People recognized diabetes in 1500 BC (Litwack, 2018). However, so far, no reasonable treatment has been found (Zhang et al., 2019), so that diabetes has become a systemic chronic disease that threatens global human health (Xu, Li, Dai, & Peng, 2018). Diabetes includes type 1 diabetes (T1D) and type 2 diabetes (T2D), but the latter is more common accounting for 90~95% of all diabetics (Li et al., 2017) T1D is an autoimmune disease caused by insulin deficiency. However, in T2D, although insulin is still present, but its function is insufficient. When the effect of hormone is lacking, its target organs such as liver, muscle, and fat are inhibited in glucose utilization, which lead to insulin resistance (IR). IR is the main reason of T2D. (Fan et al., 2019). Liver is an insulin sensitive organ playing a key role in glucose metabolism (Meshkani & Adeli, 2009). Normally, there is a dynamic balance between gluconeogenesis and glycogen synthesis in the liver