MUC1 and metabolic dysfunction-associated steatotic liver disease: In summary, based on our bioinformatics analysis, we identified five FRGs (SCP2, MUC1, DPP4, SLC1A4, and TF) that could predict NAFLD development and explored the potential pathway of liver tissue damage in NAFLD.