The IRs of severe hypoglycemia were highest in T1DM patients using pre-mix insulin in the 4-week prospective period (19.6 ppy) and lowest in T1DM patients using long-acting insulin in the 6-month retrospective period (1.2 ppy). The gene discussed is INS; the disease is type 1 diabetes mellitus.