Using an in vivo model of B16 melanoma in which numerous liver metastases develop in WT mice in a PD-1 dependent manner, Cbl-b−/− mice develop significantly fewer liver metastases without the administration of anti-PD-1 antibody. This evidence concerns the gene CBLB and melanoma.