The serum level of Mac-2 binding protein glycosylation isomer (M2BPGi) has been found to increase with the severity of liver fibrosis in biopsy-proved nonalcoholic fatty liver disease (NAFLD). However, the comparison of M2BPGi with noninvasive fibrosis markers such as AST to platelet ratio index (APRI), Fibrosis 4 Score (FIB-4), and NAFLD fibrosis score (NFS) in NAFLD patients remains unclear. The participants of Tzu Chi NAFLD cohort (TCNC) including health controls or NAFLD patients were enrolled in Taipei Tzu Chi Hospital. NAFLD was defined as fatty liver in imaging without hepatitis B virus (HBV), hepatitis C virus (HCV), drug, alcohol, or other known causes of chronic liver disease. A total of 777 subjects were included for final analysis.The serum levels of M2BPGi correlated with APRI, FIB-4 score, and NFS, respectively (P < .001). Of them, 376 (48.4%) were NAFLD patients and 401 were healthy controls. In the group of health controls or NAFLD patients, the M2BPGi levels were significantly higher in female subjects than those of male subjects (P = .027 and 0.006, respectively). Categorized by age, the levels of M2BPGi were significantly higher in elder age groups either in healthy controls or NAFLD patients (P < .05). Compared with healthy controls, NAFLD patients had significantly higher levels of BMI, waist circumference, metabolic components, and liver fibrosis markers such as APRI, NFS, and M2BPGi (P < .05), but no difference in FIB-4 score (P = .685). According to FIB-4 score, "intermediateor high-risk group" had higher APRI, NFS, and M2BPGi than low-risk group. The serum M2BPGi levels correlated with three noninvasive biomarkers of liver fibrosis including APRI, FIB-4 score, and NFS. They were significantly higher in female or elder population. Furthermore, APRI, NFS, and M2BPGi were different between NAFLD patients and healthy controls, but no FIB-4 score. According to FIB-4 score to determine the risk of liver fibrosis, APRI, NFS, and M2BPGi were also different between low risk and