Pathway enrichment analyses indicated that FMO4, PSMA4 and VEGFA may influence osteoporosis progression through several critical signalling pathways, including calcium signalling, Wnt/β‐catenin, PI3K/Akt and Hedgehog signalling. Here, PSMA4 is linked to osteoporosis.