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. Here, VEGFA is linked to osteoporosis.