Recent studies have significantly advanced our understanding of the immune microenvironment in cancer, particularly in the context of immunotherapy. One pivotal study demonstrated that ligand-induced ubiquitination of LAG3 enhances its inhibitory function, which is crucial for understanding how immune checkpoints can be manipulated for therapeutic benefit (ref: Jiang doi.org/10.1016/j.cell.2025.02.014/). Another comprehensive analysis utilized single-cell RNA and TCR sequencing to reveal immune heterogeneity in non-small cell lung cancer (NSCLC) patients treated with anti-PD-1 therapy, highlighting the variable responses attributed to the tumor immune microenvironment (ref: Liu doi.org/10.1016/j.cell.2025.03.018/). Furthermore, the characterization of cancer-associated fibroblasts (CAFs) through spatial multi-omics has unveiled distinct subtypes that play a critical role in shaping the tumor microenvironment and influencing therapeutic responses (ref: Liu doi.org/10.1016/j.ccell.2025.03.004/). These findings collectively underscore the complexity of the immune landscape in cancer and the necessity for tailored immunotherapeutic strategies. In addition to immune checkpoint dynamics, the interplay between tumor-derived factors and immune cells has been elucidated. For instance, a study found that arachidonic acid from triple-negative breast cancer cells reprograms neutrophils to promote immune suppression and therapy resistance, indicating a mechanism of acquired resistance that complicates treatment outcomes (ref: Yu doi.org/10.1016/j.immuni.2025.03.002/). Moreover, the role of metabolic pathways in tumor progression was highlighted by research showing that the pyruvate metabolism enzyme DLAT suppresses leucine catabolism, thereby promoting tumorigenesis in hepatocellular carcinoma (ref: Wang doi.org/10.1016/j.cmet.2025.02.008/). These studies illustrate the multifaceted interactions within the tumor microenvironment and their implications for therapeutic strategies, emphasizing the need for integrated approaches in cancer treatment.