In classifying A2, A3, and A4 within the IDH-mutant astrocytoma subgroup (task 5), the model achieved high AUCs ranging from 0.907 to 0.998 across all grades on all cohorts, as shown in Supplementary Fig. 9a–d and Table 1. Here, IDH2 is linked to astrocytoma (excluding glioblastoma).