Bulk and single-cell transcriptome analysis of peripheral blood cells identified cell-type-specific downregulation of DOCK2 modulated by a COVID-19-specific eQTL effect of the DOCK2 risk variant in patients with severe COVID-19, which was most evident in innate immune cells including non-classical monocytes and pDCs. Here, DOCK2 is linked to COVID-19.