In this study, we continued to investigate the hypoglycemic activity of Swertia punicea Helmsl., the hypoglycemic and hypolipidemic effects of methylswertianin and bellidifolin from the active ethyl acetate (EtOAc) fraction, and the potential mechanism(s) underlying the improvement of insulin