Our enrichment analysis offers evidence of the complex interplay between key obesity genes and the brain, impacting feeding behavior, energy expenditure, metabolic homeostasis, and insulin secretion. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.