Among the diabetes-related parameters, we found BMI to be the most relevant factor for increasing the risk of prediabetes and T2DM except fasting glucose, insulin, HOMA-IR score, and HbA1c through stepwise linear regression analysis. This evidence concerns the gene INS and type 2 diabetes mellitus.