These findings underscore the impact of HFD/Western diet (WD) on the gut microbiota in TGF-β-regulated models of obesity and susceptibility to cancer, with distinct species-specific changes. This evidence concerns the gene TGFB1 and obesity due to melanocortin 4 receptor deficiency.