In this study, we identified common gene expression profiles in early stage AD and PD via a publicly available GEO database and found five common core molecules associated with synapse in AD and PD data sets, including SNAP25, SYN1, SYT1, GAP43, and SNAP91. The gene discussed is GAP43; the disease is Parkinson disease.