After that, we validated the expression levels of 12 hub genes using the independent dataset GSE99039 and found that LYN and RAF1 remained high and significantly elevated in the PD group, and their expression levels correlated with clinical scale scores in PD. The gene discussed is RAF1; the disease is Parkinson disease.