In particular, the ICOS-ICOSL signaling in T helper cells, PKC signaling in T lymphocytes, T cell receptor signaling, calcium-induced T lymphocyte apoptosis, and CD28 signaling in T helper cells were all determined to be related to COVID-19 severity. The gene discussed is CD28; the disease is COVID-19.