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Updated: Jun 4, 2026

A Three-Dimensional Spheroid Model to Investigate the Tumor-Stromal Interaction in Hepatocellular Carcinoma
Published on: September 30, 2021
Prognostic model for hepatocellular carcinoma with time-dependent factors
Kenji Kuwaki1, Kazuhiro Nouso, Yoshiyuki Kobayashi
1Department of Gastroenterology and Hepatology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan. kkuwaki-gi@umin.net
This study developed a novel time-dependent prognostic model for hepatocellular carcinoma (HCC), outperforming traditional methods. This advanced model offers more precise prognosis prediction for HCC patients at any disease stage.
Area of Science:
- Hepatology
- Oncology
- Medical Statistics
Background:
- Hepatocellular carcinoma (HCC) prognosis assessment traditionally relies on time-fixed models.
- Re-evaluating prognosis dynamically throughout the disease course is crucial for effective patient management.
Purpose of the Study:
- To develop and validate a time-dependent prognostic model for hepatocellular carcinoma (HCC).
- To enhance the precision of HCC prognosis prediction compared to existing staging systems.
Main Methods:
- Construction of time-fixed and time-dependent prognostic models using a training cohort (n=336).
- Comparison of prognostic abilities using the c-index in a testing cohort (n=227).
- Inclusion of variables such as tumor size, number, portal vein invasion, metastasis, AFP, DCP, bilirubin, and albumin.
Main Results:
- The time-dependent model achieved a higher c-index (0.870) compared to CLIP (0.741), JIS (0.727), and Okuda classification (0.609).
- The developed model demonstrated superior accuracy in predicting HCC prognosis.
Conclusions:
- The novel time-dependent prognostic model provides more precise HCC prognosis estimation than conventional time-fixed models.
- This model can be utilized for re-predicting HCC prognosis at any stage of the disease, aiding clinical decision-making.
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