A multitask classification framework based on vision transformer for predicting molecular expressions of glioma

•Vision Transformer achieves outstanding performance on vision tasks in recent years.•Study utilizing Vision Transformer for the prediction of glioma biomarker is limited.•Vision Transformer predicts four molecular expressions of glioma simultaneously.•Vision Transformer is a reliable approach to predict glioma molecular biomarkers.