In conclusion, we identified a list of female biased genes in BC and found 8 of them, including CD2, CD3D, CD8B, CXCR6, KCNA3, RUNX3, SCML4, and WNT10A have high correlation to immune cell abundance level across six immune cell types. Here, RUNX3 is linked to breast cancer.