This study for the first time systematically reveals the pivotal role of the CD4 gene in peripheral immunity in Parkinson’s disease (PD), with its upregulated expression significantly linked to immune cell infiltration, dynamic immune reprogramming, non-coding RNA regulatory networks, and the activation of neurodegenerative pathways. Here, CD4 is linked to Parkinson disease.