Factors including hypertension, diabetes mellitus, body weight, BMI, ALT, AST, albumin, triglycerides, fasting insulin, HDL-C, steatosis grade, and fibrosis stage were significantly associated with MASH (all p < 0.05). The gene discussed is ALB; the disease is diabetes mellitus.