The external validation combined with the RT‒qPCR analysis revealed that the expression levels of ADM, ANXA3, SLC22A4 and VIM were significantly increased in the patients with ischaemic stroke and that these key genes were positively correlated with M0 macrophages and neutrophils and negatively correlated with CD8 T cells. This evidence concerns the gene ANXA3 and ischemic stroke.