A cell culture system including a silk fibroid scaffold, culture media, and pancreatic cells. The pancreatic cells grown in the tissue culture system have physiological and morphological features like those of in vivo pancreatic cells. The cell culture system can be used to produce a pancreatic tissue-specific extracellular matrix capable of inducing differentiation of pancreatic cell precursors into pancreatic cells.