and Ruminococcus gnavus, were positively associated with obesity and metabolic traits including body fat increase on a HF/HS diet, insulin levels, and HOMA-IR (P < 0.001). This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.