Both GSMR and univariable MR showed that Cathepsin H levels were causally associated with increased risks of overall diabetic retinopathy (DR), proliferative diabetic retinopathy (PDR), and diabetic maculopathy, validated by SMR and cis-eQTL MR analyses. The gene discussed is CTSH; the disease is proliferative diabetic retinopathy.