Aug 2026
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.
· Academic Radiology · 0 citations
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Open access
Jul 2026
TEMPO-HCC represents a paradigm shift from static binary classification toward clinically actionable temporal risk prediction, and provides an auditable evidence chain linking macro-scale radiologic phenotypes to micro-scale histopathologic patterns.
Fan Li, Huancheng Yang, Rui-Shan Liu et al.
· npj Digital Medicine · 0 citations
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Open access
Jul 2026
It is suggested that the stacking model holds promise as a noninvasive decision-support tool that may complement, rather than replace, current clinical staging practices, however, integration into clinical workflows requires prospective validation.
Xiaodong Liu, Fan Li, Ye Xiang et al.
· npj Precision Oncology · 0 citations
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