The figure shows the dependence of the freeze-drying cycle process parameters (e.g., product temperature, drying time, etc.) on the interactions between design elements of the formulation, the container, and the freeze-dryer, and the operational parameters of the freeze-dryer (i.e., shelf temperature and chamber pressure)