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Aug 2026

Decoding Tumor Heterogeneity with Imaging Biomarkers Predicts Microvascular Invasion and Postoperative Risk Stratification in Hepatocellular Carcinoma.

RATIONALE AND OBJECTIVES Microvascular invasion (MVI) is a major driver of recurrence and poor outcomes in hepatocellular carcinoma (HCC), yet biopsy-based pathologic assessment is invasive and susceptible to sampling bias and delayed availability. We aimed to develop and validate a noninvasive preoperative model integ...

Xiaodong Liu, Jing Jia, Fei Wang et al. · 0 citations
Open access Jul 2026

Interpretable multimodal deep learning for time-resolved survival prediction after hepatocellular carcinoma resection.

Hepatocellular carcinoma (HCC) exhibits substantial interpatient heterogeneity, leading to markedly variable outcomes and survival even among patients with similar stages and imaging phenotypes. Mainstream staging systems remain suboptimal, whereas pathology-dependent factors and high-cost genomic assays are neither sc...

Fan Li, Huancheng Yang, Ruishan Liu et al. · 0 citations

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