Background:Non-invasive fibrosis scores are not yet validated in the newly defined metabolic associated fatty liver disease (MAFLD). This study evaluated the diagnostic performance of four non-invasive scores including AST to platelet ratio index (APRI), fibrosis-4 index (FIB-4), BMI, AST/ALT ratio, and diabetes score (BARD), and NAFLD fibrosis score(NFS) in patients with MAFLD.Methods: Consecutive patients with histologically-confirmed MAFLD were included. The discrimination ability of different non-invasive scores was compared.Results: A total of 417 patients were included, 156 (37.4%) of them had advanced fibrosis (METAVIR ≥F3). The area under receiver operating characteristic curve (AUROC) of FIB-4, NFS, APRI and BARD for predicting advanced fibrosis were 0.736, 0.724, 0.671 and 0.609 respectively. The AUROC between FIB-4 and NFS were similar (P=0.523), while the difference between FIB-4 and APRI (P=0.001) and FIB-4 and BARD (P<0.001) was statistically significant. The best thresholds of FIB-4,NFS,APRI and BARD for diagnosis of advanced fibrosis in MAFLD were 1.05, -2.1, 0.42 and 2. A subgroup analysis showed that FIB-4, APRI and NFS performed worse in pure MAFLD than HBV-MAFLD group.Conclusions: APRI and BARD score do not perform well in MAFLD. The FIB-4 and NFS could be more useful but new threshold is needed. Novel non-invasive scoring system for fibrosis is required for MAFLD.