Due to its multidimensional nature, ANN has also been used for diagnosis of diabetes based on physical parameters [23], [24], prediction of blood glucose levels [25], [26], [27], regulation of insulin dosage setting algorithms for insulin pumps [28] and detection of hypoglycemic episodes in type I diabetes patients [29]. This evidence concerns the gene INS and type 1 diabetes mellitus.