(1) Background: Huperzine A, a natural cholinesterase (AChE) inhibitor isolated from the Chinese herb Huperzia Serrata, has been used as a dietary supplement in the United States and a drug in China for therapeutic intervention on Alzheimer’s disease (AD). The gene discussed is ACHE; the disease is early-onset autosomal dominant Alzheimer disease.