Particularly, we found that CD8+ T cells, NK cells, and monocytes were changed and part of the clusters were associated with age of onset, disease duration, or scores of motor or psychiatric symptoms of PD, which provides an evidence for the role of neuroinflammation in PD. This evidence concerns the gene CD8A and Parkinson disease.