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. This evidence concerns the gene SCML4 and breast cancer.