Further pQTL-based MR analysis also identified ECM1 and ENPP2 as risk-promoting factors, highlighting the contribution of extracellular matrix organization and lipid metabolism to osteoporosis pathophysiology [33]. This evidence concerns the gene ECM1 and osteoporosis.