This study began with analyzing the GSE100927 and GSE23746 datasets to evaluate the expression levels of five key genes—TYROBP, CTSB, PYCARD, LAPTM5, and SLC15A3—in atherosclerosis-affected samples compared to normal controls. Here, LAPTM5 is linked to atherosclerosis.