Our study indicates that CD47 and combined CD47–CD68 are significantly associated with high levels of several TIL subsets, blood vessel invasion (CD31 positive), and interval presentation of breast cancer in a population‐based mammography screening series. The gene discussed is PECAM1; the disease is breast cancer.