Therefore, to investigate the effect of different years in duration of diabetes, we build decision trees with 2-year, 10-year, and 15-year duration of diabetes, regardless of insulin therapy, and the prediction performance is shown in Table 9. The gene discussed is INS; the disease is diabetes mellitus.