We found that the factors with the greatest impact on the prevalence of diabetes were glycohemoglobin, glucose, fasting blood glucose, age, cholesterol, osmotic pressure, BMI, blood urea nitrogen, and insulin. The gene discussed is INS; the disease is diabetes mellitus.