TNF and neurodegenerative disease: Following the DEGs analysis between VGNAs and other cells within their respective clusters, KEGG pathway analysis revealed significant enrichment of pathways related to neurodegenerative diseases, apoptosis, and the TNF signaling pathway in the VGNAs (Fig. 3G).