Fat mass and obesity-associated gene and peroxisome proliferator-activated receptor gamma (PPAR gamma) are examples of genes that affect metabolic regulation, involve the host genotype and interact with the GM. This evidence concerns the gene PPARG and obesity due to melanocortin 4 receptor deficiency.