In this review, we focus on recent advances in understanding the differentiation of SPP1 macrophages in hypoxic tumor microenvironment and the role of SPP1+ macrophages in immunosuppression and their therapeutic implications in cancer. This evidence concerns the gene SPP1 and cancer.