This result implies that insulin resistance probably occurs once TNF-α levels are initially risen at baseline and continuously elevated thereafter and may underline early detection of chronic low-grade inflammation levels in order to reduce the risk of developing T2DM. The gene discussed is TNF; the disease is Insulin resistance.