Combining the expression of hub genes in validation datasets and ROC curves, IL6, MMP9, CXCL8, and IL1B are further identified as potential genes for the development of CRC based on NAFLD. This evidence concerns the gene MMP9 and metabolic dysfunction-associated steatotic liver disease.