In this study, through single-cell RNA sequencing (scRNA-seq) in combination with T cell receptor sequencing, a proliferative-exhausted CD8+ T cell phenotype with cell cycle arrest and impaired mitochondrial function was observed in severe/critical COVID-19 patients. The gene discussed is CD8A; the disease is COVID-19.