In addition, we found some potential PD marker genes associated with AST that are linked with cognitive impairment, and the highly expressed genes (Luzp2 and Lsamp) of the activated subclusters in PD were distributed in the hippocampus in the Allen Brain Atlas. Here, LSAMP is linked to Cognitive impairment.