In our model, based on a high level of CRP, increased neutrophil, low lymphocytes, and low albumin, patients with a high level of D-dimer were with a higher mortality, indicating that the measurement of D-dimer is helpful for COVID-19 prediction, which is consistent with previous findings. Here, ALB is linked to COVID-19.