Additionally, one study examining genes related to metabolic risk factors in non-alcoholic fatty liver disease and HCC reported that IL1RN is a protective prognostic gene for HCC. The gene discussed is IL1RN; the disease is metabolic dysfunction-associated steatotic liver disease.