5-year survival rates of the two groups were 48.5% and 25.3%, respectively (p < 0.05). The only wavelet-HLH_firstorder_Median feature was associated with OS and used to build the OS predictive model with a C-index of 0.70 (95% CI, 0.57, 0.82), which could well stratify ICC patients into high- and low-risk groups. The 1-, 3-, and 5-year survival probabilities of the stratified groups were 62.5%, 30.0%, and 24.2%, and 89.5%, 62.2%, and 42.1%, respectively (p < 0.05). The MRI texture signature could serve as a potential predictive biomarker for the IP and OS of ICC patients.
Additional details
Identifiers
Publishing Information
- Journal Title
- European Radiology
- Journal Volume
- 31
- Journal Issue
- 6
- Journal Page Range
- p. 3661-3672
- ISSN
- 0938-7994
- CODEN
- EURAE3
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 52096060
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- BIOLOGICAL MARKERS; CARCINOMAS; IMAGE PROCESSING; IMMUNOLOGY; LIVER; NMR IMAGING; PHENOTYPE; REGRESSION ANALYSIS; RELAXATION TIME; SURVIVAL CURVES; TEXTURE; WEIGHTING FUNCTIONS
- Descriptors DEC
- BODY; DIAGNOSTIC TECHNIQUES; DIGESTIVE SYSTEM; DISEASES; FUNCTIONS; GLANDS; MATHEMATICS; NEOPLASMS; ORGANS; PROCESSING; STATISTICS