The results demonstrated that, at D0, nine cell subsets presented robust global accuracy (AUC ≥ 0.8) to classify COVID-19 vs. HCs, with outstanding performance (AUC = 0.9) observed for CD8+CD69+, CD4+CD38+, CD3+CD38+ and CD8+CD27+. The gene discussed is CD27; the disease is COVID-19.