Based on the results of immune infiltration and single-cell analysis, the exosome-related feature genes identified in this study (LGALS3, CD14, TLR2) regulate the neuroinflammatory process following ischemic stroke through multidimensional mechanisms. Here, CD14 is linked to ischemic stroke.