Our study is the first to link CD74 and TSPAN7 expression with distant metastasis–free survival in breast cancer, highlighting gene signature based on CD74 and TSPAN7 as a predictor of metastasis development in BC, with a strong effect on patients’ distant metastasis–free survival. Here, CD74 is linked to breast carcinoma.