Additionally, the genetic variants within FIP1L1 were also linked to the obesity-related traits and the MR analysis revealed that its muscle gene expression is positively associated with improved health outcomes, underscoring the important roles of FIP1L1 in human health. Here, FIP1L1 is linked to obesity due to melanocortin 4 receptor deficiency.