The invention relates to methods of detecting active atherosclerotic plaques associated with blood vessel walls wherein the plaques comprise activated macrophages having accessible binding sites for a ligand. In one embodiment, plaques that block from about 2% to about 60% of the lumen of a blood vessel can be detected.