From the binary logistic regression analysis of Model 3, age (P = 0.009), sex (P = 0.041), ferritin levels (P < 0.001) and CEA levels (P = 0.003) were significantly related to the prognosis of COVID-19. Here, CEACAM5 is linked to COVID-19.