Some research primarily focuses on predicting the prognosis of lung cancer (22), including improving clinical decisions for cancer immunotherapy and exploring biomarkers related to potential benefits from ICIs, such as microsatellite instability (MSI), PD-L1 TPS, and inflammatory genes, among others (23). Here, CD274 is linked to lung cancer.