The tumor-immune microenvironment (TIME) plays a crucial role in determining the efficacy of cancer immunotherapy. Recent studies have highlighted the complexity and heterogeneity of TIME, which can significantly influence treatment outcomes. For instance, a multimodal targeting approach has been developed to engage multiple immune cells within the TIME, demonstrating enhanced therapeutic efficacy (ref: Lin doi.org/10.1016/j.cell.2024.10.016/). In ovarian cancer, the presence of IL-4 derived from tumor cells has been shown to promote resistance to immunotherapy, emphasizing the role of an immunosuppressive TME dominated by macrophages (ref: Mollaoglu doi.org/10.1016/j.cell.2024.10.006/). Furthermore, fibroblastic reticular cells (FRCs) have been identified as critical components that generate protective T cell environments, suggesting that the manipulation of these cells could improve antitumor immunity (ref: Onder doi.org/10.1016/j.cell.2024.10.042/). Additionally, tumor-initiating cells (TICs) have been implicated in evading anti-tumor immunity, with CD49f identified as a key marker for TICs in hepatocellular carcinoma (HCC) that recruit tumor-promoting neutrophils (ref: Yang doi.org/10.1016/j.ccell.2024.10.008/). In the context of urothelial carcinoma, molecular heterogeneity has been linked to the clinical benefit of PD-L1 blockade, indicating that a better understanding of the molecular mechanisms of resistance is essential for improving immunotherapy outcomes (ref: Hamidi doi.org/10.1016/j.ccell.2024.10.016/). These findings collectively underscore the importance of the TIME in shaping the response to immunotherapy and highlight potential therapeutic targets for enhancing treatment efficacy.