Medicines. The anti-cancer drug cyclophosphamide (Cytoxan) and the antibiotic penicillin are linked to blood in urine. Medicines that prevent blood clots also are tied to blood in urine. These include medicines that keep blood cells called platelets from sticking together, such as the pain reliever aspirin.
