Additionally, pan-cancer analysis shows that s1-CAF enrichment creates an immune-excluded microenvironment, leading to reduced T cell infiltration in the tumor bed and increased proportions of CD4+ Tregs and CD8+ exhausted T cells (Tex). Here, CD4 is linked to neoplasm.