INS and obesity due to melanocortin 4 receptor deficiency: All these pathways were positively correlated with the fatness-associated bacterial species, especially with P. copri (Fig. 2d), suggesting that the bacterial species from fat pigs may produce more factors related to inflammatory reactions, obesity and insulin resistance, impair host gut barrier integrity, and increase the capacity for energy harvesting.