Obese individuals with a higher baseline relative abundance of A. muciniphila tend to have greater improvements in obesity-associated metabolic parameters (insulin tolerance, plasma triglycerides and body fat distribution) after dietary intervention [154]. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.