To do this, we generated a new dataset that included single cell RNA-seq of PBMC collected at the d110 and d201 time points from four mRNA vaccinated individuals (Fig. 1a), and included blood PBMC samples from six DPB1*04+ individuals hospitalized with moderate or severe COVID-19 in the St. Here, HLA-DPB1 is linked to COVID-19.