Notably, a recent multi-omics study integrating spatial transcriptomics, proteomics, and multiplexed imaging identified a novel CAF subset (F5-CAF) that directly promotes HCC cell proliferation and stemness via NOTCH and TGF-β signaling pathways (217). Here, TGFB1 is linked to hepatocellular carcinoma.