This study also showed that age, BMI, ALT, AST, GGT, ALP, LDL-c, TC, HDL-c, UA, FPG, HBsAg, hypertension, TGW, smoking and drinking parameters were not associated with the risk of GBP formation, whereas the TG level (HR = 1.08, 95% CI, 1.00–1.17, P = 0.0510) and non-HDL-c level (HR = 1.22, 95% CI, 1.00–1.50, P = 0.0558) had marginally significant associations with the risk of GBPs. The gene discussed is GPT; the disease is hypertensive disorder.