Subsequently, we analyzed the relationship between SOCS3 expression and 11 published immune-gene signatures, including T cell-inflamed GEP, CAF, TAM M2, IFNG, CD8, CD274, TLS, TLS-melanoma, T cell Dysfunction, T cell exclusion, and MDSC. Here, SOCS3 is linked to melanoma.