Provided herein are freeze-dried preparations comprising a high-purity parathyroid hormone (PTH) peptide and one or more PTH analogs, and methods for the production thereof. Also provided is a test method for detecting PTH analogs to confirm the purity of a freeze-dried preparation containing PTH peptide, and the like.