In the current study, using high-dimensional flow cytometry and cutting-edge single-cell metabolomics of PBMCs from hospitalized COVID-19 patients, we demonstrated that metabolic disorders by hypoxia and anaerobic glycolysis induced dysfunctional CD8+Tc and NKTs during SARS-CoV-2 infection. This evidence concerns the gene CD8A and COVID-19.