The shared key pathogenic macrophages were SPP1+ and S100A12+ clusters, and their signature SPP1 and S100A12 mediators were confirmed in COVID-19 cross-sectional and longitudinal patient plasma samples. The gene discussed is SPP1; the disease is COVID-19.