Of note, hypoxia has been shown as one of the main regulatory mechanisms of PD-L1 gene promoter activation, not only in malignant tumors, but also in non-malignant neoplasms such as paraganglioma30–33 , similar to the results of our study in the meningioma cohort. Here, CD274 is linked to cancer.