PPARA and osteoporosis: The results showed that Panax notoginseng intervenes in osteoporosis in a multi-systemic manner by affecting target genes, including MAPK1, AKT1, RELA, JUN, FOS, TP53, HSP90AA1, and PPARA, maintaining osteoblast-osteoclast balance and ameliorating bone metabolism.