Finally, we constructed a protective model with nine identified genes (CHEK1, NDC80, PBK, H2BC11, TMSB4X, RPH3A, TM9SF1, EEF1D, and SNAPC2) to predict patients who had COVID-19. Here, TMSB4X is linked to COVID-19.