Clusters negative for EPCAM and KRT8, corresponded to the cells of the TME, like endothelial cells (CD31+), immune cells (CD45+) and fibroblasts (COL1A1+) and were present in all breast cancer subtypes (Fig. 4O and Supplementary Fig. 8J). Here, PECAM1 is linked to breast carcinoma.