The tumor microenvironment (TME) plays a critical role in cancer progression and therapeutic resistance. Recent studies have highlighted the complex interactions between tumor cells and their surrounding stroma, particularly focusing on the role of cancer-associated fibroblasts (CAFs) and immune cells. For instance, Zhang et al. demonstrated that macropinocytosis in CAFs is essential for maintaining their identity under metabolic stress, specifically glutamine deficiency, which is common in pancreatic ductal adenocarcinoma (PDAC). This process helps prevent inflammatory reprogramming, thereby supporting tumor growth and altering the tumor stroma (ref: Zhang doi.org/10.1016/j.ccell.2025.06.021/). In another study, Chen et al. utilized integrated single-cell and spatial transcriptomics to uncover distinct cellular subtypes involved in neural invasion in pancreatic cancer, revealing that tertiary lymphoid structures are abundant in low-neural invasion tumor tissues (ref: Chen doi.org/10.1016/j.ccell.2025.06.020/). These findings underscore the importance of the TME in influencing tumor behavior and highlight potential therapeutic targets within this environment. Moreover, the immune landscape within the TME is significantly affected by genetic alterations in tumor cells. Mahat et al. explored how mutant p53 enhances the expression of immunosuppressive chemokines, thereby impairing the efficacy of immune checkpoint inhibitors in PDAC (ref: Mahat doi.org/10.1016/j.immuni.2025.06.005/). This suggests that the genetic makeup of tumors can dictate the immune response and therapeutic outcomes. Additionally, the study by He et al. on dormant cancer cells revealed that chemotherapy can reactivate these cells, leading to metastatic relapse, which emphasizes the dynamic nature of the TME and its role in cancer recurrence (ref: He doi.org/10.1016/j.ccell.2025.06.007/). Collectively, these studies illustrate the multifaceted interactions within the TME and their implications for cancer treatment strategies.