Cardiovascular disease is a principal cause of morbidity and death in the world. Although drug therapy has made great progress in the past few decades, there are still many deficiencies in the prevention and treatment of cardiovascular disease. Dyslipidemia is still a common risk feature and is not sufficiently controlled. A growing body of evidence suggests that the occurrence and development of cardiovascular disease is associated with many associated risk factors, such as higher low-density lipoprotein levels, lower high-density lipoprotein levels and high triglyceride levels. A number of clinical trials in patients with dyslipidemia have shown that actively decreasing low density lipoprotein cholesterol can significantly decrease cardiovascular events. ATP citrate lyase(ACLY) is a cytoplasmic homo-tetrameric enzyme. In the presence of adenosine triphosphate(ATP), ACLY catalyzes the conversion of citric acid and coenzyme A to acetyl-CoA and oxalyl acetate. ACLY is the main enzyme for the production of cytoplasmic acetyl-CoA, and cytoplasmic acetyl-CoA is the precursor required for de novo synthesis of cholesterol and fatty acids. Therefore, it is possible to reduce the production of acetyl-CoA and reduce the levels of cholesterol and triglycerides by inhibiting ACLY. ACLY can be used as a molecular target for reducing blood lipids, and there are an increasing number of studies on ACLY inhibitors. In this paper, the structure and mechanism of ACLY and its relationship with lipid metabolism are briefly introduced, and we review some current ACLY inhibitors.