IL6 and Insulin resistance: Although our study could not distinguish the source of IL-6 in PBMC obtained from the peripheral blood, we have verified that the ROS level in DM R+ group was significantly lower than that in DM R-group, as shown in Fig. 4, which also suggested that the application of insulin may be beneficial for reducing inflammation and accordingly improving insulin resistance [26].