We report a preterm female neonate with coarse facial features and hyperglycemia, later diagnosed with neonatal diabetes mellitus, congenital hypothyroidism (CH), congenital glaucoma (CG), and renal cysts, secondary to <i>GLIS3</i> gene mutation. The gene discussed is GLIS3; the disease is neonatal diabetes mellitus.