These single-cell expression patterns validate the biological relevance of our four-gene signature and provide mechanistic insights into their cell-type-specific functions in IBD pathogenesis, particularly highlighting their distinct roles in epithelial barrier maintenance (UGT2A3), metabolic regulation (PDK2), immune cell activation (CDC14A), and tissue remodeling processes (CHAD). The gene discussed is CHAD; the disease is inflammatory bowel disease.