The proposed methodology employs a conditional generative adversarial network (CGAN) for the generation of BG values conditioned on the plasma insulin approximation (PI) and the carbohydrate rate of appearance (RA) of T1D patients. The gene discussed is INS; the disease is type 1 diabetes mellitus.