After adjusting the variables including age, sex, Habit of exercise, ethanol consumption, smoking status, SBP, DBP, ALT, AST, HbA1c%, FPG, and GGT, The link between baseline LAP and new-onset diabetes is non-linear, logarithmic likelihood ratio P=0.012 (Table 3). This evidence concerns the gene GPT and diabetes mellitus.