PPI analysis and hub gene identification revealed that nine key genes in monocytes (KLRF1, GZMH, CTSW, KLRD1, CST7, KLRC3, SH2D1A, CD96, PRF1) might play a vital role in osteoporosis. Here, CST7 is linked to osteoporosis.