Cellular spatial relationship map analysis showed that SAA+ hepatocytes spatially correlated with neutrophils (Supplementary Fig. 8e, f) and PD-L1+ neutrophils (Fig. 2e and Supplementary Fig. 9) in the peritumoral region of HCC tissues. Here, SAA1 is linked to hepatocellular carcinoma.