Association Between MRI Radiomics and Intratumoral Tertiary Lymphoid Structures in Intrahepatic Cholangiocarcinoma and Its Prognostic Significance

Abstract

BackgroundTertiary lymphoid structures (TLSs) have prognostic value in intrahepatic cholangiocarcinoma (ICC) patients. Noninvasive tool to preoperatively evaluate TLSs is still lacking.PurposeTo explore the association between TLSs status of ICC and preoperative MRI radiomics analysis.Study TypeRetrospective.SubjectsOne hundred and ninety‐two patients with ICC, divided into training (T = 105), internal validation groups (V1 = 46), and external validation group (V2 = 41).SequenceCoronal and axial single‐shot fast spin‐echo T2‐weighted, diffusion‐weighted imaging, T1‐weighted, and T1WI fat‐suppressed spoiled gradient‐recall echo LAVA sequence at 3.0 T.AssessmentThe VOIs were drawn manually within the visible borders of the tumors using ITK‐SNAP version 3.8.0 software in the axial T2WI, DWI, and portal vein phase sequences. Radiomics features were subjected to least absolute shrinkage and selection operator regression to select the associated features of TLSs and construct the radiomics model. Univariate and multivariate analyses were used to identify the clinical radiological variables associated with TLSs. The performances were evaluated by the area under the receiver operator characteristic curve (AUC).Statistical TestsLogistic regression analysis, ROC and AUC, Hosmer–Lemeshow test, Kaplan–Meier method with the log‐rank test, calibration curves, and decision curve analysis. P < 0.05 was considered statistically significant.ResultsThe AUCs of arterial phase diffuse hyperenhancement were 0.59 (95% confidence interval [CI], 0.50–0.67), 0.52 (95% CI, 0.43–0.61), and 0.66 (95% CI, 0.52–0.80) in the T, V1, and V2 cohorts. The AUCs of Rad‐score were 0.85 (95% CI, 0.77–0.92), 0.81 (95% CI, 0.67–0.94), and 0.84 (95% CI, 0.71–0.96) in the T, V1, and V2 cohorts, respectively. In cohort T, low‐risk group showed significantly better median recurrence‐free survival (RFS) than that of the high‐risk group, which was also confirmed in cohort V1 and V2.Data ConclusionA preoperative MRI radiomics signature is associated with the intratumoral TLSs status of ICC patients and correlate significantly with RFS.Level of Evidence3Technical EfficacyStage 2