Hence, in this study, we explored the potential causal effects of ApoB and ApoB on AMD (subtypes: dry AMD and wet AMD) using a two-sample MR and multivariable MR with C-reactive protein, BMI, and smoking as cofounders, using summary statistics from the UKB and FinnGen. The gene discussed is APOB; the disease is age-related macular degeneration.