ArticleEuropean radiology2026
Noninvasive MRI imaging feature-based prediction of intratumoral tertiary lymphoid structure maturity in hepatocellular carcinoma: a multicenter retrospective study.
Article in European radiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Review
- Immune escape in portal vein tumor thrombus: an intravascular tumor-immune niche framework for hepatocellular carcinoma.Frontiers in immunology · 2026Review
- Intratumoral Tertiary Lymphoid Structures in Hepatocellular Carcinoma: Current Evidence and Future Directions - a Narrative Review.Journal of hepatocellular carcinoma · 2026Review
- Research progress of tertiary lymphoid structure in hepatocellular carcinoma: from prognostic biomarkers to new strategies for immunotherapy.Frontiers in immunology · 2026Review
- An Interpretable Radiomics-Based Model Using Susceptibility-Weighted Imaging for Non-Invasive Prediction of Tertiary Lymphoid Structures in Hepatocellular Carcinoma.Journal of hepatocellular carcinoma · 2025Article
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11 authors.
Funding
Abstract
objectiveTo develop a noninvasive MRI-based model for assessing intratumoral tertiary lymphoid structures (iTLSs) maturity in hepatocellular carcinoma (HCC) to guide therapeutic strategies. MATERIALS AND
methodsRetrospective analysis of 388 HCC patients from two centers included 338 in the training cohort and 50 in the external validation cohort. Patients were pathologically stratified into iTLSs-0 (n = 113), iTLSs-1 (n = 173), and iTLSs-2/3 (n = 32). External validation cohort included 20, 15, and 15 cases in each corresponding group. MRI features were analyzed using logistic regression to identify predictors of iTLSs maturity. The outcome cohort (n = 64) was used to assess the model's ability to identify candidates for tyrosine kinase inhibitors combined with immune checkpoint inhibitors (TKI-ICI) treatment. Nomogram performance was evaluated via area under the curve (AUC) with 95% confidence intervals (CIs).
resultsiTLSs-1 exhibited lower intratumoral hemorrhage (p < 0.0001) and higher tumor in vein (p = 0.001) versus iTLSs-0 (AUC = 0.713, 95% CI: 0.661-0.764). iTLSs-2/3 showed higher complete capsule (p < 0.001), lower satellite nodules (p = 0.049), and lower intratumoral artery (p < 0.001) compared to iTLSs-1 (AUC = 0.750, 95% CI: 0.701-0.799). External validation confirmed generalizability (AUC = 0.750 and 0.764). The integrated nomogram demonstrated good calibration and potential clinical utility. A nomogram-based threshold (probability > 0.5) was used to stratify iTLSs, and the stratification effectively predicted iTLSs-2/3 patients who benefited from postoperative TKI-ICI treatment compared to iTLSs-0 and iTLSs-1 (p = 0.013 and 0.010).
conclusionMRI features effectively stratify iTLSs maturity in HCC, offering a noninvasive tool to personalize treatment. KEY POINTS: Question Can preoperative MRI-based models assess intratumoral tertiary lymphoid structures maturity in hepatocellular carcinoma to guide tyrosine kinase inhibitors combined with immune checkpoint inhibitors treatment planning? Findings MRI-based intratumoral tertiary lymphoid structures stratification enables identification of hepatocellular carcinoma patients who may benefit from tyrosine kinase inhibitors combined with immune checkpoint inhibitors therapy. Clinical relevance This MRI-based model provides a preoperative tool to evaluate intratumoral tertiary lymphoid structures maturity in hepatocellular carcinoma, potentially guiding patient selection for tyrosine kinase inhibitor combined with immune checkpoint inhibitor treatment and supporting individualized therapeutic decision-making to improve outcomes.
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