The female population with higher TBiL levels had higher values for BMI, Hcy, FPG, AST, ALT, eGFR, diabetes mellitus, and CHD, and lower values for smoking, TG, LDL-C, stroke (all p < 0.01). The gene discussed is GPT; the disease is Stroke.