Moreover, the upregulation of inflammatory cytokines such as CCL3 and immune response-related genes such as CD74 and HLA-DPB1 in cluster 5 suggests an enhanced immune response within the periodontal microenvironment as a hallmark of periodontitis-associated inflammation and tissue destruction [30,31,32]. Here, HLA-DPB1 is linked to periodontitis.