In line with this, enrichment of high PD-L1 expressing IFIT1+, SPP1+ and CCL4+ TANs (Figure 2) in HCC tumours correlated with a poorer prognosis indicating a pro-tumour role for these clusters [27]. Here, SPP1 is linked to hepatocellular carcinoma.