Therefore, the fact that IGFBP-1 was more strongly associated with WC/Ht ratio than the BMI z-scores makes IGFBP-1 a sensitive biomarker for obesity-related metabolic abnormalities. The gene discussed is IGFBP1; the disease is obesity due to melanocortin 4 receptor deficiency.