A multiple binary logistic regression analysis for AIP and the adiponectin/TNF-α ratio showed that AIP was indepently a risk marker for GDM development while the adiponectin/TNF-α ratio had protective effects (table 3). The gene discussed is TNF; the disease is gestational diabetes.