Survival and Cox analyses of all the DEGs confirmed CCL1 and MYH6 were independent protective factors and IFNK and SOAT2 were independent risk factors for basal-like breast cancer (95%CI: 1.06–2.5, p = 0.026). This evidence concerns the gene CCL1 and breast cancer.