For example, ROAM (Region-based Attention with Multi-scale Learning) is a transformer-based system that showed efficacy in tumor detection, grading, subtyping, and predicting molecular markers like IDH mutation and MGMT promoter methylation based on histopathology slides [207]. This evidence concerns the gene IDH1 and neoplasm.