We propose a logistic regression model that includes clinical variables (diabetes, obesity, and significant lung involvement) and critical biomarkers [IL-10 and IL-12 (p70)]. The gene discussed is IL10; the disease is obesity due to melanocortin 4 receptor deficiency.