HDL-cholesterol-raising variants in the gene encoding the target of CETP inhibitors are associated with higher risk of breast cancer (OR 1.07 [1.03–1.11] P = 0.001) and ER-positive breast cancer (OR 1.08 [1.03–1.13] P = 0.001). Here, CETP is linked to breast cancer.