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This study explores the potential role and mechanism of Ginsenoside Rb3 (Rb3) in modulating osteoclastogenesis induced by human periodontal ligament fibroblasts (hPLFs) within the periodontitis microenvironment. We investigated the anti‐inflammatory effects of Rb3 on hPLFs stimulated with Porphyromonas gingivalis lipopolysaccharide (P.g‐LPS) utilizing quantitative polymerase chain reaction (qPCR) and enzyme‐linked immunosorbent assay techniques. Moreover, the functional role of Rb3 in hPLFs‐induced osteoclast formation was assessed by treating human bone marrow‐derived macrophages (hBMMs) with conditioned medium from hPLFs, followed by analyses through qPCR, western blot analysis, and staining for tartrate‐resistant acid phosphatase (TRAP) and phalloidin. The impact of Rb3 on the activation of the STAT3 signaling pathway was determined via western blot analysis. Results indicated that Rb3 treatment significantly suppressed the upregulation of pro‐inflammatory cytokines (TNF‐α, IL‐1β, IL‐6, MCP‐1, and IL‐18) at both gene and protein levels in hPLFs induced by P.g‐LPS. Furthermore, conditioned medium from Rb3 plus P.g‐LPS treated hPLFs notably decreased the number of TRAP‐positive cells, actin ring formations, and the expression of osteoclast marker genes (including CTSK, NFATC1, and ACP5). Rb3 also inhibited the P.g‐LPS‐induced activation of the STAT3 pathway, with the activation of STAT3 partially reversing the effects of Rb3 on inflammation and osteoclast differentiation. Collectively, Rb3 ameliorates inflammation in P.g‐LPS‐stimulated hPLFs and reduces hPLFs‐induced osteoclastogenesis by inhibiting the STAT3 signaling pathway, suggesting its potential as a therapeutic agent for periodontitis. Highlights: Ginsenoside Rb3 reduces inflammation in human periodontal ligament fibroblasts in a periodontitis microenvironment.Ginsenoside Rb3 inhibits the formation of osteoclasts mediated by human periodontal ligament fibroblasts.The effect of Ginsenoside Rb3 on the inflammation of human periodontal ligament fibroblasts and osteoclast formation is related to the inhibition of the STAT3 pathway. [ABSTRACT FROM AUTHOR]