The tumor microenvironment (TME) plays a crucial role in cancer progression and therapy response, with recent studies revealing intricate dynamics among various cellular components. A significant finding is the identification of antigen-presenting cancer-associated fibroblasts (apCAFs), which are shown to exist in two distinct populations across multiple cancer types, suggesting a complex interplay between fibroblasts and tumor cells (ref: Chen doi.org/10.1016/j.ccell.2025.09.001/). Additionally, research on glioblastoma has demonstrated that spatial clustering of cancer cells can restrain their plasticity, thereby influencing treatment outcomes. The study highlights that glioblastoma cells exhibit a propensity to cluster, which is associated with better survival outcomes compared to dispersed states (ref: Migliozzi doi.org/10.1016/j.ccell.2025.08.009/). Furthermore, large B cell lymphomas have been characterized through single-nucleus multiome profiling, revealing diverse microenvironment archetypes that correlate with clinical outcomes, emphasizing the importance of TME composition in lymphoid malignancies (ref: Li doi.org/10.1016/j.ccell.2025.06.002/). These findings collectively underscore the necessity of understanding TME dynamics to develop effective therapeutic strategies.