Provided herein are devices and dosage forms useful in delivering macromolecular active ingredients or drugs, such as proteins, peptides and nucleic acids, through epithelial membranes, such as intestinal epithelium. Also provided are trans-epithelial drug delivery methods and methods of treatment of diabetes or insulin resistance, or to induce weight loss.