Lactate-driven lactylation induces regulatory T cell (Treg) differentiation, promotes tumor-associated macrophage (M2-type TAM) polarization, and upregulates PD-L1 expression, inhibiting the activity of CD8+ T cells and NK cells (Chen et al., 2025). The gene discussed is CD274; the disease is neoplasm.