In the subgroup analysis of integrated diagnosis, TMB was found to be elevated in the anaplastic astrocytoma IDH wild-type group compared to the other astrocytoma group (Supplementary Fig. 3D). This evidence concerns the gene IDH1 and astrocytoma (excluding glioblastoma).