Consistent with our findings, a number of studies have previously reported the involvement of TP53, MAPK1, CASP3, CTNNB1, CCND1, NOTCH1, CDK1, IGF1, ERBB2 in osteoporosis or osteogenesis [7, 17–24]. Here, CTNNB1 is linked to osteoporosis.