However, in this study, we further explored the causal effects of periodontitis-related phenotypes, including PCT3, PCT5 and inflammatory indicators IL-1β on COVID-19, and obtained the causal association of IL-1β in gingival crevicular fluid on COVID-19. The gene discussed is IL1B; the disease is periodontitis.