In vitro and in vivo studies demonstrated that Pdpn+ macrophages alleviated insulin resistance and modulated adipokine/cytokine expression in adipocytes via the Pla2g2d-DHA/EPA-GPR120 pathway. The gene discussed is PLA2G2D; the disease is Insulin resistance.