Recent studies have highlighted the complex interplay between tumor cells and the immune system, particularly focusing on immune evasion mechanisms. One significant finding is the role of the CD58-CD2 axis, which is co-regulated with PD-L1 via CMTM6, demonstrating that the intrinsic expression of CD58 on cancer cells is crucial for anti-tumor immunity and correlates with treatment response (ref: Ho doi.org/10.1016/j.ccell.2023.05.014/). Additionally, the accumulation of senescent macrophages in the tumor microenvironment has been shown to promote tumorigenesis through the senescence-associated secretory phenotype (SASP), suggesting that targeting these senescent cells could ameliorate tumor growth in KRAS-driven lung cancer (ref: Haston doi.org/10.1016/j.ccell.2023.05.004/). Furthermore, tumor-derived prostaglandin E2 has been identified as a factor that programs conventional dendritic cells (cDC1s) to dysfunction, impairing their ability to orchestrate effective anti-cancer T cell responses, thereby contributing to immune evasion (ref: Bayerl doi.org/10.1016/j.immuni.2023.05.011/). These findings underscore the importance of understanding the tumor microenvironment's influence on immune dynamics and highlight potential therapeutic targets for enhancing anti-tumor immunity.