TNF and osteoporosis: Five GMs, including GSTP1, TNF-α, TNF-β (LT-α), SLC6A14, and S1P, were associated with the musculoskeletal system and an increased risk of osteoporosis and reduced bone density [56, 57, 62, 64, 70].