The present invention provides the use of metagenomics to identify a compositional or functional alteration of the gut metagenome related to atherosclerosis or atherosclerotic associated disease. Also provided are methods to identify a person having risk for atherosclerosis and associated diseases by determining the presence of specific bacterial groups or species and also metabolic functions in the persons gut microbiota and to use such information to develop a prevention or treatment strategy.