We aimed to develop a fully automated attention-based deep learning network to predict WHO meningioma grading and Ki-67 expression.<h4>Materials and methods</h4>This retrospective study included 952 meningioma patients, divided into training (n = 542), internal validation (n = 96), and external test sets (n = 314). This evidence concerns the gene MKI67 and meningioma.