Based on the network pharmacology analysis, 10 key osteoporosis-related proteins encoded by predicted target genes, including IL-6, STAT3, PPARG, NFKB1, PTGS2, ESR1, TLR4, HSP90AB1, PPARA, and RELA, were selected for molecular docking analysis. Here, TLR4 is linked to osteoporosis.