According to the IVW results, PCOS shows a causal effect on breast cancer (β = 0.0646, p = 0.00195), especially the estrogen receptor (ER) positive type (β = 0.0862, p = 7.9 × 10−3). The gene discussed is ESR1; the disease is breast carcinoma.