The proteins that were increased in diabetes, including OSM, IL-8, IL-18R, TNFSF14, TNF and IL-6, play roles in obesity [30–32], insulin resistance [33, 34], beta cell function [35] and vascular diabetes complications [36, 37]. Here, TNFSF14 is linked to Insulin resistance.