Using the nomogram, we developed individualized PD risk prediction models including CD8+ Tn cells, LD CD4+ T cells, and independent risk factors such as the status of diabetes mellitus, smoking, alcohol consumption, and tea consumption. This evidence concerns the gene CD8A and diabetes mellitus.