The tumor microenvironment (TME) plays a critical role in cancer progression and immune evasion. Recent studies have highlighted various mechanisms through which tumors manipulate their surroundings to escape immune surveillance. For instance, Zhang et al. demonstrated that cancer cells in head and neck squamous cell carcinoma secrete slit guidance ligand 2 (SLIT2) under immune pressure, activating nociceptive neurons and remodeling tumor-draining lymph nodes into an immune-suppressed state (ref: Zhang doi.org/10.1016/j.cell.2025.09.029/). This finding underscores the importance of neuroimmune interactions in the TME. Additionally, Zhao et al. identified that tumor-associated macrophages (TAMs) maintain mitochondrial activity to support immunosuppression, with the mitochondrial chaperone TRAP1 acting as a metabolic checkpoint that limits macrophage function (ref: Zhao doi.org/10.1038/s41590-025-02324-2/). These studies collectively illustrate how tumors exploit both neuronal and immune components to foster an environment conducive to their survival. Moreover, the role of specific antigens in immune evasion has been explored, with Varkey et al. highlighting B cell maturation antigen (BCMA) as a promising target for immunotherapy in acute myeloid leukemia (AML) due to its restricted expression on malignant cells (ref: Varkey doi.org/10.1186/s13045-025-01741-y/). This suggests that targeting specific markers can potentially enhance therapeutic efficacy. Furthermore, Chen et al. utilized single-cell RNA sequencing to reveal a tumor-enriched subpopulation of inflammatory cancer-associated fibroblasts in cervical cancer, emphasizing the complexity of stroma-immune crosstalk in the TME (ref: Chen doi.org/10.1186/s12943-025-02471-y/). Together, these findings highlight the multifaceted interactions within the TME that contribute to immune evasion and suggest potential avenues for therapeutic intervention.