The upregulation of FABP4 levels in obesity, as indicated by our reverse MR analysis and the existing literature35, suggests a possible compensatory effect (canalization) underlying the complex interplay between adipose tissue function and metabolic homeostasis. Here, FABP4 is linked to obesity due to melanocortin 4 receptor deficiency.