A single-cell gene expression atlas was created for both COVID-19 and influenza patients. In COVID-19 patients, three signaling pathways were activated: apoptosis, signal transducer and activator of transcription 1 (STAT1), and interferon regulatory factor 3 (IRF3). COVID-19 patients had an increased number of plasma cells. Here, STAT1 is linked to COVID-19.