Principal component analysis (PCA) applied to immune cell subsets revealed separation of patients with severe COVID-19 across the first principal component, with neutrophils, NK cells, and activated CD4+ and CD8+ T cells identified as the main drivers of immune cell variance (Fig. 2d). Here, CD8A is linked to COVID-19.