In HCC, SPP1 signals can crosstalk with the colony-stimulating factor-1 (CSF1) pathway to mediate the TME switch from Th1 to Th2, which is vital for tumor progression [25]. The gene discussed is CSF1; the disease is hepatocellular carcinoma.