Growth differentiation factor 15 (GDF15) facilitated tumor immunosuppression via interaction with CD48 on Treg cells and downregulation of E3 ligase STUB1, leading to accumulation of FOXP3 protein in liver cancer (107). The gene discussed is CD48; the disease is liver cancer.