The tumor microenvironment (TME) plays a crucial role in shaping the immune landscape of various cancers, influencing tumor progression and response to therapies. In brain cancers, a study highlighted the complexity of tumor-associated macrophages (TAMs), revealing that the TME is significantly influenced by both the central nervous system (CNS) environment and the tumor itself, which can dictate the behavior of invading leukocytes (ref: Friebel doi.org/10.1016/j.cell.2020.04.055/). Similarly, in follicular lymphoma, genetic alterations in CTSS and EZH2 were shown to impact the interactions between germinal center B cells and immune cells, suggesting that these alterations can modulate the immune response and have implications for immunotherapy (ref: Riether doi.org/10.1016/j.ccell.2020.04.008/). The diversity of immune responses was further characterized in gastroesophageal adenocarcinomas, where distinct subclasses exhibited varying responses to immune checkpoint inhibitors, emphasizing the need for tailored immunotherapeutic strategies based on TME characteristics (ref: Derks doi.org/10.1016/j.annonc.2020.04.011/). Furthermore, systemic immune dysfunction was observed across multiple cancer models, indicating that the immune landscape is not only tumor-specific but also influenced by systemic factors (ref: Allen doi.org/10.1038/s41591-020-0892-6/). This systemic perspective was complemented by findings in colorectal cancer, where lineage-dependent gene expression programs were shown to shape the immune microenvironment, highlighting the interplay between tumor genetics and immune evasion (ref: Lee doi.org/10.1038/s41588-020-0636-z/). Lastly, the identification of a tumor microbiome unique to each cancer type suggests that microbial composition may also influence immune responses and therapeutic outcomes (ref: Nejman doi.org/10.1126/science.aay9189/).