While further limited by the small number of PLWH with severe illness, interaction models also suggested that higher concentrations of IFN-α2, IL-6, CCL3, IL-1a, and IL-1Ra were associated with more severe COVID-19 in PLWH (Fig. 1f and Supplementary Fig. 3). This evidence concerns the gene CCL3 and COVID-19.