Given their roles in immune activation and leukocyte recruitment, HLA-DRB1 and CCR1 emerge as potential biomarker candidates for detection, risk stratification, and therapeutic monitoring in periodontitis, necessitating validation in larger, well-characterized cohorts. The gene discussed is HLA-DRB1; the disease is periodontitis.