Both IVW and MR-Egger results indicated that gene-driven thyroid cancer does not cause estrogen receptor-positive breast cancer and is a protective factor (β = -1.203, SE = 4.663*10–4, P = 0.010). This evidence concerns the gene ESR1 and breast cancer.