Forward MR analysis revealed that elevated levels of tumor necrosis factor-beta (TNF-β) were significantly associated with increased OM risk (odds ratio [OR] = 1.132; 95% confidence interval [CI]: 1.052–1.217; false discovery rate [FDR] = 0.027). The gene discussed is LTA; the disease is ocular melanoma.