Notably, the genes LDHB, MMP7, KRT5, KRT14 and KRT15, which were significantly upregulated in the PIPET_Basal subpopulation, are recognized as specific biomarkers of the basal-like molecular subtype or genes typically highly expressed in basal-like breast cancer. Here, KRT15 is linked to breast carcinoma.