The tumor microenvironment plays a crucial role in shaping immune responses, particularly in gliomas. A study by Friedrich et al. utilized longitudinal single-cell profiling to identify distinct myeloid cell states in IDH-mutant gliomas, revealing that these tumors inhibit the differentiation of infiltrating myeloid cells, resulting in an immature phenotype that promotes immunosuppression. This immature state is further exacerbated in late-stage gliomas, where monocyte-derived macrophages contribute to a tolerogenic microenvironment that impairs T cell responses (ref: Friedrich doi.org/10.1038/s43018-021-00201-z/). In a complementary approach, Li et al. developed a radiomics prediction model based on preoperative MRI images from glioma patients, demonstrating that specific radiomic features can predict overall survival and correlate with tumor-infiltrating macrophages, thus linking imaging biomarkers with immune landscape assessments (ref: Li doi.org/10.1093/brain/). Additionally, Diebold et al. explored the immunological predictors of lymphopenia induced by dimethyl fumarate in multiple sclerosis patients, highlighting the importance of immune profiling in understanding treatment-related immune dysregulation (ref: Diebold doi.org/10.1002/ana.26328/). These studies collectively underscore the intricate interplay between tumor genetics, immune cell dynamics, and therapeutic responses in the glioma microenvironment.