We found that cellular interactions were significantly more active in the HER2 + IBC tumour microenvironment than in the nIBC tumour microenvironment, with particularly pronounced differences in cellular interactions mediated by heparin-binding growth factor (PTN) and macrophage-inhibitory factor for cell wandering (MIF). This evidence concerns the gene ERBB2 and neoplasm.