In CHD, a total of 12 biomarkers exhibit significant causal relationships, including LDL-C, ApoB, CHO, TG, HDL-C, HbA1c, Lp(a), SHBG, ApoA, UA, calcium, and direct bilirubin (DB). Here, APOB is linked to coronary artery disorder.