Six progress-related genes (AKR1B10/SPP1/CD24/UBD/FABP4/STMN2) were found remarkably correlated with steatosis, ballooning, inflammation, fibrosis, and NAS in the progress of Normal/NAFL/NASH. The gene discussed is AKR1B10; the disease is non-alcoholic fatty liver.