Research on immune checkpoint inhibition has highlighted various mechanisms of resistance that tumors employ to evade therapy. A study demonstrated that an elevated body mass index (BMI) and a higher number of pembrolizumab cycles were associated with an increased risk of immune-related adverse events (irAEs), while a higher baseline derived neutrophil-to-lymphocyte ratio (dNLR) correlated negatively with irAE risk (ref: Strohbehn doi.org/10.1038/s41571-023-00857-9/). Another investigation revealed that the tumor microenvironment in melanoma promotes a complex transcriptomic landscape, with mesenchymal-like melanoma cells enriched in non-responders to immune checkpoint blockade (ICB), suggesting that intrinsic resistance mechanisms are deeply rooted in tumor biology (ref: Pozniak doi.org/10.1016/j.cell.2023.11.037/). Furthermore, acquired resistance to PD-(L)1 blockade in non-small cell lung cancer (NSCLC) was linked to persistent interferon signaling and mutations in antigen presentation genes, indicating that ongoing immune dysfunction plays a critical role in resistance (ref: Memon doi.org/10.1016/j.ccell.2023.12.013/). This aligns with findings from genomic profiling studies that identified significant alterations in tumor-infiltrating lymphocytes and immune checkpoints in patients who developed acquired resistance (ref: Ricciuti doi.org/10.1200/JCO.23.00580/). Overall, these studies underscore the multifaceted nature of resistance mechanisms to immune checkpoint therapies, suggesting that personalized approaches may be necessary to overcome these barriers.