To create a personalized health model with the capability of forecasting the incidence of infection in people with T1DM, multiple boundaries and domain-based, density-based, reconstruction-based, and unsupervised models were constructed using insulin-to-carbohydrate ratio and blood glucose levels as input variables. This evidence concerns the gene INS and type 1 diabetes mellitus.