In both approaches we used regression instead of categorical classification; while this approach is uncommon, the methods used here could benefit other diabetes studies that measure continuous variables such as blood glucose, insulin AUC, Homeostatic Model Assessment for Insulin Resistance (HOMA-IR) or hemoglobin A1C (HbA1c). The gene discussed is INS; the disease is Insulin resistance.