Interestingly, GSEA analysis revealed that the expression level of NUSAP1 in TCGA astrocytoma dataset was positively correlated with the HH pathway gene signature (Fig. 5a), further suggested that NUSAP1 may play a role in activation of HH pathway. The gene discussed is NUSAP1; the disease is astrocytoma (excluding glioblastoma).