In the proposed diabetes mellitus prediction system, significant variables such as pregnancy age (years), plasma glucose concentration, diastolic blood pressure (mm Hg), triceps skinfold thickness, two-hour serum insulin (mu U/ml), body mass index, and diabetes pedigree function are captured from the dataset. This evidence concerns the gene INS and diabetes mellitus.