Ying Zhu et al. found that SPP1 can activate the CSF1-CSF1R pathway in tumour-associated TAMs and promote the expression of PD-L1 in HCC, and there is a positive correlation between SPP1 and PD-L1, TAM expression. The gene discussed is CSF1; the disease is hepatocellular carcinoma.