In our study, we utilized several machine learning algorithms to determine that LAPTM5, SLC40A1, TYROBP, CTSB, and PYCARD, which are related to macrophage genes, can act as diagnostic indicators for individuals with atherosclerosis and are linked to immune infiltration in this disease. The gene discussed is SLC40A1; the disease is atherosclerosis.