Logistic regression identified CRP (OR: 6.21), PPBS (OR: 4.76), history of PCOS (OR: 3.66), and family history of diabetes (OR: 3.45) as independent predictors of GDM. The gene discussed is CRP; the disease is diabetes mellitus.