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Updated: Jun 8, 2025

A Three-Dimensional Spheroid Model to Investigate the Tumor-Stromal Interaction in Hepatocellular Carcinoma
Published on: September 30, 2021
Predicting long-term survival among patients with HCC.
David Goldberg1,2,3, Peter P Reese4,5, David A Kaplan6,7
1Department of Medicine, Division of Digestive Health and Liver Diseases, University of Miami Miller School of Medicine, Miami, Florida, USA.
A new risk score accurately predicts long-term survival in patients with hepatocellular carcinoma (HCC) and cirrhosis using objective data. This tool aids in prognostication and can inform liver transplantation decisions.
Area of Science:
- Hepatocellular Carcinoma Research
- Clinical Prognostics
- Liver Disease Survival Analysis
Background:
- Accurate prognostication for HCC and cirrhosis requires assessing tumor burden and liver disease severity.
- Existing staging systems are not widely adopted for predicting patient-level survival post-HCC diagnosis.
- Need for a predictive score using objective criteria for early- to intermediate-stage HCC.
Purpose of the Study:
- Develop a novel risk score to predict long-term survival in HCC patients.
- Utilize purely objective clinical, laboratory, and tumor data.
- Compare the score's performance against established staging systems.
Main Methods:
- Retrospective cohort study of 1325 HCC patients within the Veterans Health Administration (2014-2023).
- Manual abstraction of tumor data combined with clinical and laboratory data.
- Accelerated failure time models used for 5-year survival prediction; data split for training (75%) and validation (25%).
Main Results:
- The developed risk score demonstrated excellent discrimination (AUC: 0.71 in validation set) and calibration.
- The score outperformed the Barcelona Clinic Liver Cancer (BCLC) and Albumin-Bilirubin (ALBI) scores.
- Performance was comparable to the combined BCLC-ALBI score.
Conclusions:
- A risk score using objective data was developed to accurately predict long-term HCC survival.
- This score can aid in patient prognostication and inform liver transplantation candidacy.
- Potential to guide therapeutic decisions by quantifying net survival benefit.
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