Tnf is a tumor necrosis factor and it has been demonstrated that short exposures to PM2.5 significantly increase liver inflammatory factors including Il-6 and Tnf-α in rats [42], while the activation of inflammatory factors has been shown to contribute to insulin resistance [43]. Here, TNF is linked to Insulin resistance.