A potential causal effect of HGF on breast cancer was observed using IVs with suggestive GWAS significance (OR = 1.05, 95% CI = 1.00–1.09) and the effect was particularly stronger for ER negative breast cancer (OR = 1.08, 95% CI = 1.01–1.16). The gene discussed is HGF; the disease is breast cancer.