We apply a state-space estimation framework using Bayesian filtering to infer continuous, long-term pro-satiety states from plasma leptin concentrations collected from premenopausal women with obesity. The gene discussed is LEP; the disease is obesity due to melanocortin 4 receptor deficiency.