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.