ID1 and meningioma: Based on the 3600 variable genes, Chang et al. identified that a module was associated with meningiomas using WGCNA and that four intramodular hub genes within that module (including GAB2, KLF2, ID1, and CTF1) were identified as oncogenic genes in other types of cancers [9]; however, the study lacked verification through further independent datasets.