Comparative Evaluation of Non-Invasive Analytical Scores (APRI, FIB-4, GPR, AAR) with Actual Fibrosis Stages
Abstract
Liver fibrosis constitutes a key pathological process underlying the progression of chronic liver diseases. Accurate staging of fibrosis is essential for prognostic evaluation, treatment planning, and clinical monitoring. Although liver biopsy remains the historical reference standard for fibrosis assessment, its invasive nature, risk of complications, and sampling variability have driven the development of non-invasive diagnostic alternatives. In this study, the diagnostic performance of four analytical indices—AST to Platelet Ratio Index (APRI), Fibrosis-4 (FIB-4), Gammaglutamyl transpeptidase to Platelet Ratio (GPR), and AST to ALT Ratio (AAR)—was evaluated using data from 3,106 patients with histologically confirmed fibrosis stages (F0–F6). Each score was calculated from routine laboratory parameters, and their diagnostic accuracy was assessed through correlation analysis and receiver operating characteristic (ROC) curve evaluation for clinically significant fibrosis thresholds (≥F2, ≥F3, F6). Results indicated that all scores increased with advancing fibrosis stages and exhibited significant positive correlations with histological fibrosis (ρ = 0.315–0.373). Among the indices, the GPR score achieved the highest diagnostic performance for detecting advanced fibrosis (AUC = 0.750), while APRI demonstrated the strongest performance for identifying significant fibrosis (AUC = 0.672). These findings support the clinical utility of simple, low-cost, and non-invasive biochemical scores—particularly GPR and APRI—as valuable tools for screening and monitoring patients at risk of advanced liver fibrosis
Fields of Study & Subjects
Liver Disease Diagnosis and Treatment
Liver Disease and Transplantation
Liver physiology and pathology
Publication details
- Journal / source
- International Informatics and Software Engineering Conference (IISEC)
- Pages
- 82–85
- Publication date
- 5 February 2026
- Language
- EN