This was the first study to systematically investigate the unique transcriptomic profile determined by FGFR3 alterations, and the FGFR3 alteration-related transcriptomic characterization is implicated with biological activities, molecular features, and tumor immune infiltration of BC. Here, FGFR3 is linked to breast cancer.