The variable selection algorithm obtained the best R2 using age, sex, immunosuppression, anemia, C-reactive protein (CRP), chronic obstructive respiratory disease (CODP), cardiorespiratory disease, metastasis, leukocytes level and monocytes level as predictive variables to early distinguish patients with COVID-19. Here, CRP is linked to COVID-19.