Further analysis revealed that gender (male), hypertension, diabetes mellitus, hyperlipidemia, family history, DBP, TG, FBG, UA, NLR, MLR, and CRP/ALB were independent risk factors for the development of CHD, whereas HDL-C demonstrated an independent protective effect against CHD. Here, ALB is linked to Hypertension.