Recent spatial multi-omics research has demonstrated that CAFs in HCC not only contribute significantly to the stromal signature but are also associated with cancer stemness and immune modulation, influencing tumour progression and therapeutic resistance [47]. Here, TBX1 is linked to hepatocellular carcinoma.