The differences in marker expression on basophils between healthy controls and COVID-19 patients were further confirmed by PCA, with CXCR4, CD62L, CD193, and PD-L1 among the most contributing parameters driving the separation (Fig. 5D). This evidence concerns the gene CD274 and COVID-19.