In this study, we identified 156 shared genes between the COVID-19 and KIRC cohorts and selected four hub genes (GTSE1, CEACAM4, HECW2, and KCNMA1) as the foundation for developing a risk model. Here, CEACAM4 is linked to COVID-19.