STAT1 and periodontitis: Our in vitro data align with this, showing IFN-γ pathway activation (IRF8, STAT1, IL-1β) during macrophage polarization under P. gingivalis infection, suggesting a positive link between RANKL and IFN-γ in regulating osteoclast differentiation in periodontitis.