A CT-Based Clinical-Radiomics Nomogram for Predicting the Overall Survival to TACE Combined with Camrelizumab and Apatinib in Patients with Advanced Hepatocellular Carcinoma
IF 3.8 2区 医学Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
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引用次数: 0
Abstract
Rationale and Objectives
To construct a computed tomography (CT)-based clinical-radiomics nomogram for estimating overall survival (OS) in advanced hepatocellular carcinoma (HCC) patients receiving transcatheter arterial chemoembolization (TACE) in combination with camrelizumab and apatinib.
Methods
A retrospective recruitment of 150 patients with clinically or pathologically confirmed HCC was conducted, followed by their division into training cohort (n = 105) and test cohort (n = 45). To generate the radiomics score (Rad-score), a series of analyses were performed, including Pearson correlation analysis, univariate Cox analysis, and least absolute shrinkage and selection operator Cox regression analysis. Subsequently, a clinical-radiomics nomogram was constructed using the Rad-score combined with independent clinical prognostic factors, followed by assessments of its calibration, discrimination, reclassification, and clinical utility.
Results
Five CT radiomics features were selected. The Rad-score showed a significant correlation with OS (P < 0.001). The clinical-radiomics nomogram demonstrated superior performance in estimating OS, with a concordance index (C-index) of 0.840, compared to the radiomics nomogram (C-index: 0.817) and the clinical nomogram (C-index: 0.661). It also exhibited high 1-year and 2-year area under the curves of 0.936 and 0.946, respectively. Additionally, the clinical-radiomics nomogram markedly enhanced classification accuracy for OS outcomes, as evidenced by net reclassification improvement and integrated discrimination improvement. Decision curve analysis confirmed its clinical utility.
Conclusion
A CT-based clinical-radiomics nomogram exhibits strong potential for predicting OS in advanced HCC patients undergoing TACE combined with camrelizumab and apatinib.
期刊介绍:
Academic Radiology publishes original reports of clinical and laboratory investigations in diagnostic imaging, the diagnostic use of radioactive isotopes, computed tomography, positron emission tomography, magnetic resonance imaging, ultrasound, digital subtraction angiography, image-guided interventions and related techniques. It also includes brief technical reports describing original observations, techniques, and instrumental developments; state-of-the-art reports on clinical issues, new technology and other topics of current medical importance; meta-analyses; scientific studies and opinions on radiologic education; and letters to the Editor.