Additional improvements include using data augmentation to generate synthetic WHO grade 4 IDH-mutant astrocytoma, especially those with losses on chromosome 10, which are underrepresented in our training set and are difficult to distinguish from IDH-wildtype glioblastoma. This evidence concerns the gene IDH1 and glioblastoma.