Further, IgM anti-ApoB4022–4040 MDA, IgM anti-IGKC76–99 MDA, and IgM anti-A1AT284–298 MDA were selected as the best attributes to classify patients with CAD from HCs. The gene discussed is CD40LG; the disease is coronary artery disorder.