Provided herein are compositions for the treatment and/or prevention of cardiovascular disease (CVD), and methods of application and use thereof. In particular, the present invention provides treatment and/or prevention of cardiovascular disease with 3,3-dimethyl-1-butanol (DMB) and related compounds, and pharmaceutical formulations thereof.In other embodiments, the present invention provides methods of administering a gut flora targeting antibiotic to a subject prior to a procedure that is associated with a risk of causing thrombosis, heart-attack, and/or platelet hyper-responsiveness.