Using the DGIdb database, we identified potential drug candidates for three biomarkers: HMOX1 (9 drugs, with Stannsoporfin achieving the highest score), TLR4 (22 drugs, with the pertussis vaccine scoring the highest), and ACE (59 drugs, with cilazapril scoring the highest). Here, ACE is linked to pertussis.