In conclusion, we identified the key macrophage subpopulation C2 FCN1+ macrophages associated with atherosclerosis by using a series of methods of single-cell analysis and interacted with endothelial cells through CCL, CXCL, APP, and other pathways to regulate the progression of atherosclerosis. This evidence concerns the gene APP and atherosclerosis.