In this study, we systematically identified VEGFA, PSMA4 and FMO4 as genes significantly associated with osteoporosis risk using MR, and explored their expression patterns using single‐cell RNA sequencing (scRNA‐seq) data from osteoporosis patients. The gene discussed is FMO4; the disease is osteoporosis.