In addition to disease status, seven significant variables were selected: quantitative variables included age, BMI, duration of diabetes, and blood glucose levels, while categorical variables were gender, ethnicity (Kazakh vs. others), and medications taken (insulin vs. other). Here, INS is linked to diabetes mellitus.