The landscape of immunotherapy in lung cancer, particularly non-small cell lung cancer (NSCLC), has been significantly shaped by immune checkpoint inhibitors (ICIs) such as PD-1 and PD-L1 blockers. A study by Han et al. explored the predictive value of nuclear AhR and membranous PD-L1 expression in NSCLC patients undergoing PD-1 blockade, revealing that these biomarkers could effectively predict treatment responses (ref: Han doi.org/10.1038/s41392-023-01416-5/). El Zarif et al. provided insights into the safety and efficacy of ICIs in people living with HIV, demonstrating comparable outcomes between HIV-positive and HIV-negative patients with metastatic NSCLC, thus challenging previous assumptions about the exclusion of HIV patients from clinical trials (ref: El Zarif doi.org/10.1200/JCO.22.02459/). Furthermore, Zhao et al. reported promising results from a phase I/Ib trial of QL1706, a bifunctional PD1/CTLA4 dual blocker, which showed an overall response rate of 24.2% in NSCLC patients, indicating potential for enhanced therapeutic strategies (ref: Zhao doi.org/10.1186/s13045-023-01445-1/). However, van Gulijk et al. highlighted that PD-L1 blockade can promote regulatory T cell activity, contributing to therapy resistance, thus emphasizing the complexity of immune responses in cancer treatment (ref: van Gulijk doi.org/10.1126/sciimmunol.abn6173/). The FDA's approval of nivolumab combined with platinum-doublet chemotherapy for neoadjuvant treatment of resectable NSCLC further underscores the evolving treatment paradigms in this field (ref: Akinboro doi.org/10.1200/JCO.22.02509/).