Both decreased CD4+T [HR:13.659; 95%CI: 3.235–57.671] and CD8+T [HR: 10.883; 95%CI: 3.277–36.145] cell levels were associated with in-hospital death in COVID-19 patients, but only the decrease of CD4+T cell level was an independent predictor of in-hospital death in COVID-19 patients. Here, CD8A is linked to COVID-19.