Based on a large prospective cohort, we found that the association between Lp(a) and MACCE risk was significant in PCI patients with renal dysfunction, both with eGFR<60 ml/min/1.73 m2 and eGFR 60–90 ml/min/1.73 m2. The gene discussed is LPA; the disease is Abnormal renal physiology.