We detected a lower abundance of macrophages and a greater abundance of B cells and CD4 + T cells in HER2-high DCIS tumors than in HER2-high invasive tumors, which is in good accordance with the results from the spatial transcriptomic analyses. Here, ERBB2 is linked to ductal breast carcinoma in situ.