Regarding the stromal cell components, INTS9 exhibited a trend of a negative association with oligodendrocytes, pericytes, and endothelial cells across all three subtypes but a positive correlation with fibroblasts, particularly in the IDH wildtype and oligodendroglioma. This evidence concerns the gene IDH1 and oligodendroglioma.