Contrast-enhanced ultrasound and clinical features for preoperative prediction of GPC-3 expression in hepatocellular
Qing Shu1, Chuan Pang2, Zhen Wang1
1Department of Interventional Ultrasound, The First Medical Centre, Chinese PLA General Hospital, Beijing, China.
Purpose:
Glypican 3 (GPC-3) in hepatocellular carcinoma (HCC) is receiving attention as a potential biomarker for treatment options. However, GPC-3 expression can only be assessed through surgical pathology. Therefore, we aim to develop and validate a practical tool based on contrast-enhanced ultrasound (CEUS) and clinical features to preoperatively identify GPC-3 expression in HCC.
Methods:
From August 2021 to July 2024, 197 patients with pathologically confirmed HCC were retrospectively enrolled. The least absolute shrinkage and selection operator (LASSO) and stepwise logistic regression analyses were performed in training cohort to identify predictors and establish a model for predicting GPC-3 expression. The performance of model was evaluated by C-index, area under the receiver operating characteristic curve (ROC), calibration curves, and decision curve analysis (DCA).
Results:
Our study showed that heterogeneous arterial phase hyperenhancement (APHE), mosaic architecture, alpha-fetoprotein (AFP) ≥ 100 ng/mL, rim enhancement in arterial phase (AP), neutrophil count (Nc) level and age were independently associated with GPC-3 expression. The model demonstrated strong predictive performance and the areas under curve were 0.811 (95% confidence interval[CI]: 0.737-0.885) and 0.750 (95%CI: 0.622-0.878) in training and validation cohorts. Good calibration and prominent net benefit were exhibited in both cohorts. Moreover, The risk score calculated by the model presented promising stratification ability between high-risk and low-risk groups in terms of relapse-free survival (RFS) .
Conclusion:
Based on CEUS and clinical features, the model can help identify GPC-3 expression accurately and may provide valuable preoperative insights for customizing personalized treatment planning in HCC patients.
Related Concept Videos
COPD: Pathogenesis and Clinical Features
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
Esophageal Strictures-II: Clinical Features and Management
Healthcare providers should gather a comprehensive medical history and conduct a physical examination for diagnosis. If esophageal stricture is...
Endocarditis II: Clinical Features of Infective Endocarditis
Pericarditis II: Clinical Features and Diagnostic Tests
Esophageal Varices-II: Clinical Features and Management
In the initial assessment, a thorough review of the patient's medical history is vital to identify risk factors such as liver disease, alcohol...
Myocarditis II: Clinical Features and Diagnostic Tests


