Subgroup analysis showed that the relationship of ALT, AST, and the ALT/AST ratio with diabetes risk remained consistent across various specific groups, although there was an interaction between sex and ALT/AST levels regarding diabetes risk (Supplementary Table 3). The gene discussed is GPT; the disease is diabetes mellitus.