Reduced expression of HLA-DPB1 described herein is fully compatible with the decreased expression of HLA-DR on the cell membranes of circulating monocytes of patients with severe respiratory failure by SARS-CoV-2. Here, HLA-DPB1 is linked to respiratory failure.