Further functional analysis revealed that the CD4+ T cell subsets displayed higher expression of genes associated with naïve T cells and co-stimulatory molecules, while CD8+ T cell subsets demonstrated elevated expression of cytokine-related genes, indicating their distinct functional roles within the tumor microenvironment (Fig. 2c). This evidence concerns the gene CD4 and neoplasm.