Multivariable logistic regression models were used to explore associations between Gal-4 and diabetes/obesity, and linear regression models were used to explore the associations between Gal-4 and biomarkers. The gene discussed is LGALS4; the disease is obesity due to melanocortin 4 receptor deficiency.