MAPT, GZMK, and SOSTDC1 were highly correlated with high abundance of immune cells, possibly reflecting immune cell perturbations accompany ageing-associated signalling pathways to play a role in peri-implantitis lesions in aged tissues. The gene discussed is GZMK; the disease is Peri-Implantitis.