We identified the endothelial cell types associated with neurodegenerative diseases of diabetes and further identified five important genes, FN1, VCAM1, FBN1, COL4A1, and COL4A2. The FN1 gene encodes the fibronectin protein, which is involved in cell adhesion and migration. Here, COL4A2 is linked to diabetes mellitus.