Moreover, since the proposed methodology not only generates T1D patients who are similar to a cohort of real patients but can also demonstrate the behaviours of insulin, carbohydrates, and BG relationships found in real patients, the generated patients can be used in various simulation scenarios. The gene discussed is INS; the disease is type 1 diabetes mellitus.