Finally, 112, 262, 213, 198, and 133 SNPs were identified as IVs to analyze the causal effect of LDL cholesterol, triglycerides, HDL cholesterol, Apolipoprotein A-I, and Apolipoprotein B on SLE, respectively. The gene discussed is APOA1; the disease is systemic lupus erythematosus.