SPP1 and hepatocellular carcinoma: By integrating bulk RNA-seq with scRNA-seq analyses, we pinpointed the pivotal role of SPP1+ macrophages in modulating TIME in liver cancer and demonstrated the inhibition effects of SPP1 in HCC-TAMs.