Disclosed herein are compositions and methods of enhancing stem cell differentiation into beta cells with use of one or more epigenetic modification compounds. The present disclosure also relates to compositions and methods of sorting and enriching the differentiated beta cells. The present disclosure also relates to compositions and methods of irradiating cell population for reducing proliferation.