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. The gene discussed is IL1B; the disease is metabolic dysfunction-associated steatotic liver disease.