APOA1 and obesity due to melanocortin 4 receptor deficiency: This study employed two-sample MR and MVMR analyses to demonstrate the independent causal effect of genetic reduction of ApoA-1 and LPA on the risk of insomnia while avoiding the confounding effect of obesity.