Distinct from most of the previous studies that have characterized the profiles and roles of individual genes involved in the TGF-β superfamily signaling, our study for the first time provides a global view of the expression profiles of most known genes in this module in the bone microenvironment and their temporal changes in MSCs after the occurrence of primary osteoporosis. Here, TGFB1 is linked to osteoporosis.