Automated insulin delivery systems, which mainly utilize proportional-integral-derivative (PID) and model predictive control (MPC) models, have successfully transitioned from the research bench to becoming the standard of care for people with type 1 diabetes. This evidence concerns the gene INS and type 1 diabetes mellitus.