Moreover, our study identifies the downregulation of specific genes, such as L1CAM, PCDH9, ISLR2, ADAMTSL2, and B4GAT1, which have been previously well characterized as playing an important role in congenital hydrocephalus and aqueductal stenosis [57–64]. Here, B4GAT1 is linked to Aqueductal stenosis.