In certain aspects, the present invention provides compositions and methods for promoting bone growth and increasing bone density. The invention disclose polypeptide comprising an amino acid sequence that is at least 90% identical to the amino acid sequence of SEQ ID NO:7, wherein the N-terminus of the polypeptide is ILGRSETQE. The invention discloses methods of making ActRIIA polypeptide and pharmaceutical preparation