Among these, Sulfhydryl oxidase 1 (Qsox1), involved in tumor cell invasion and subsequent metastasis was found downregulated in cluster 1 such as CD166, TIMP2 and AGT knew to be involved in astrocytoma (Fig. 3b, cluster 1). Here, QSOX1 is linked to astrocytoma (excluding glioblastoma).