The invention encompasses methods of detecting and diagnosing low bone mass density. The method comprises, in part, obtaining nucleic acid expression data from a plurality of nucleic acid sequences, wherein at least one nucleic acid sequence is selected from the group consisting of ESR1, MAPK3, MECP2, PSTPIP1, SLA, STKL1, WNK1, and ZNF446.