Among them, monocytes are positively correlated with CTAG1A and IL13RA1, and negatively correlated with ZNF180 and C5orf58.These results not only deepen our understanding of CHD's immune mechanisms but also offer valuable insights for developing targeted treatment strategies. The gene discussed is CTAG1A; the disease is coronary artery disorder.