Tailoring precision nutrition predictive algorithms for obesity treatment likely requires the inclusion of features that are components of the energy balance model, such as total energy expenditure, fat mass, and appetitive hormones (e.g., glucagon-like peptide-1). The gene discussed is GCG; the disease is Obesity.