We successfully identified four hub genes associated with Parkinson’s disease (PD), namely dld, dlk1, iars, and ttc19, through a combination of differential expression analysis, WGCNA, and machine learning algorithms (LASSO and mSVM-RFE). Here, DLK1 is linked to Parkinson disease.