Extensive research has demonstrated that within the HCC tumor microenvironment, hypoxia and factors like PGE2 and TGF-β, secreted by tumor cells, induce Kupffer cells to release interleukin-10 (IL-10), further contributing to immune suppression (Shiri et al., 2024). Here, TGFB1 is linked to neoplasm.