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 compounds that inhibit the production of TMA in the gut, such as 3,3-dimethyl-1-butanol (DMB) or other compounds represented by Formula I or as shown in FIGS. 20-23.