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Updated: Dec 29, 2025

A Hepatocellular Cancer Patient-Derived Organoid Xenograft Model to Investigate Impact of Liver Regeneration on Tumor Growth
Published on: February 2, 2024
Predictive Models of Hepatocellular Carcinoma Recurrence After Liver Transplantation
José Sánchez Segura1, Francisco Javier León Díaz1, María Pérez Reyes1
1Liver Transplant Unit, Department of Surgery, Regional University Hospital, Malaga, Spain.
Background:
Liver transplantation (LT) is a curative treatment for patients with hepatocellular carcinoma who are not candidates for resection. Despite the generalized use of the Milan criteria and up-to-seven criteria, new markers have been proposed to predict recurrence after LT. Biomarkers such as neutrophil-lymphocyte ratio (NLR) and platelet-lymphocyte ratio (PLR), and scores such as the Model of Recurrence After Liver transplantation (MORAL) are used as predictors of post-LT recurrence.
Objective:
We aim to compare NLR, PLR, and MORAL score with Milan criteria and up-to-seven criteria.
Methods:
A descriptive study of 99 patients who underwent LT for hepatocellular carcinoma in our hospital between April 2010 and April 2016. The 5 prognostic models were applied to the patients to stratify them into risk groups. We used a Kaplan-Meier survival plot to measure recurrence-free survival in each model. Receiver operative curves were used to compare the models.
Results:
Three-year recurrence-free survival in MORAL was 91.1% for the low-risk group, 89.8% for the moderate-risk group, 60% for the high-risk group, and 75% for the very high-risk group (P = .003). The combined MORAL score was superior in predicting 1- and 3-year recurrence with the area under the curve 0.684 (95% confidence interval [CI]: 0.52-0.85) compared with Milan (0.536 [95% CI: 0.37-0.70]), up-to-seven (0.601 [95% CI: 0.43-0.77]), PLR (0.452 [95% CI: 0.30-0.61]), and NLR (0.542 [95% CI: 0.37-0.71]).
Conclusions:
A model based only on pre-LT radiological signs leads to underdiagnosis of tumor load; therefore, the risk of recurrence must be recalculated after LT. The combined MORAL score was the best prognostic model of 1- and 3-year recurrence after LT in our study.

