Therefore, in this study, we intersected the 849 genes from the lipid metabolism gene set in the Reactome database with the DEGs, and combined WGCNA and machine learning analysis to identify four key lipid metabolism genes associated with PD: AGPAT2, ASAH2, FA2H, and MECR. Here, ASAH2 is linked to Parkinson disease.