This study identified a causal association among LPS, LBP, NAFLD, and related metabolic disorders; LPS is a risk factor for NAFLD, obesity, HDL-c levels, and TG levels. The gene discussed is LBP; the disease is obesity due to melanocortin 4 receptor deficiency.