When compared to the standard therapy of insulin bolus calculation, the experimental results of the in silico trials indicate promising performance of the DRL model, which significantly improved the time in the target range and reduced the risk of hypoglycemia and hyperglycemia on a virtual cohort of people with T1D. The gene discussed is INS; the disease is Hypoglycemia.