Specifically, genetically predicted PCSK9, with three SNPs as IVs, exhibited a positive association with the risk of HF in patients with CHD (OR: 1.273, 95% CI: 1.165–1.390, BF-corrected p-value: 1.45E-04). Here, PCSK9 is linked to coronary artery disorder.