Furthermore, we demonstrated that DUSP5 and TGFBR1 are two direct target genes of miR-331-3p, and circ_0002770 could indirectly regulate DUSP5 and TGFBR1 through miR-331-3p in melanoma cells. This evidence concerns the gene TGFBR1 and melanoma.