TNF and Insulin resistance: In addition, the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis also revealed genes significantly involved in insulin resistance (18 genes), insulin signaling pathway (21 genes), TNF signaling pathway (17 genes), AMPK signaling pathway (19 genes), PPAR signaling pathway (14 genes), and retinol metabolism (17 genes).