Background Coronary Heart Disease (CHD) is one of the leading causes of death globally, with a complex pathogenesis involving multiple metabolic and dietary factors. In recent years, the development of metabolomics has provided new perspectives for studying CHD, particularly through the analysis of blood metabolites to uncover potential disease ris...