Neuropeptides are synthesized as larger precursor proteins known as prepropeptides. These prepropeptides undergo post-translational modifications in the endoplasmic reticulum and Golgi apparatus, where they are cleaved into active peptides. The active peptides are then packaged into secretory vesicles for transport to the synaptic terminals.