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. The gene discussed is CD8A; the disease is metabolic disease.