Pretransplant albumin-to-globulin ratio and long-term outcomes after liver transplantation for hepatocellular carcinoma: a two-center cohort study
Open Access
- 24 August 2026
- journal article
- research article
- Published by Frontiers Media SA in Frontiers in Oncology
- Vol. 16, 1885468
Abstract
Background: Prognosis after liver transplantation for hepatocellular carcinoma (HCC) is driven mainly by tumor burden, vascular invasion, and alpha-fetoprotein. Routine pretransplant nutritional indices may add information on recipient condition, but direct comparisons are scarce and recurrence is not always analyzed with competing mortality. Methods: The development cohort included 254 adults undergoing first liver transplantation for pathologically confirmed HCC. Overall survival (OS) was the primary outcome; time to recurrence (TTR) was analyzed with death before recurrence as a competing event. Five nutritional indices were compared using Kaplan-Meier estimates, Cox regression, and restricted cubic splines. AGR underwent subgroup and Fine-Gray analyses. Conventional staging, AGR alone, a pretransplant clinical model, and the clinical model plus AGR were compared by discrimination, calibration, and decision curves. Time-dependent ROC curves included bootstrap 95% confidence intervals. Fixed development-model parameters were evaluated in an independent external validation cohort of 58 recipients. Results: Eighty-five patients died and 51 experienced recurrence. In the fully adjusted Cox model, each 1-standard-deviation (SD) increase in AGR was associated with lower overall mortality [hazard ratio (HR), 0.64; 95% confidence interval (CI), 0.48-0.84; P = 0.002]; GNRI was also associated with OS (HR, 0.75; 95% CI, 0.58-0.98; P = 0.037). The AGR-OS association was nonlinear (overall P < 0.001; nonlinear P = 0.004). The adjusted recurrence subdistribution HR was 0.66 per 1-SD increase in AGR (95% CI, 0.47-0.94; P = 0.022). Adding AGR increased the OS C-index from 0.750 to 0.780 in the development cohort and from 0.645 to 0.686 externally. At 3 years, the external AUC was 0.713 (95% CI, 0.574-0.834) for the clinical model and 0.764 (95% CI, 0.614-0.888) after AGR was added. Conclusions: AGR showed the most consistent associations with OS and recurrence among the five indices. Its addition produced modest improvements in the development cohort, with changes in the same direction during external validation. AGR may complement, but should not replace, established tumor-related prognostic factors.Keywords
This publication has 33 references indexed in Scilit:
- Global burden of primary liver cancer in 2020 and predictions to 2040Journal of Hepatology, 2022
- Hepatocellular carcinoma (HCC): Epidemiology, etiology and molecular classification2020
- A novel and simply calculated nutritional index serves as a useful prognostic indicator in patients with coronary artery diseaseInternational Journal of Cardiology, 2018
- Validation of a Risk Estimation of Tumor Recurrence After Transplant (RETREAT) Score for Hepatocellular Carcinoma Recurrence After Liver TransplantJAMA Oncology, 2017
- A practical approach to nutritional screening and assessment in cirrhosisHepatology, 2017
- The extended Toronto criteria for liver transplantation in patients with hepatocellular carcinoma: A prospective validation studyHepatology, 2016
- A Novel Prognostic Nomogram Accurately Predicts Hepatocellular Carcinoma Recurrence after Liver Transplantation: Analysis of 865 Consecutive Liver Transplant RecipientsJournal of the American College of Surgeons, 2015
- A new framework to enhance the interpretation of external validation studies of clinical prediction modelsJournal of Clinical Epidemiology, 2015
- Estimating and comparing time‐dependent areas under receiver operating characteristic curves for censored event times with competing risksStatistics in Medicine, 2013
- Analysis of risk factors for tumor recurrence after liver transplantation for hepatocellular carcinoma: Key role of immunosuppressionLiver Transplantation, 2005