We reported the VEGFA, AChE, and DRD2 genes as the top correlated genes to memory disorders and Alzheimer’s disease in our gene set using a theoretical computerized chemical–biological relationship between identified metabolites from OEP extract and Alzheimer’s disease. Here, VEGFA is linked to early-onset autosomal dominant Alzheimer disease.