Based on the co-differential expressed biomarkers, a PD gene signature consisting 9 key genes was identified, including LRRN3 and PLOD3. The risk score of the gene signature could predict the risk of PD incidence with a higher degree of accuracy. Here, PLOD3 is linked to Parkinson disease.