Specifically, immune-suppressive components of the TIME—such as regulatory T cells (Tregs), tumor-associated macrophages (TAMs), and elevated levels of cytokines like TGF-β and IL-10—may induce metabolic reprogramming that favors LINC02802 expression. This evidence concerns the gene TGFB1 and neoplasm.