The relatively high abundance of KEGG pathways predicted by Metascape were insulin resistance, cAMP, PPAR, and Apelin pathways, in which insulin resistance, PPAR signaling pathway, and Apelin signaling pathway contain AMPK/UCP1 pathway (Fig. 6a). Here, PRKAA1 is linked to Insulin resistance.