To validate the potential involvement of CEBPD, SOCS2, THBS1, and IFIT2 in NAFLD pathogenesis, we performed comprehensive analyses using both clinical datasets and experimental models. Here, THBS1 is linked to metabolic dysfunction-associated steatotic liver disease.