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. The gene discussed is APLNR; the disease is atherosclerosis.