The results showed that nine indexes, including age, BMI, Diabetes course, Insulin therapy, Hypertension, HbA1c, TC, HDL, and TyG, were retained, and five indexes (sex, smoking, drinking, FBG, and LDL) were excluded (Figure 2). The gene discussed is INS; the disease is diabetes mellitus.