The research points of overall prevalence, ALT, AST, CHOL, TG, hepatocellular ballooning, lobular and portal inflammation, steatosis, and fibrosis were basically symmetrical with little or no publication bias, while the funnel plots of GGT and ALP revealed that publication bias might exist. The gene discussed is GPT; the disease is steatosis.