The tumor microenvironment (TME) plays a critical role in shaping immune responses, particularly through the differentiation of monocytes into tumor-associated macrophages (TAMs) rather than dendritic cells (DCs). Devalaraja et al. demonstrated that tumor-derived retinoic acid (RA) promotes this differentiation, leading to an immunosuppressive environment that hinders effective immune responses (ref: Devalaraja doi.org/10.1016/j.cell.2020.02.042/). In the context of lung cancer, the PACIFIC trial highlighted the efficacy of durvalumab, an anti-PD-L1 antibody, showing significant improvements in progression-free survival (PFS) and overall survival (OS) across various PD-L1 expression levels (ref: Paz-Ares doi.org/10.1016/j.annonc.2020.03.287/). This underscores the importance of PD-L1 as a biomarker for immunotherapy response, as further explored by Schoenfeld et al., who identified specific molecular correlates of PD-L1 expression in lung adenocarcinomas (ref: Schoenfeld doi.org/10.1016/j.annonc.2020.01.065/). Moreover, the role of dendritic cells in mediating responses to PD-L1 blockade was emphasized by Mayoux et al., who found that these cells are crucial for instigating anticancer immunity, suggesting that enhancing DC function could improve therapeutic outcomes (ref: Mayoux doi.org/10.1126/scitranslmed.aav7431/). Contradictory findings emerged in pancreatic cancer, where Hegde et al. reported that neoantigen expression exacerbates a fibro-inflammatory microenvironment, leading to immune evasion and disease progression (ref: Hegde doi.org/10.1016/j.ccell.2020.02.008/). This highlights the complexity of the TME and the need for tailored immunotherapeutic strategies based on tumor type and microenvironmental context.