A significant negative correlation was found between the PAID score and the adherence score (r = − 0.3), duration of diabetes since diagnosis (r = − 0.172), and the duration of insulin therapy (r = − 0.239) (Table 6). The gene discussed is INS; the disease is diabetes mellitus.