Participants in higher ZJU quartiles tended to be female and have higher liver enzymes (including ALP, GGT, ALT, AST), GLU, TC, TG, LDL and higher NAFLD risk. This evidence concerns the gene GPT and metabolic dysfunction-associated steatotic liver disease.