Our results suggest that increased CXCR1, CXCR2, Mac-1/CD11b and L-selectin on CD16+ monocytes contribute to the immunopathogenesis of severe COVID-19 by increasing transmigration of these monocytes into tissues, including the lung. Here, SELL is linked to COVID-19.