In conclusion, we explored the two biomarkers (HSPB1 and SOCS1) of macrophage ferroptosis in COPD by combining scRNA-seq and RNA-seq with a view to treating COPD. The gene discussed is HSPB1; the disease is chronic obstructive pulmonary disease.