In HCC cells cultured with CAFs-CM transfected with sh-SPI1, the glucose consumption and lactate production were inhibited compared with the CAFs/sh-NC-CM group, which was weakened by HRAS overexpression (Fig. 6B, C). The gene discussed is SPI1; the disease is hepatocellular carcinoma.