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
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.· npj Digital Medicine· 0 citations
Our study developed a multiomics-driven transformer model that combines mammography, MRI, transcriptomic and proteomic data to noninvasively predict axillary lymph node (ALN) metastasis in breast cancer. A total of 2105 patients from 10 institutions were included for model training and validation. The model achieved an...
Xiaodong Liu, Fan Li, Ye Xiang et al.· npj Precision Oncology· 0 citations
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