We identified shared genes, particularly C4b, which may shed light on the underlying mechanism in the preoptic region for the development of AD and highlight the need for more scRNA-seq and ST data to be generated from underreported brain regions like the preoptic area. This evidence concerns the gene C4B and Alzheimer disease.