Consistent with this notion, our spatial analysis reveals an opposing infiltration trend of KCs and SPP1+ TAMs from normal to tumor core regions, with marked depletion of KCs and accumulation of SPP1+ TAMs (Figure 5D), suggesting the possibility of a reprogramming trajectory from KC to SPP1+ TAMs during HCC progression. This evidence concerns the gene CALCA and neoplasm.