We further constructed a four-gene signature comprising CCL1, IFNK, MYH6, and SOAT2 genes, which shows a promising predictive value for basal-like breast cancer and may be related to the underlying Th1/Th2 balance regulation mechanism, which is worthy of further study. This evidence concerns the gene CCL1 and breast cancer.