Most of these genes were lowly expressed in both benign and malignant meningiomas (Table S1); however, five genes (ADCY3, GAS7, LAG3, LRR32 and SPON2) showed a trend of elevated expression (>3 fold in mean values) in malignant meningiomas. Here, LAG3 is linked to meningioma.