To our knowledge, the present findings are the first to indicate that high expression of CD47 on tumor cells or combined high CD47–CD68 is significantly associated with blood vessel invasion, high levels of various TIL subsets, high CD163 TAMs, and interval tumor presentation in a population‐based mammography screening material. Here, CD47 is linked to neoplasm.