Machine learning analysis revealed that HDL particle subpopulations, particularly preβ-1 HDL, α-2 HDL, and α-1 HDL, along with inflammatory markers such as MPO and sdLDL-C, were the most informative for distinguishing CHD cases from controls. Here, MPO is linked to coronary artery disorder.