PCDH12 and atherosclerosis: In our study, we identified APLNR, PCDH12, PODXL, SLC40A1, TM4SF18, and TNFRSF25 as the most relevant genes associated with lipid metabolism and atherosclerosis, highlighting their potential as diagnostic and immune markers.