This study will evaluate the effects of 2 different dose levels of anacetrapib on low-density lipoprotein-cholesterol (LDL-C) and high-density lipoprotein cholesterol (HDL-C) in participants with hypercholesterolemia when added to an existing statin-modifying therapy.