In this study, we focused on the NAFLD-related genes [e.g., TBC1 domain family member 1, (TBC1D1)] enriched in the AMPK signaling pathway and aimed to examine the association between sixteen common polymorphisms and the risk of lean NAFLD in the elderly Chinese Han population. Here, TBC1D1 is linked to metabolic dysfunction-associated steatotic liver disease.