Therefore, we supposed that activation of STAMP2 may regulate macrophage polarization via inhibiting JNK1 signaling pathway to reduce the expression of pro-inflammatory cytokines, and thus improve insulin resistance. This evidence concerns the gene STEAP4 and Insulin resistance.