In summary, both high-fat diet and obesity promote Apc-driven carcinogenesis via multiple mechanisms involving changes in transcriptome, metabolome, and microbiome, thus promoting inflammation, stemness, and altering immune responses. This evidence concerns the gene APC and obesity due to melanocortin 4 receptor deficiency.