Antithrombotic agents (e.g., warfarin, clopidogrel, and aspirin), drugs used in diabetes (e.g., insulin and oral hypoglycemic agents), and antineoplastic agents were common drugs in preventable ADE related ED visits. The gene discussed is INS; the disease is diabetes mellitus.