Thirdly, while reverse MR analysis did not find a reverse causal relationship between cathepsin B and AMD, it still needs to be carefully considered when interpreting the results, due to the population heterogeneity, confounding factors and external validity. The gene discussed is CTSB; the disease is age-related macular degeneration.